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Med.</a> <a href="/?q=in%3A519865" title="Articles in this Issue">40, No. 8, 1930-1946 (2021)</a>. </div> <div class="abstract"></div> <div class="clear"></div> <br> <div class="citations"><div class="clear"><a href="/?q=rf%3A7934362">Cited in <strong>1</strong> Document</a></div></div> <div class="classification"> <h3>MSC:</h3> <table><tr> <td> <a class="mono" href="/classification/?q=cc%3A62P10" title="MSC2020">62P10</a> </td> <td class="space"> Applications of statistics to biology and medical sciences; meta analysis </td> </tr></table> </div><div class="keywords"> <h3>Keywords:</h3><a href="/?q=ut%3Aelectronic+health+records">electronic health records</a>; <a href="/?q=ut%3Ageneralized+linear+models">generalized linear models</a>; <a href="/?q=ut%3Akernel+smoothing">kernel smoothing</a>; <a href="/?q=ut%3Alatent+process">latent process</a>; <a href="/?q=ut%3Atype+2+diabetes">type 2 diabetes</a></div> <!-- Modal used to show zbmath metadata in different output formats--> <div class="modal fade" id="metadataModal" tabindex="-1" role="dialog" aria-labelledby="myModalLabel"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> <h4 class="modal-title" id="myModalLabel">Cite</h4> </div> <div class="modal-body"> <div class="form-group"> <label for="select-output" class="control-label">Format</label> <select id="select-output" class="form-control" aria-label="Select Metadata format"></select> </div> <div class="form-group"> <label for="metadataText" class="control-label">Result</label> <textarea class="form-control" id="metadataText" rows="10" style="min-width: 100%;max-width: 100%"></textarea> </div> <div id="metadata-alert" class="alert alert-danger" role="alert" style="display: none;"> <!-- alert for connection errors etc --> </div> </div> <div class="modal-footer"> <button type="button" class="btn btn-primary" onclick="copyMetadata()">Copy to clipboard</button> <button type="button" class="btn btn-default" data-dismiss="modal">Close</button> </div> </div> </div> </div> <div class="functions clearfix"> <div class="function"> <!-- Button trigger metadata modal --> <a type="button" class="btn btn-default btn-xs pdf" data-toggle="modal" data-target="#metadataModal" data-itemtype="Zbl" data-itemname="Zbl 1546.62501" data-ciurl="/ci/07934362" data-biburl="/bibtex/07934362.bib" data-amsurl="/amsrefs/07934362.bib" data-xmlurl="/xml/07934362.xml" > Cite </a> <a class="btn btn-default btn-xs pdf" data-container="body" type="button" href="/pdf/07934362.pdf" title="Zbl 1546.62501 as PDF">Review PDF</a> </div> <div class="fulltexts"> <span class="fulltext">Full Text:</span> <a class="btn btn-default btn-xs" type="button" href="https://doi.org/10.1002/sim.8880" aria-label="DOI for “Learning latent heterogeneity for type 2 diabetes patients using longitudinal health markers in electronic health records”" title="10.1002/sim.8880">DOI</a> </div> <div class="sfx" style="float: right;"> </div> </div> <div class="references"> <h3>References:</h3> <table><tr> <td>[1]</td> <td class="space">Gunter, TD; Terry, NP, The emergence of national electronic health record architectures in the United States and Australia: models, costs, and questions, J Med Internet Res, 7, 1, 2005</td> </tr><tr> <td>[2]</td> <td class="space">Cebul, RD; Love, TE; Jain, AK; Hebert, CJ, Electronic health records and quality of diabetes care, N Engl J Med., 365, 9, 825-833, 2011</td> </tr><tr> <td>[3]</td> <td class="space">Herrin, J.; Graca, B.; Nicewander, D., The effectiveness of implementing an electronic health record on diabetes care and outcomes, Health Serv Res, 47, 4, 1522-1540, 2012</td> </tr><tr> <td>[4]</td> <td class="space">Verbeke, G.; Fieuws, S.; Molenberghs, G.; Davidian, M., The analysis of multivariate longitudinal data: a review, Stat Methods Med Res, 23, 1, 42-59, 2014</td> </tr><tr> <td>[5]</td> <td class="space">Davidian, M.; Giltinan, DM, Nonlinear models for repeated measurement data: an overview and update, J Agric Biol Envir Stat, 8, 4, 387-419, 2003</td> </tr><tr> <td>[6]</td> <td class="space">Verbeke, G.; Molenberghs, G., Linear Mixed Models for Longitudinal Data, 2000, New York, NY: Springer · <a href="/0956.62055" class="nowrap">Zbl 0956.62055</a></td> </tr><tr> <td>[7]</td> <td class="space">Molenberghs, G.; Verbeke, G., Models for Discrete Longitudinal Data, 2005, New York, NY: Springer · <a href="/1093.62002" class="nowrap">Zbl 1093.62002</a></td> </tr><tr> <td>[8]</td> <td class="space">Lambert, P.; Vandenhende, F., A copula‐based model for multivariate non‐normal longitudinal data: analysis of a dose titration safety study on a new antidepressant, Stat Med, 21, 21, 3197-3217, 2002</td> </tr><tr> <td>[9]</td> <td class="space">Gueorguieva, RV; Sanacora, G., Joint analysis of repeatedly observed continuous and ordinal measures of disease severity, Stat Med, 25, 8, 1307-1322, 2006</td> </tr><tr> <td>[10]</td> <td class="space">Huang, JZ; Wu, CO; Zhou, L., Varying‐coefficient models and basis function approximations for the analysis of repeated measurements, Biometrika, 89, 1, 111-128, 2002 · <a href="/0998.62024" class="nowrap">Zbl 0998.62024</a></td> </tr><tr> <td>[11]</td> <td class="space">Fan, J.; Zhang, W., Statistical methods with varying coefficient models, Stat Interface, 1, 1, 179-195, 2008 · <a href="/1230.62031" class="nowrap">Zbl 1230.62031</a></td> </tr><tr> <td>[12]</td> <td class="space">Henao, R.; Lu, JT; Lucas, JE; Ferranti, J.; Carin, L., Electronic health record analysis via deep Poisson factor models, J Mach Learn Res, 17, 1, 6422-6453, 2016 · <a href="/1392.62321" class="nowrap">Zbl 1392.62321</a></td> </tr><tr> <td>[13]</td> <td class="space">Ho, JC; Ghosh, J.; Steinhubl, SR, Limestone: high‐throughput candidate phenotype generation via tensor factorization, J Biomed Inform, 52, 199-211, 2014</td> </tr><tr> <td>[14]</td> <td class="space">Miscouridou, X.; Perotte, A.; Elhadad, N.; Ranganath, R., 2018</td> </tr><tr> <td>[15]</td> <td class="space">DeMaesschalck, R.; Jouan‐Rimbaud, D.; Massart, DL, The Mahalanobis distance, Chemom Intell Lab Syst, 50, 1-18, 2000</td> </tr><tr> <td>[16]</td> <td class="space">Andersen, PK; Gill, RD, Cox’s regression model for counting processes: a large sample study, Ann Stat, 10, 4, 1100-1120, 1982 · <a href="/0526.62026" class="nowrap">Zbl 0526.62026</a></td> </tr><tr> <td>[17]</td> <td class="space">Abramowitz, M., Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables, 1964, Washington, DC: US Government printing office · <a href="/0171.38503" class="nowrap">Zbl 0171.38503</a></td> </tr><tr> <td>[18]</td> <td class="space">Cao, H.; Zeng, D.; Fine, JP, Regression analysis of sparse asynchronous longitudinal data, J R Stat Soc Ser B Stat Methodol, 77, 4, 755-776, 2015 · <a href="/1414.62326" class="nowrap">Zbl 1414.62326</a></td> </tr><tr> <td>[19]</td> <td class="space">Stone, NJ; Robinson, JG; Lichtenstein, AH, 2013 ACC/AHA guideline on the treatment of blood cholesterol to reduce atherosclerotic cardiovascular risk in adults: a report of the American college of cardiology/American heart association task force on practice guidelines, J Am Coll Cardiol, 63, 25 Pt B, 2889-2934, 2014</td> </tr><tr> <td>[20]</td> <td class="space">Whelton, PK; Carey, RM; Aronow, WS, 2017 ACC/AHA/AAPA/ABC/ACPM/AGS/APhA/ASH/ASPC/NMA/PCNA guideline for the prevention, detection, evaluation, and management of high blood pressure in adults: a report of the American college of cardiology/American heart association task force on clinical practice guidelines, J Am Coll Cardiol, 71, 19, e127-e248, 2018</td> </tr><tr> <td>[21]</td> <td class="space">American Diabetes Association, 8 Pharmacologic approaches to glycemic treatment: standards of medical care in diabetes‐2018, Diabetes Care, 41, Suppl 1, S73-S85, 2018</td> </tr><tr> <td>[22]</td> <td class="space">Lance, GN; Williams, WT, Computer programs for hierarchical polythetic classification (“similarity analyses”), Comput J, 9, 1, 60-64, 1966 · <a href="/0136.38807" class="nowrap">Zbl 0136.38807</a></td> </tr></table> <div class="reference_disclaimer"> This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching. </div> </div></article> </div></div> </div> </div> <div class="clearfix"></div> </div> </div> <div id="foot"><div class="copyright"> © 2025 <a target="fiz" href="https://www.fiz-karlsruhe.de/en">FIZ Karlsruhe GmbH</a> <a href="/privacy-policy/">Privacy Policy</a> <a href="/legal-notices/">Legal Notices</a> <a href="/terms-conditions/">Terms & Conditions</a> <div class="info"> <ul class="nav"> <li class="mastodon"> <a href="https://mathstodon.xyz/@zbMATH" target="_blank" class="no-new-tab-icon"> <img src="/static/mastodon.png" title="zbMATH at Mathstodon (opens in new tab)" alt="Mastodon logo"> </a> </li> </ul> </div> </div> <div class="clearfix" style="height: 0px;"></div> </div> </div> <script src="https://static.zbmath.org/contrib/jquery/1.9.1/jquery.min.js"></script> <script src="https://static.zbmath.org/contrib/jquery-caret/1.5.2/jquery.caret.min.js"></script> <script src="/static/js/jquery-ui-1.10.1.custom.min.js"></script> <script src="https://static.zbmath.org/contrib/bootstrap/v3.3.7zb1/js/bootstrap.min.js"></script> <script src="https://static.zbmath.org/contrib/bootstrap-lightbox/v0.7.0/bootstrap-lightbox.min.js"></script> <script src="https://static.zbmath.org/contrib/retina/unknown/retina.js"></script> <script src="https://static.zbmath.org/contrib/bootstrap-select/v1.13.14/js/bootstrap-select.min.js"></script> <script> var SCRIPT_ROOT = ""; </script> <script src="/static/scripts.js?v=20240926"> </script> <script src="https://static.zbmath.org/contrib/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ "HTML-CSS": { preferredFont: "TeX", availableFonts: [ "STIX", "TeX" ], linebreaks: { automatic: true }, EqnChunk: (MathJax.Hub.Browser.isMobile ? 10 : 50) }, tex2jax: { processEscapes: true, ignoreClass: "tex2jax_ignore|dno" }, TeX: { Macros: { Aut: "\\operatorname{Aut}", Hom: "\\operatorname{Hom}" }, noUndefined: { attributes: { mathcolor: "#039", //"red", mathbackground: "white", //"#FFEEEE", mathsize: "90%" } } }, messageStyle: "none" }); </script> <script type="text/javascript"> $(document).ready(function() { $("#MathInput").stop(true, true).keyup(function() { $.ajax({ url: "/mwsq/", type: "POST", data: { query : $("#MathInput").val() }, dataType: "text" }) .done(function(xml) { $("#MathPreview").html(xml); $(window).resize(); }); }); var press = jQuery.Event("keyup"); press.ctrlKey = false; press.which = 40; $("#MathInput").trigger(press); }); </script> <div id="new_tab_icon" style="display: none"> <span class="glyphicon glyphicon-new-window" aria-hidden="true"></span><span class="sr-only">(opens in new tab)</span></div> </body> </html>