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<meta name="description" content="Due to the complexity of BG dynamics, it remains difficult to achieve a universal model that produces an accurate prediction in every circumstance (i.e., hypo/eu/hyperglycemia events). Recently, machine learning techniques have received wider attention and increased popularity in diabetes research i …"><meta name="keywords" content="pmid:31383477, doi:10.1016/j.artmed.2019.07.007, Review, Ashenafi Zebene Woldaregay, Eirik Årsand, Gunnar Hartvigsen, Blood Glucose / metabolism*, Blood Glucose Self-Monitoring, Data Mining, Diabetes Mellitus, Type 1 / drug therapy, Diabetes Mellitus, Type 1 / metabolism*, Diet, Exercise, Feeding Behavior, Humans, Hypoglycemic Agents / therapeutic use, Insulin / therapeutic use, Machine Learning*, Mobile Applications, Models, Biological, Patient-Specific Modeling*, Stress, Psychological, Wearable Electronic Devices, PubMed Abstract, NIH, NLM, NCBI, National Institutes of Health, National Center for Biotechnology Information, National Library of Medicine, MEDLINE"><meta name="robots" content="index,nofollow,noarchive"><meta property="og:title" content="Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes - PubMed"><meta property="og:url" content="https://pubmed.ncbi.nlm.nih.gov/31383477/"><meta property="og:description" content="Due to the complexity of BG dynamics, it remains difficult to achieve a universal model that produces an accurate prediction in every circumstance (i.e., hypo/eu/hyperglycemia events). Recently, machine learning techniques have received wider attention and increased popularity in diabetes research i …"><meta property="og:image" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg"><meta property="og:image:secure_url" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg"><meta property="og:type" content="website"><meta property="og:site_name" content="PubMed"><meta name="twitter:domain" content="pubmed.ncbi.nlm.nih.gov"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:title" content="Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes - PubMed"><meta name="twitter:url" content="https://pubmed.ncbi.nlm.nih.gov/31383477/"><meta name="twitter:description" content="Due to the complexity of BG dynamics, it remains difficult to achieve a universal model that produces an accurate prediction in every circumstance (i.e., hypo/eu/hyperglycemia events). Recently, machine learning techniques have received wider attention and increased popularity in diabetes research i …"><meta name="twitter:image" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg">
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|
||
<div id="article-top-actions-bar" class="article-top-actions-bar">
|
||
<div class="inner-wrap">
|
||
<div class="actions-container">
|
||
<div class="return-to-search">
|
||
|
||
|
||
</div>
|
||
|
||
<div class="multiple-results-actions " role="region" aria-label="save, email, send to">
|
||
<button id="save-results-panel-trigger"
|
||
type="button"
|
||
class="save-results save-results-panel-trigger"
|
||
aria-expanded="false"
|
||
aria-controls="save-action-panel"
|
||
data-ga-category="save_share"
|
||
data-ga-action="save"
|
||
data-ga-label="open">
|
||
Save
|
||
</button><button id="email-results-panel-trigger"
|
||
type="button"
|
||
class="email-results email-results-panel-trigger"
|
||
aria-expanded="false"
|
||
aria-controls="email-action-panel"
|
||
data-ga-category="save_share"
|
||
data-ga-action="email"
|
||
data-ga-label="open">
|
||
Email
|
||
</button><div class="more-actions dropdown-block"><button id="more-actions-trigger"
|
||
type="button"
|
||
class="trigger more-actions-trigger"
|
||
ref="linksrc=show_moreactions_btn"
|
||
aria-label="Send to"
|
||
aria-controls="more-actions-dropdown">Send to</button><div id="more-actions-dropdown" class="dropdown dropdown-container" hidden><div class="content"><ul class="more-actions-links"><li><a class="clipboard-panel-trigger dropdown-block-link "
|
||
href="#"
|
||
role="button"
|
||
data-ga-category="save_share"
|
||
data-ga-action="clipboard"
|
||
data-ga-label="send">
|
||
Clipboard
|
||
</a></li><li><a role="button" class="dropdown-block-link bibliography-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F31383477%2F%23open-bibliography-panel">My Bibliography</a></li><li><a role="button" class="dropdown-block-link collections-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F31383477%2F%23open-collections-panel">Collections</a></li><li><a role="button" class="citation-manager-panel-trigger dropdown-block-link citation-manager-trigger-target" href="#">Citation manager</a></li></ul></div></div></div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="display-options" data-format-key="format"
|
||
data-default-format-value="abstract"
|
||
data-current-format-value="abstract" role="region">
|
||
<button
|
||
class="trigger usa-button"
|
||
title="Change format"
|
||
data-ga-category="display_options"
|
||
data-ga-action="display_options_dialog">
|
||
<span class="button-label">Display options</span>
|
||
</button>
|
||
|
||
<div class="dropdown" hidden>
|
||
<div class="title">
|
||
Display options
|
||
</div>
|
||
|
||
<div class="content">
|
||
|
||
<div class="format-container">
|
||
<span class="option-label">
|
||
Format
|
||
</span>
|
||
<select name="format" data-initial-value="abstract" aria-label="Display format" id="article-display-format">
|
||
<option value="abstract">Abstract</option>
|
||
|
||
<option value="pubmed">PubMed</option>
|
||
|
||
<option value="pmid">PMID</option>
|
||
|
||
</select>
|
||
</div>
|
||
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="article-panels-container" class="article-panels-container">
|
||
<div id="save-action-panel" class="save-action-panel action-panel" aria-hidden="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Save citation to file
|
||
</h2>
|
||
<form id="save-action-panel-form"
|
||
class="action-panel-content action-form"
|
||
action="/results-export-ids/"
|
||
data-by-search-action="/results-export-search-data/"
|
||
data-by-ids-action="/results-export-ids/"
|
||
method="post"
|
||
data-by-search-method="post"
|
||
data-by-ids-method="post">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="save-action-format" class="action-panel-label">
|
||
Format:
|
||
</label>
|
||
<select id="save-action-format" name="results-format" class="action-panel-selector">
|
||
<option value="summary-text">Summary (text)</option>
|
||
<option value="pubmed-text">PubMed</option>
|
||
<option value="pmid">PMID</option>
|
||
<option value="abstract">Abstract (text)</option>
|
||
<option value="csv">CSV</option>
|
||
</select>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Saving..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="save"
|
||
data-ga-label="save">
|
||
Create file
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Save citations to file' panel"
|
||
ref="linksrc=close_save_panel"
|
||
aria-controls="save-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="save"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div id="email-action-panel"
|
||
class="email-action-panel action-panel"
|
||
aria-hidden="true"
|
||
data-recaptcha-script-url="https://www.recaptcha.net/recaptcha/enterprise.js?render=explicit&onload=onloadCaptchaCallback"
|
||
data-recaptcha-enabled="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Email citation
|
||
</h2>
|
||
<form id="email-action-panel-form"
|
||
class="action-panel-content action-form"
|
||
action="/send-email/"
|
||
data-by-search-action="/results-export-email-by-search-data/"
|
||
data-by-ids-action="/send-email/"
|
||
data-by-search-method="post"
|
||
data-by-ids-method="post"
|
||
method="post"
|
||
>
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<span class="action-panel-label">
|
||
Subject:
|
||
</span>
|
||
<span class="email-subject" id="email-subject" aria-label="Email subject">1 selected item: 31383477 - PubMed</span>
|
||
<input type="hidden" name="email-subject" value="1 selected item: 31383477"/>
|
||
<input type="hidden" name="email-subject-hash" value="e2cbb680d274860a5064591394c5036f7af396708137d9f29b6c0356e9024064"/>
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="email-to" class="action-panel-label required-field-asterisk">
|
||
To:
|
||
</label>
|
||
<input type="email" aria-label="Recipient Email Address" placeholder="email@example.com" id="email-to" class="email-to" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="100" required>
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="email-from" class="action-panel-label">
|
||
From:
|
||
</label>
|
||
<input type="email" aria-label="Sender Email Address" placeholder="email@example.com" id="email-from" class="email-from" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="256">
|
||
</div>
|
||
|
||
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="email-citation-format" class="action-panel-label">
|
||
Format:
|
||
</label>
|
||
<select id="email-citation-format" name="citation-format" class="action-panel-selector email-citation-format">
|
||
<option selected="selected" value="summary">Summary</option>
|
||
<option value="summary-text">Summary (text)</option>
|
||
<option value="abstract">Abstract</option>
|
||
<option value="abstract-text">Abstract (text)</option>
|
||
|
||
</select>
|
||
</div>
|
||
<div class="include-supplemental-container">
|
||
<input type="checkbox" aria-label="Include MeSH and other data" name="include-supplemental" id="email-include-supplemental" class="email-include-supplemental">
|
||
<label for="email-include-supplemental" class="email-include-supplemental-label">MeSH and other data</label>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="form-field recaptcha ">
|
||
|
||
|
||
|
||
<div class="g-recaptcha" id="id-recaptcha" data-sitekey="6LfsWHMdAAAAAClKbtOpjQ2pMjgsGxvv7NdZW9uI"></div>
|
||
|
||
|
||
|
||
|
||
|
||
</div>
|
||
<div id="captcha-error-message" class="usa-input-error-message captcha-validation-message" role="alert"></div>
|
||
|
||
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Sending..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="email"
|
||
data-ga-label="send">
|
||
Send email
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Email citations' panel"
|
||
ref="linksrc=close_email_panel"
|
||
aria-controls="email-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="email"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
<input type="hidden" name="email-search-details" value="" />
|
||
<input type="hidden" name="email-search-details-hash" value="0e42663a6c3bd85498fcb88798998fed7bfdc45d457db35281e41afe13cc0524" />
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="collections-action-panel"
|
||
class="collections-action-panel action-panel in-progress-dots-panel"
|
||
aria-hidden="true"
|
||
data-collections-open-panel-enabled="false"
|
||
data-collections-open-panel-url-hash="#open-collections-panel">
|
||
<div class="inner-wrap">
|
||
<h3 class="action-panel-heading">
|
||
Add to Collections
|
||
</h3>
|
||
|
||
|
||
<form id="collections-action-panel-form"
|
||
class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors"
|
||
data-existing-collections-url="/list-existing-collections/"
|
||
data-add-to-existing-collection-url="/add-to-existing-collection/"
|
||
data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/"
|
||
data-get-article-ids-by-search-url="/get-article-ids-by-search/"
|
||
data-myncbi-max-collection-name-length="100"
|
||
data-add-to-collection-max-amount="1000"
|
||
data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
|
||
|
||
<div class="choice-group" role="radiogroup">
|
||
<ul class="radio-group-items">
|
||
<li>
|
||
<input type="radio"
|
||
id="collections-action-panel-new"
|
||
class="collections-new"
|
||
name="collections"
|
||
value="new"
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="collections_radio_new">
|
||
<label for="collections-action-panel-new">Create a new collection</label>
|
||
</li>
|
||
<li>
|
||
<input type="radio"
|
||
id="collections-action-panel-existing"
|
||
class="collections-existing"
|
||
name="collections"
|
||
value="existing"
|
||
checked="true"
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="collections_radio_existing">
|
||
<label for="collections-action-panel-existing">Add to an existing collection</label>
|
||
</li>
|
||
</ul>
|
||
</div>
|
||
|
||
<div class="controls-wrapper">
|
||
<div class="action-panel-control-wrap new-collections-controls">
|
||
<label for="collections-action-panel-add-to-new" class="action-panel-label required-field-asterisk">
|
||
Name your collection:
|
||
</label>
|
||
<input
|
||
type="text"
|
||
name="add-to-new-collection"
|
||
id="collections-action-panel-add-to-new"
|
||
class="collections-action-add-to-new"
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"
|
||
maxlength="100"
|
||
data-ga-category="save_share"
|
||
data-ga-action="create_collection"
|
||
data-ga-label="non_favorties_collection">
|
||
<div class="collections-new-name-too-long usa-input-error-message selection-validation-message">
|
||
Name must be less than 100 characters
|
||
</div>
|
||
</div>
|
||
<div class="action-panel-control-wrap existing-collections-controls">
|
||
<label for="collections-action-panel-add-to-existing" class="action-panel-label">
|
||
Choose a collection:
|
||
</label>
|
||
<select id="collections-action-panel-add-to-existing"
|
||
class="action-panel-selector collections-action-add-to-existing"
|
||
data-ga-category="save_share"
|
||
data-ga-action="select_collection"
|
||
data-ga-label="($('#collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'">
|
||
</select>
|
||
<div class="collections-retry-load-on-error usa-input-error-message selection-validation-message">
|
||
Unable to load your collection due to an error<br>
|
||
<a href="#">Please try again</a>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Adding..."
|
||
data-pinger-ignore
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="add">
|
||
Add
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Add to Collections' panel"
|
||
ref="linksrc=close_collections_panel"
|
||
aria-controls="collections-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="bibliography-action-panel"
|
||
class="bibliography-action-panel action-panel in-progress-dots-panel"
|
||
aria-hidden="true"
|
||
data-bibliography-open-panel-enabled="false"
|
||
data-bibliography-open-panel-url-hash="#open-bibliography-panel">
|
||
<div class="inner-wrap">
|
||
<h3 class="action-panel-heading">
|
||
Add to My Bibliography
|
||
</h3>
|
||
<form id="bibliography-action-panel-form"
|
||
class="bibliography-action-panel-form action-panel-content action-form action-panel-smaller-selectors"
|
||
data-add-to-bibliography-max-amount="100"
|
||
data-add-to-bibliography-batch-size="10"
|
||
data-bibliography-delegates-url="/list-bibliography-delegates/"
|
||
data-add-to-bibliography-url="/add-to-bibliography/"
|
||
data-get-article-ids-by-search-url="/get-article-ids-by-search/"
|
||
data-mybib-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/mybibliography/">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
|
||
|
||
<div class="action-panel-control-wrap bibliographies-controls">
|
||
<div class="choice-group">
|
||
<ul class="bibliographies-action-add radio-group-items">
|
||
<li>
|
||
<input name="bibliography" id="my-bibliography" class="my-bibliography" type="radio" checked/>
|
||
<label for="my-bibliography">My Bibliography</label>
|
||
</li>
|
||
</ul>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="bibliographies-retry-load-on-error usa-input-error-message selection-validation-message">
|
||
Unable to load your delegates due to an error<br>
|
||
<a href="#">Please try again</a>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Adding..."
|
||
data-pinger-ignore>
|
||
Add
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Add to bibliography' panel"
|
||
ref="linksrc=close_bibliography_panel"
|
||
aria-controls="bibliography-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="mybib"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div id="saved-search-action-panel" class="saved-search-action-panel action-panel " aria-hidden="true"
|
||
data-saved-search-open-panel-enabled="false"
|
||
data-saved-search-open-panel-url-hash="#open-saved-search-panel">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Your saved search
|
||
</h2>
|
||
|
||
<form id="saved-search-action-panel-form"
|
||
class="saved-search-action-panel-form action-panel-content action-form"
|
||
data-create-saved-search-url="/create-saved-search/"
|
||
data-try-search-terms-url="/try-search-term/"
|
||
data-saved-search-root-url="https://www.ncbi.nlm.nih.gov/myncbi/searches/">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-name" class="action-panel-label saved-search-name-label required-field-asterisk">
|
||
Name of saved search:
|
||
</label>
|
||
<input maxlength="200"
|
||
type="text"
|
||
name="saved-search-name"
|
||
id="saved-search-name"
|
||
class="saved-search-name"
|
||
value=""
|
||
required
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/">
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-term" class="action-panel-label required-field-asterisk">
|
||
Search terms:
|
||
</label>
|
||
<textarea name="saved-search-term" id="saved-search-term" class="saved-search-term" required></textarea>
|
||
</div>
|
||
<div class="test-search-term-wrap">
|
||
<a href="#" class="try-search-term">Test search terms</a>
|
||
</div>
|
||
<div class="choice-group action-panel-extra-margin-top">
|
||
<span class="action-panel-label" id="fieldset-label">
|
||
Would you like email updates of new search results?
|
||
</span>
|
||
<fieldset id="saved-search-alert" aria-describedby="fieldset-label">
|
||
<legend class="usa-sr-only">Saved Search Alert Radio Buttons</legend>
|
||
<ul class="radio-group-items">
|
||
<li>
|
||
<input type="radio" id="saved-search-alert-yes" class="saved-search-alert-yes" name="saved-search-alert" value="yes" checked>
|
||
<label for="saved-search-alert-yes" class="action-panel-label">Yes</label>
|
||
</li>
|
||
<li>
|
||
<input aria-label="No radio input" type="radio" id="saved-search-alert-no" class="saved-search-alert-no" name="saved-search-alert" value="no">
|
||
<label for="saved-search-alert-no" class="action-panel-label">No</label>
|
||
</li>
|
||
</ul>
|
||
</fieldset>
|
||
</div>
|
||
|
||
<div class="alert-schedule-wrap">
|
||
<div class="action-panel-control-wrap">
|
||
<label class="action-panel-label">
|
||
Email:
|
||
</label>
|
||
<span aria-label="Email address" id="saved-search-email" class="action-panel-label"><span class="action-panel-label-bold"></span> (<a class="myncbi-account-settings" href="https://www.ncbi.nlm.nih.gov/account/settings/">change</a>)</span>
|
||
</div>
|
||
<div class="action-panel-control-wrap action-panel-extra-margin-top">
|
||
<label for="saved-search-frequency" class="action-panel-label">
|
||
Frequency:
|
||
</label>
|
||
<select id="saved-search-frequency" class="no-border-panel-selector saved-search-frequency">
|
||
<option value="monthly">Monthly</option>
|
||
<option value="weekly">Weekly</option>
|
||
<option value="daily">Daily</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap saved-search-monthly-additional">
|
||
<label for="saved-search-monthly-on-day" class="action-panel-label">
|
||
Which day?
|
||
</label>
|
||
<select id="saved-search-monthly-on-day" class="no-border-panel-selector">
|
||
<option value="Sunday">The first Sunday</option>
|
||
<option value="Monday">The first Monday</option>
|
||
<option value="Tuesday">The first Tuesday</option>
|
||
<option value="Wednesday">The first Wednesday</option>
|
||
<option value="Thursday">The first Thursday</option>
|
||
<option value="Friday">The first Friday</option>
|
||
<option value="Saturday">The first Saturday</option>
|
||
<option value="day">The first day</option>
|
||
<option value="weekday">The first weekday</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap saved-search-weekly-additional">
|
||
<label for="saved-search-weekly-on-day" class="action-panel-label">
|
||
Which day?
|
||
</label>
|
||
<select id="saved-search-weekly-on-day" class="no-border-panel-selector saved-search-weekly-on-day">
|
||
<option value="Sunday">Sunday</option>
|
||
<option value="Monday">Monday</option>
|
||
<option value="Tuesday">Tuesday</option>
|
||
<option value="Wednesday">Wednesday</option>
|
||
<option value="Thursday">Thursday</option>
|
||
<option value="Friday">Friday</option>
|
||
<option value="Saturday">Saturday</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-report" class="action-panel-label">
|
||
Report format:
|
||
</label>
|
||
<select id="saved-search-report" class="no-border-panel-selector saved-search-report">
|
||
<option value="DocSum">Summary</option>
|
||
<option value="DocSumText">Summary (text)</option>
|
||
<option value="Abstract">Abstract</option>
|
||
<option value="AbstractText">Abstract (text)</option>
|
||
<option value="MEDLINE">PubMed</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-amount" class="action-panel-label">
|
||
Send at most:
|
||
</label>
|
||
<select id="saved-search-amount" class="no-border-panel-selector saved-search-amount">
|
||
<option value="1">1 item</option>
|
||
<option value="5" selected>5 items</option>
|
||
<option value="10">10 items</option>
|
||
<option value="20">20 items</option>
|
||
<option value="50">50 items</option>
|
||
<option value="100">100 items</option>
|
||
<option value="200">200 items</option>
|
||
</select>
|
||
</div>
|
||
<div>
|
||
<input type="checkbox" id="saved-search-send-if-no-result" class="saved-search-send-if-no-result" name="saved-search-send-if-no-result">
|
||
<label for="saved-search-send-if-no-result" class="action-panel-label smaller-checkbox">
|
||
Send even when there aren't any new results
|
||
</label>
|
||
</div>
|
||
<div class="action-panel-control-wrap option-text-in-email-wrap">
|
||
<label for="saved-search-email-text" class="action-panel-label">
|
||
Optional text in email:
|
||
</label>
|
||
<textarea name="saved-search-email-text"
|
||
id="saved-search-email-text"
|
||
class="saved-search-email-text"></textarea>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Saving..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="save">
|
||
Save
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Your saved search' panel"
|
||
ref="linksrc=close_saved_search_panel"
|
||
aria-controls="saved-search-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="citation-manager-action-panel" class="citation-manager-action-panel action-panel" aria-hidden="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Create a file for external citation management software
|
||
</h2>
|
||
<form id="citation-manager-action-panel-form"
|
||
class="action-panel-content action-form"
|
||
action="/results-export-ids/"
|
||
data-by-search-action="/results-export-search-data/"
|
||
data-by-ids-action="/results-export-ids/"
|
||
method="post"
|
||
data-by-search-method="post"
|
||
data-by-ids-method="post">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
|
||
|
||
<input name="results-format" type="hidden" value="pubmed"/>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Sending..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="citation_manager"
|
||
data-ga-label="save">
|
||
Create file
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Send citations to citation manager' panel"
|
||
ref="linksrc=close_citation_manager_panel"
|
||
aria-controls="citation-manager-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="citation_manager"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div id="rss-action-panel" class="rss-action-panel action-panel " aria-hidden="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Your RSS Feed
|
||
</h2>
|
||
|
||
<form id="rss-action-panel-form"
|
||
class="rss-action-panel-form action-panel-content action-form"
|
||
data-create-rss-feed-url="/create-rss-feed-url/"
|
||
data-search-form-term-value="">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015">
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="rss-name" class="action-panel-label required-field-asterisk">
|
||
Name of RSS Feed:
|
||
</label>
|
||
<input maxlength="200"
|
||
placeholder="Name"
|
||
type="text"
|
||
name="rss-name"
|
||
id="rss-name"
|
||
class="rss-name"
|
||
value=''
|
||
required
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/">
|
||
</div>
|
||
|
||
<div class="rss-limit-wrap">
|
||
<div class="action-panel-control-wrap action-panel-extra-margin-top">
|
||
<label for="rss-limit" class="action-panel-label">
|
||
Number of items displayed:
|
||
</label>
|
||
<select id="rss-limit" class="no-border-panel-selector rss-limit">
|
||
<option value="5">5</option>
|
||
<option value="10">10</option>
|
||
<option value="15" selected="selected">15</option>
|
||
<option value="20">20</option>
|
||
<option value="50">50</option>
|
||
<option value="100">100</option>
|
||
</select>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Creating..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="save">
|
||
Create RSS
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Your RSS' panel"
|
||
ref="linksrc=close_rss_panel"
|
||
aria-controls="rss-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap rss-link-copy-wrap">
|
||
<label for="rss-link" class="usa-sr-only">RSS Link</label>
|
||
<input placeholder="Your RSS Feed Link" type="text" name="rss-link" id="rss-link" class="rss-link" title="RSS Link">
|
||
<button
|
||
type="button"
|
||
disabled
|
||
class="rss-link-copy-button disabled"
|
||
data-ga-category="save_share"
|
||
data-ga-action="rss"
|
||
data-ga-label="copy">
|
||
Copy
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="article-page" id="article-page" data-article-pmid="31383477">
|
||
<aside class="page-sidebar">
|
||
<div class="inner-wrap">
|
||
|
||
<div class="full-text-links">
|
||
<div class="full-view">
|
||
<h3 class="title">
|
||
Full text links
|
||
</h3>
|
||
<div class="full-text-links-list">
|
||
<a class="link-item
|
||
|
||
dialog-focus"
|
||
href="https://linkinghub.elsevier.com/retrieve/pii/S0933-3657(17)30621-8"
|
||
target="_blank"
|
||
rel="noopener"
|
||
|
||
ref="linksrc=fulltextorjournal_fulltext&is_pmc=False&PrId=3048&itool=Abstract-def&log$=linkouticon&uid=31383477&db=pubmed&nlmid=8915031"
|
||
title="See full text options at Elsevier Science"
|
||
|
||
data-ga-category="full_text"
|
||
data-ga-action="Elsevier Science"
|
||
data-ga-label="31383477"
|
||
><img src="https://cdn.ncbi.nlm.nih.gov/corehtml/query/egifs/https:--linkinghub.elsevier.com-ihub-images-elsevieroa.png" alt="Elsevier Science full text link"><span class="text">
|
||
|
||
Elsevier Science
|
||
|
||
</span></a>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="short-view">
|
||
<a href="#" class="full-text-links-button full-text-links-dialog-trigger">
|
||
Full text links
|
||
</a>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div class="actions-buttons sidebar"><h3 class="title">Actions</h3><div class="inner-wrap"><button class="citation-button citation-dialog-trigger"
|
||
aria-label="Open dialog with citation text in different styles"
|
||
data-ga-category="save_share"
|
||
data-ga-action="cite"
|
||
data-ga-label="open"
|
||
data-all-citations-url="/31383477/citations/"
|
||
data-citation-style="nlm"
|
||
data-pubmed-format-link="/31383477/export/"><span class="button-label">Cite</span></button><link type="text/css" href="ncbi-overlay-block/src/overlay-block.css"><div class="collections-button-container" data-article-id="31383477" data-article-db="pubmed"><button class="collections-button collections-dialog-trigger"
|
||
aria-label="Save article in MyNCBI collections."
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="collections_button"
|
||
data-collections-open-dialog-enabled="false"
|
||
data-collections-open-dialog-url="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F31383477%2F%23open-collections-dialog"
|
||
data-in-collections="false"><span class="button-label">Collections</span></button><div class="overlay" role="dialog"><div id="collections-action-dialog"
|
||
class="dialog collections-dialog"
|
||
aria-hidden="true"><div class="title">Add to Collections</div><div class="collections-action-panel action-panel"><form id="collections-action-dialog-form"
|
||
class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors"
|
||
data-existing-collections-url="/list-existing-collections/"
|
||
data-add-to-existing-collection-url="/add-to-existing-collection/"
|
||
data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/"
|
||
data-myncbi-max-collection-name-length="100"
|
||
data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/"><input type="hidden" name="csrfmiddlewaretoken" value="Jwq8kZGH14EfBBzjR6G9Ze5v0noM6ptL0jadXP93BFrJv2F9upjbtmB9yr6YZ015"><div class="choice-group" role="radiogroup"><ul class="radio-group-items"><li><input type="radio"
|
||
id="collections-action-dialog-new"
|
||
class="collections-new"
|
||
name="collections"
|
||
value="new"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="collections_radio_new"><label for="collections-action-dialog-new">Create a new collection</label></li><li><input type="radio"
|
||
id="collections-action-dialog-existing"
|
||
class="collections-existing"
|
||
name="collections"
|
||
value="existing"
|
||
checked="true"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="collections_radio_existing"><label for="collections-action-dialog-existing">Add to an existing collection</label></li></ul></div><div class="controls-wrapper"><div class="action-panel-control-wrap new-collections-controls"><label for="collections-action-dialog-add-to-new" class="action-panel-label required-field-asterisk">
|
||
Name your collection:
|
||
</label><input
|
||
type="text"
|
||
name="add-to-new-collection"
|
||
id="collections-action-dialog-add-to-new"
|
||
class="collections-action-add-to-new"
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"
|
||
maxlength="100"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="create_collection"
|
||
data-ga-label="non_favorties_collection"><div class="collections-new-name-too-long usa-input-error-message selection-validation-message">
|
||
Name must be less than 100 characters
|
||
</div></div><div class="action-panel-control-wrap existing-collections-controls"><label for="collections-action-dialog-add-to-existing" class="action-panel-label">
|
||
Choose a collection:
|
||
</label><select id="collections-action-dialog-add-to-existing"
|
||
class="action-panel-selector collections-action-add-to-existing"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="select_collection"
|
||
data-ga-label="($('.collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'"></select><div class="collections-retry-load-on-error usa-input-error-message selection-validation-message">
|
||
Unable to load your collection due to an error<br><a href="#">Please try again</a></div></div></div><div class="action-panel-actions"><button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Adding..."
|
||
data-pinger-ignore
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="add">
|
||
Add
|
||
</button><button class="action-panel-cancel"
|
||
aria-label="Close 'Add to Collections' panel"
|
||
ref="linksrc=close_collections_panel"
|
||
aria-controls="collections-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button></div></form></div></div></div></div><button class="more-actions-button more-actions-dialog-trigger"
|
||
title="Open dialog with more actions to take"
|
||
ref="linksrc=more_actions_btn"></button><div class="display-options" data-format-key="format"
|
||
data-default-format-value="abstract"
|
||
data-current-format-value="abstract" role="region"><button
|
||
class="trigger usa-button"
|
||
title="Change format"
|
||
data-ga-category="display_options"
|
||
data-ga-action="display_options_dialog"><span class="button-label">Display options</span></button><div class="dropdown" hidden><div class="title">
|
||
Display options
|
||
</div><div class="content"><div class="format-container"><span class="option-label">
|
||
Format
|
||
</span><select name="format" data-initial-value="abstract" aria-label="Display format" id="sidebar-actions-display-format"><option value="abstract">Abstract</option><option value="pubmed">PubMed</option><option value="pmid">PMID</option></select></div></div></div></div></div></div>
|
||
|
||
<div class="social-sharing">
|
||
<h3 class="title">
|
||
Share
|
||
</h3>
|
||
<ul class="social-sharing-links usa-unstyled-list">
|
||
|
||
|
||
<li>
|
||
<a href="http://twitter.com/intent/tweet?text=Data-driven%20modeling%20and%20prediction%20of%20blood%20glucose%20dynamics%3A%20Machine%20learning%20applications%20in%20type%201%20diabetes%20https%3A//pubmed.ncbi.nlm.nih.gov/31383477/"
|
||
class="share-link share-link-twitter"
|
||
rel="noreferrer noopener"
|
||
target="Pubmed-Social-Media-Share-Popup"
|
||
title="Share article on Twitter"
|
||
data-ga-category="save_share"
|
||
data-ga-action="social"
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</a></li></ul></div></div></div><span class="period">. </span><span class="cit">2019 Jul:98:109-134.</span>
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Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes
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Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes
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<span class="authors-list-item "><span class="full-name">Ashenafi Zebene Woldaregay</span><span class="citation-separator"> et al.</span></span>
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Background:
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Diabetes mellitus (DM) is a metabolic disorder that causes abnormal blood glucose (BG) regulation that might result in short and long-term health complications and even death if not properly managed. Currently, there is no cure for diabetes. However, self-management of the disease, especially keeping BG in the recommended range, is central to the treatment. This includes actively tracking BG levels and managing physical activity, diet, and insulin intake. The recent advancements in diabetes technologies and self-management applications have made it easier for patients to have more access to relevant data. In this regard, the development of an artificial pancreas (a closed-loop system), personalized decision systems, and BG event alarms are becoming more apparent than ever. Techniques such as predicting BG (modeling of a personalized profile), and modeling BG dynamics are central to the development of these diabetes management technologies. The increased availability of sufficient patient historical data has paved the way for the introduction of machine learning and its application for intelligent and improved systems for diabetes management. The capability of machine learning to solve complex tasks with dynamic environment and knowledge has contributed to its success in diabetes research.
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Motivation:
|
||
</strong>
|
||
|
||
Recently, machine learning and data mining have become popular, with their expanding application in diabetes research and within BG prediction services in particular. Despite the increasing and expanding popularity of machine learning applications in BG prediction services, updated reviews that map and materialize the current trends in modeling options and strategies are lacking within the context of BG prediction (modeling of personalized profile) in type 1 diabetes.
|
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Objective:
|
||
</strong>
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||
|
||
The objective of this review is to develop a compact guide regarding modeling options and strategies of machine learning and a hybrid system focusing on the prediction of BG dynamics in type 1 diabetes. The review covers machine learning approaches pertinent to the controller of an artificial pancreas (closed-loop systems), modeling of personalized profiles, personalized decision support systems, and BG alarm event applications. Generally, the review will identify, assess, analyze, and discuss the current trends of machine learning applications within these contexts.
|
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||
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<strong class="sub-title">
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Method:
|
||
</strong>
|
||
|
||
A rigorous literature review was conducted between August 2017 and February 2018 through various online databases, including Google Scholar, PubMed, ScienceDirect, and others. Additionally, peer-reviewed journals and articles were considered. Relevant studies were first identified by reviewing the title, keywords, and abstracts as preliminary filters with our selection criteria, and then we reviewed the full texts of the articles that were found relevant. Information from the selected literature was extracted based on predefined categories, which were based on previous research and further elaborated through brainstorming among the authors.
|
||
</p>
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<strong class="sub-title">
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Results:
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</strong>
|
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|
||
The initial search was done by analyzing the title, abstract, and keywords. A total of 624 papers were retrieved from DBLP Computer Science (25), Diabetes Technology and Therapeutics (31), Google Scholar (193), IEEE (267), Journal of Diabetes Science and Technology (31), PubMed/Medline (27), and ScienceDirect (50). After removing duplicates from the list, 417 records remained. Then, we independently assessed and screened the articles based on the inclusion and exclusion criteria, which eliminated another 204 papers, leaving 213 relevant papers. After a full-text assessment, 55 articles were left, which were critically analyzed. The inter-rater agreement was measured using a Cohen Kappa test, and disagreements were resolved through discussion.
|
||
</p>
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<p>
|
||
|
||
<strong class="sub-title">
|
||
Conclusion:
|
||
</strong>
|
||
|
||
Due to the complexity of BG dynamics, it remains difficult to achieve a universal model that produces an accurate prediction in every circumstance (i.e., hypo/eu/hyperglycemia events). Recently, machine learning techniques have received wider attention and increased popularity in diabetes research in general and BG prediction in particular, coupled with the ever-growing availability of a self-collected health data. The state-of-the-art demonstrates that various machine learning techniques have been tested to predict BG, such as recurrent neural networks, feed-forward neural networks, support vector machines, self-organizing maps, the Gaussian process, genetic algorithm and programs, deep neural networks, and others, using various group of input parameters and training algorithms. The main limitation of the current approaches is the lack of a well-defined approach to estimate carbohydrate intake, which is mainly done manually by individual users and is prone to an error that can severely affect the predictive performance. Moreover, a universal approach has not been established to estimate and quantify the approximate effect of physical activities, stress, and infections on the BG level. No researchers have assessed model predictive performance during stress and infection incidences in a free-living condition, which should be considered in future studies. Furthermore, a little has been done regarding model portability that can capture inter- and intra-variability among patients. It seems that the effect of time lags between the CGM readings and the actual BG levels is not well covered. However, in general, we foresee that these developments might foster the advancement of next-generation BG prediction algorithms, which will make a great contribution in the effort to develop the long-awaited, so-called artificial pancreas (a closed-loop system).
|
||
</p>
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</div>
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<p>
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||
|
||
<strong class="sub-title">
|
||
Keywords:
|
||
</strong>
|
||
|
||
Blood glucose dynamics; Blood glucose level prediction; Machine learning; Type 1 diabetes.
|
||
</p>
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||
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||
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||
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||
|
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|
||
</div>
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||
<p class="copyright" id="copyright">
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Copyright © 2019 Elsevier B.V. All rights reserved.
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|
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|
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|
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|
||
</div>
|
||
|
||
</div>
|
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|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
</ul>
|
||
|
||
|
||
<div class="actions-bar">
|
||
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||
|
||
<a
|
||
class="show-all-linked-articles"
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data-href="/?linkname=pubmed_pubmed_citedin&from_uid=31383477"
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data-ga-category="cited_by"
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data-ga-action="show_all"
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See all "Cited by" articles
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||
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||
|
||
</div>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div id="publication-types" class="publication-types keywords-section">
|
||
<h2 class="title">
|
||
Publication types
|
||
</h2>
|
||
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<ul class="keywords-list"><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
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aria-label="Toggle dropdown menu for keyword Review"
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aria-expanded="false"
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data-pinger-ignore>
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Review
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</button><div id="keyword-actions-publication-types-0"
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class="keyword-actions-dropdown dropdown dropdown-container"
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hidden
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aria-label="Dropdown menu for keyword Review"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Review%22%5Bpt%5D&sort=date&sort_order=desc"
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data-href="/?term=%22Review%22%5Bpt%5D&sort=date&sort_order=desc"
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ref="linksrc=search_in_pubmed_keyword_link&keyword="Review"[pt]"
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Review"
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data-ga-category="search_mesh"
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data-ga-action="pub_type_link"
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Search in MeSH
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data-search-term=""Review"[pt]"
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data-ga-label=""Review"[pt]"
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Add to Search
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</a></li></ul></div></div></div></li></ul>
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</div>
|
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|
||
|
||
|
||
|
||
<div id="mesh-terms" class="mesh-terms keywords-section">
|
||
<h2 class="title">
|
||
MeSH terms
|
||
</h2>
|
||
|
||
<ul class="keywords-list"><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link major"
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aria-label="Toggle dropdown menu for keyword Blood Glucose / metabolism*"
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tabindex="0"
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aria-controls="keyword-actions-mesh-terms-major-0"
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aria-expanded="false"
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data-pinger-ignore>
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Blood Glucose / metabolism*
|
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</button><div id="keyword-actions-mesh-terms-major-0"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
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hidden
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aria-label="Dropdown menu for keyword Blood Glucose / metabolism*"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Blood+Glucose%2Fmetabolism%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Blood+Glucose%2Fmetabolism%22%5BMAJR%5D&sort=date&sort_order=desc"
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Blood Glucose/metabolism"[MAJR]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Blood Glucose / metabolism*">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Blood+Glucose"
|
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Blood Glucose/metabolism"[MAJR]"
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Add to Search
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
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aria-label="Toggle dropdown menu for keyword Blood Glucose Self-Monitoring"
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tabindex="0"
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aria-controls="keyword-actions-mesh-terms-1"
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Blood Glucose Self-Monitoring
|
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</button><div id="keyword-actions-mesh-terms-1"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
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hidden
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aria-label="Dropdown menu for keyword Blood Glucose Self-Monitoring"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Blood+Glucose+Self-Monitoring%22%5BMeSH%5D&sort=date&sort_order=desc"
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data-href="/?term=%22Blood+Glucose+Self-Monitoring%22%5BMeSH%5D&sort=date&sort_order=desc"
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Blood Glucose Self-Monitoring"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Blood Glucose Self-Monitoring">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Blood+Glucose+Self-Monitoring"
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data-ga-action="mesh_term_link"
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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role="button"
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data-search-term=""Blood Glucose Self-Monitoring"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Blood Glucose Self-Monitoring"[MeSH]"
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href="#">
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Add to Search
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Data Mining"
|
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tabindex="0"
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aria-controls="keyword-actions-mesh-terms-2"
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Data Mining
|
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</button><div id="keyword-actions-mesh-terms-2"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Data Mining"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Data+Mining%22%5BMeSH%5D&sort=date&sort_order=desc"
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data-href="/?term=%22Data+Mining%22%5BMeSH%5D&sort=date&sort_order=desc"
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Data Mining"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
|
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Data+Mining"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
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aria-label="Toggle dropdown menu for keyword Diabetes Mellitus, Type 1 / drug therapy"
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Diabetes Mellitus, Type 1 / drug therapy
|
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</button><div id="keyword-actions-mesh-terms-3"
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hidden
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aria-label="Dropdown menu for keyword Diabetes Mellitus, Type 1 / drug therapy"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
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href="/?term=%22Diabetes+Mellitus%2C+Type+1%2Fdrug+therapy%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Diabetes+Mellitus%2C+Type+1%2Fdrug+therapy%22%5BMeSH%5D&sort=date&sort_order=desc"
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Diabetes Mellitus, Type 1/drug therapy"[MeSH]"
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data-ga-category="search"
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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data-search-term=""Diabetes Mellitus, Type 1/drug therapy"[MeSH]"
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data-ga-category="search"
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Add to Search
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link major"
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aria-label="Toggle dropdown menu for keyword Diabetes Mellitus, Type 1 / metabolism*"
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tabindex="0"
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aria-expanded="false"
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data-pinger-ignore>
|
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Diabetes Mellitus, Type 1 / metabolism*
|
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</button><div id="keyword-actions-mesh-terms-major-4"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
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hidden
|
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aria-label="Dropdown menu for keyword Diabetes Mellitus, Type 1 / metabolism*"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Diabetes+Mellitus%2C+Type+1%2Fmetabolism%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Diabetes+Mellitus%2C+Type+1%2Fmetabolism%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Diabetes Mellitus, Type 1/metabolism"[MAJR]"
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Diabetes+Mellitus%2C+Type+1"
|
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data-ga-label="Diabetes Mellitus, Type 1 / metabolism*">
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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ref="linksrc=add_to_search_link"
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role="button"
|
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data-search-term=""Diabetes Mellitus, Type 1/metabolism"[MAJR]"
|
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Diabetes Mellitus, Type 1/metabolism"[MAJR]"
|
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Diet"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-5"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Diet
|
||
</button><div id="keyword-actions-mesh-terms-5"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Diet"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Diet%22%5BMeSH%5D&sort=date&sort_order=desc"
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data-href="/?term=%22Diet%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Diet"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Diet">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Diet"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Diet">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
|
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data-search-term=""Diet"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Diet"[MeSH]"
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Exercise"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-6"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Exercise
|
||
</button><div id="keyword-actions-mesh-terms-6"
|
||
class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Exercise"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Exercise%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Exercise%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Exercise"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Exercise">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Exercise"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Exercise">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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ref="linksrc=add_to_search_link"
|
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role="button"
|
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data-search-term=""Exercise"[MeSH]"
|
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data-ga-category="search"
|
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data-ga-action="add_to_search"
|
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data-ga-label=""Exercise"[MeSH]"
|
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
||
aria-label="Toggle dropdown menu for keyword Feeding Behavior"
|
||
tabindex="0"
|
||
aria-controls="keyword-actions-mesh-terms-7"
|
||
aria-expanded="false"
|
||
data-pinger-ignore>
|
||
Feeding Behavior
|
||
</button><div id="keyword-actions-mesh-terms-7"
|
||
class="keyword-actions-dropdown dropdown dropdown-container"
|
||
hidden
|
||
aria-label="Dropdown menu for keyword Feeding Behavior"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Feeding+Behavior%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Feeding+Behavior%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Feeding Behavior"[MeSH]"
|
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data-ga-category="search"
|
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data-ga-action="mesh_term"
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data-ga-label="Feeding Behavior">
|
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Search in PubMed
|
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
|
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Feeding+Behavior"
|
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data-ga-category="search_mesh"
|
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data-ga-action="mesh_term_link"
|
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data-ga-label="Feeding Behavior">
|
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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ref="linksrc=add_to_search_link"
|
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role="button"
|
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data-search-term=""Feeding Behavior"[MeSH]"
|
||
data-ga-category="search"
|
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data-ga-action="add_to_search"
|
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data-ga-label=""Feeding Behavior"[MeSH]"
|
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href="#">
|
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Humans"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-8"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Humans
|
||
</button><div id="keyword-actions-mesh-terms-8"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Humans"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Humans%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Humans%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Humans"[MeSH]"
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data-ga-label="Humans">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Humans"
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data-ga-category="search_mesh"
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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ref="linksrc=add_to_search_link"
|
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role="button"
|
||
data-search-term=""Humans"[MeSH]"
|
||
data-ga-category="search"
|
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data-ga-action="add_to_search"
|
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data-ga-label=""Humans"[MeSH]"
|
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href="#">
|
||
Add to Search
|
||
</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
||
aria-label="Toggle dropdown menu for keyword Hypoglycemic Agents / therapeutic use"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-9"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Hypoglycemic Agents / therapeutic use
|
||
</button><div id="keyword-actions-mesh-terms-9"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Hypoglycemic Agents / therapeutic use"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
||
href="/?term=%22Hypoglycemic+Agents%2Ftherapeutic+use%22%5BMeSH%5D&sort=date&sort_order=desc"
|
||
data-href="/?term=%22Hypoglycemic+Agents%2Ftherapeutic+use%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Hypoglycemic Agents/therapeutic use"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Hypoglycemic Agents / therapeutic use">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Hypoglycemic+Agents"
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
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data-search-term=""Hypoglycemic Agents/therapeutic use"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Hypoglycemic Agents/therapeutic use"[MeSH]"
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Insulin / therapeutic use"
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tabindex="0"
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aria-controls="keyword-actions-mesh-terms-10"
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Insulin / therapeutic use
|
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</button><div id="keyword-actions-mesh-terms-10"
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class="keyword-actions-dropdown dropdown dropdown-container"
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hidden
|
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aria-label="Dropdown menu for keyword Insulin / therapeutic use"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
||
href="/?term=%22Insulin%2Ftherapeutic+use%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Insulin%2Ftherapeutic+use%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Insulin/therapeutic use"[MeSH]"
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data-ga-action="mesh_term"
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data-ga-label="Insulin / therapeutic use">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Insulin"
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data-ga-action="mesh_term_link"
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data-ga-label="Insulin / therapeutic use">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
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data-search-term=""Insulin/therapeutic use"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Insulin/therapeutic use"[MeSH]"
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link major"
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aria-label="Toggle dropdown menu for keyword Machine Learning*"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-major-11"
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Machine Learning*
|
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</button><div id="keyword-actions-mesh-terms-major-11"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Machine Learning*"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Machine+Learning%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Machine+Learning%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Machine Learning"[MAJR]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Machine Learning*">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Machine+Learning"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Machine Learning*">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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data-search-term=""Machine Learning"[MAJR]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Machine Learning"[MAJR]"
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
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aria-label="Toggle dropdown menu for keyword Mobile Applications"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-12"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Mobile Applications
|
||
</button><div id="keyword-actions-mesh-terms-12"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
||
aria-label="Dropdown menu for keyword Mobile Applications"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Mobile+Applications%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Mobile+Applications%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Mobile Applications"[MeSH]"
|
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Mobile Applications">
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Search in PubMed
|
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
|
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Mobile+Applications"
|
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data-ga-category="search_mesh"
|
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data-ga-action="mesh_term_link"
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data-ga-label="Mobile Applications">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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ref="linksrc=add_to_search_link"
|
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role="button"
|
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data-search-term=""Mobile Applications"[MeSH]"
|
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data-ga-category="search"
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data-ga-action="add_to_search"
|
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data-ga-label=""Mobile Applications"[MeSH]"
|
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href="#">
|
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
||
aria-label="Toggle dropdown menu for keyword Models, Biological"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-13"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Models, Biological
|
||
</button><div id="keyword-actions-mesh-terms-13"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Models, Biological"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Models%2C+Biological%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Models%2C+Biological%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Models, Biological"[MeSH]"
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data-ga-category="search"
|
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data-ga-action="mesh_term"
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data-ga-label="Models, Biological">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
|
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Models%2C+Biological"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Models, Biological">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
|
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data-search-term=""Models, Biological"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Models, Biological"[MeSH]"
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link major"
|
||
aria-label="Toggle dropdown menu for keyword Patient-Specific Modeling*"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-major-14"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Patient-Specific Modeling*
|
||
</button><div id="keyword-actions-mesh-terms-major-14"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Patient-Specific Modeling*"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Patient-Specific+Modeling%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Patient-Specific+Modeling%22%5BMAJR%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Patient-Specific Modeling"[MAJR]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Patient-Specific Modeling*">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Patient-Specific+Modeling"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Patient-Specific Modeling*">
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
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data-search-term=""Patient-Specific Modeling"[MAJR]"
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data-ga-category="search"
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data-ga-action="add_to_search"
|
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data-ga-label=""Patient-Specific Modeling"[MAJR]"
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Stress, Psychological"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-15"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
||
Stress, Psychological
|
||
</button><div id="keyword-actions-mesh-terms-15"
|
||
class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Stress, Psychological"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
||
href="/?term=%22Stress%2C+Psychological%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Stress%2C+Psychological%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Stress, Psychological"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Stress, Psychological">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Stress%2C+Psychological"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Stress, Psychological">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
|
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data-search-term=""Stress, Psychological"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Stress, Psychological"[MeSH]"
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href="#">
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Wearable Electronic Devices"
|
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tabindex="0"
|
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aria-controls="keyword-actions-mesh-terms-16"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Wearable Electronic Devices
|
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</button><div id="keyword-actions-mesh-terms-16"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Wearable Electronic Devices"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Wearable+Electronic+Devices%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Wearable+Electronic+Devices%22%5BMeSH%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&mesh="Wearable Electronic Devices"[MeSH]"
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data-ga-category="search"
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data-ga-action="mesh_term"
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data-ga-label="Wearable Electronic Devices">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
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ref="linksrc=search_in_mesh_link"
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href="https://www.ncbi.nlm.nih.gov/mesh?term=Wearable+Electronic+Devices"
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data-ga-category="search_mesh"
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data-ga-action="mesh_term_link"
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data-ga-label="Wearable Electronic Devices">
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Search in MeSH
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
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data-search-term=""Wearable Electronic Devices"[MeSH]"
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Wearable Electronic Devices"[MeSH]"
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href="#">
|
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Add to Search
|
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</a></li></ul></div></div></div></li></ul>
|
||
</div>
|
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|
||
|
||
|
||
|
||
|
||
<div id="substances" class="substances keywords-section">
|
||
<h2 class="title">
|
||
Substances
|
||
</h2>
|
||
|
||
<ul class="keywords-list"><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
||
aria-label="Toggle dropdown menu for keyword Blood Glucose"
|
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tabindex="0"
|
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aria-controls="keyword-actions-substances-0"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
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Blood Glucose
|
||
</button><div id="keyword-actions-substances-0"
|
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class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Blood Glucose"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Blood+Glucose%22%5Bnm%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Blood+Glucose%22%5Bnm%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&keyword="Blood Glucose"[nm]"
|
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data-ga-category="search"
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data-ga-action="substance"
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data-ga-label="Blood Glucose">
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Search in PubMed
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</a></li><li><a class="search-in-mesh-link dropdown-block-link"
|
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=%22Blood+Glucose%22"
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data-ga-category="search_mesh"
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data-ga-action="substance_link"
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data-ga-label="Blood Glucose">
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Search in MeSH
|
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</a></li><li><a class="add-to-search-link dropdown-block-link"
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ref="linksrc=add_to_search_link"
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role="button"
|
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data-search-term=""Blood Glucose"[nm]"
|
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data-ga-category="search"
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data-ga-action="add_to_search"
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data-ga-label=""Blood Glucose"[nm]"
|
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href="#">
|
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Add to Search
|
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</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Hypoglycemic Agents"
|
||
tabindex="0"
|
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aria-controls="keyword-actions-substances-1"
|
||
aria-expanded="false"
|
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data-pinger-ignore>
|
||
Hypoglycemic Agents
|
||
</button><div id="keyword-actions-substances-1"
|
||
class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
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aria-label="Dropdown menu for keyword Hypoglycemic Agents"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Hypoglycemic+Agents%22%5Bnm%5D&sort=date&sort_order=desc"
|
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data-href="/?term=%22Hypoglycemic+Agents%22%5Bnm%5D&sort=date&sort_order=desc"
|
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ref="linksrc=search_in_pubmed_keyword_link&keyword="Hypoglycemic Agents"[nm]"
|
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data-ga-category="search"
|
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data-ga-action="substance"
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data-ga-label="Hypoglycemic Agents">
|
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Search in PubMed
|
||
</a></li><li><a class="search-in-mesh-link dropdown-block-link"
|
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ref="linksrc=search_in_mesh_link"
|
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href="https://www.ncbi.nlm.nih.gov/mesh?term=%22Hypoglycemic+Agents%22"
|
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data-ga-category="search_mesh"
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data-ga-action="substance_link"
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data-ga-label="Hypoglycemic Agents">
|
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Search in MeSH
|
||
</a></li><li><a class="add-to-search-link dropdown-block-link"
|
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ref="linksrc=add_to_search_link"
|
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role="button"
|
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data-search-term=""Hypoglycemic Agents"[nm]"
|
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data-ga-category="search"
|
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data-ga-action="add_to_search"
|
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data-ga-label=""Hypoglycemic Agents"[nm]"
|
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href="#">
|
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Add to Search
|
||
</a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link"
|
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aria-label="Toggle dropdown menu for keyword Insulin"
|
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tabindex="0"
|
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aria-controls="keyword-actions-substances-2"
|
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aria-expanded="false"
|
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data-pinger-ignore>
|
||
Insulin
|
||
</button><div id="keyword-actions-substances-2"
|
||
class="keyword-actions-dropdown dropdown dropdown-container"
|
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hidden
|
||
aria-label="Dropdown menu for keyword Insulin"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link"
|
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href="/?term=%22Insulin%22%5Bnm%5D&sort=date&sort_order=desc"
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