{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,22]],"date-time":"2026-02-22T00:42:35Z","timestamp":1771720955862,"version":"3.50.1"},"reference-count":77,"publisher":"Informa UK Limited","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["RMHP"],"DOI":"10.2147\/rmhp.s488159","type":"journal-article","created":{"date-parts":[[2025,1,8]],"date-time":"2025-01-08T11:50:11Z","timestamp":1736337011000},"page":"77-93","source":"Crossref","is-referenced-by-count":4,"title":["Exploring Mortality and Prognostic Factors of Heart Failure with In-Hospital and Emergency Patients by Electronic Medical Records: A Machine Learning Approach"],"prefix":"10.2147","volume":"Volume 18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3334-0816","authenticated-orcid":true,"given":"Cheng-Sheng","family":"Yu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5589-6428","authenticated-orcid":true,"given":"Jenny","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5621-7108","authenticated-orcid":true,"given":"Chun-Ming","family":"Shih","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kuan-Lin","family":"Chiu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu-Da","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tzu-Hao","family":"Chang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2025,1]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"e445","DOI":"10.1016\/S2589-7500(22)00045-0","volume":"4","author":"Bradley","year":"2022","journal-title":"Lancet Digital Health"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"15","DOI":"10.21037\/amj.2020.03.03","volume":"5","author":"Lippi","year":"2020","journal-title":"AME Med J"},{"key":"ref3","first-page":"895","volume":"145","author":"Heidenreich","year":"2022","journal-title":"Circulation"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"1307","DOI":"10.2147\/TCRM.S340587","volume":"17","author":"Lan","year":"2021","journal-title":"Ther Clin Risk Manag"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1097\/HCO.0000000000000484","volume":"33","author":"Maciver","year":"2018","journal-title":"Curr Opin Cardiol"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1016\/j.ijcard.2020.12.020","volume":"329","author":"Kwok","year":"2021","journal-title":"Int J Cardiol"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"54","DOI":"10.3747\/co.25.3639","volume":"25","author":"Zhuang","year":"2018","journal-title":"Curr Oncol"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1016\/j.ejca.2019.11.009","volume":"124","author":"Vanbutsele","year":"2020","journal-title":"Eur J Cancer"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"454","DOI":"10.1377\/hlthaff.2010.0929","volume":"30","author":"Morrison","year":"2011","journal-title":"Health Aff"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1093\/eurjhf\/hfr182","volume":"14","author":"Laribi","year":"2012","journal-title":"Eur J Heart Fail"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"425","DOI":"10.1177\/0269216307079825","volume":"21","author":"Tse","year":"2007","journal-title":"J Palliat Med"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"1466","DOI":"10.1016\/j.socscimed.2007.05.028","volume":"65","author":"Taylor","year":"2007","journal-title":"Soc Sci Med"},{"key":"ref13","doi-asserted-by":"publisher","first-page":"e24305","DOI":"10.2196\/24305","volume":"8","author":"Lin","year":"2020","journal-title":"JMIR Med Info"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3389\/fcvm.2022.866794","volume":"9","author":"Gonzalez-Jaramillo","year":"2022","journal-title":"Front Cardiovasc Med"},{"key":"ref15","first-page":"323","volume":"25","author":"Noraziani","year":"2013","journal-title":"World Appl Sci J"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s00392-016-1025-6","volume":"106","author":"Cowie","year":"2017","journal-title":"Clin Res Cardiol"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"672","DOI":"10.3748\/wjg.v25.i6.672","volume":"25","author":"Zhou","year":"2019","journal-title":"World J Gastroenterol"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"1452","DOI":"10.1111\/cas.14377","volume":"111","author":"Shimizu","year":"2020","journal-title":"Cancer Sci"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"2","DOI":"10.2967\/jnumed.118.220590","volume":"60","author":"Nensa","year":"2019","journal-title":"J Nucl Med"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"1117","DOI":"10.1097\/MEG.0000000000002169","volume":"33","author":"Yu","year":"2021","journal-title":"Eur J Gastroenterol Hepatol"},{"key":"ref21","doi-asserted-by":"publisher","first-page":"5289","DOI":"10.3390\/jcm11185289","volume":"11","author":"Chang","year":"2022","journal-title":"J Clin Med"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"626580","DOI":"10.3389\/fmed.2021.626580","volume":"8","author":"Yu","year":"2021","journal-title":"Front Med"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"e27806","DOI":"10.2196\/27806","volume":"23","author":"Yu","year":"2021","journal-title":"J Med Internet Res"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"143","DOI":"10.3399\/bjgp18X695213","volume":"68","author":"Buch","year":"2018","journal-title":"Br J Gen Pract"},{"key":"ref25","volume-title":"Intelligent Systems for Sustainable Person-Centered Healthcare %J SpringerLink","year":"2022"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"2581","DOI":"10.1001\/jama.290.19.2581","volume":"290","author":"Lee MD","year":"2003","journal-title":"JAMA"},{"key":"ref27","doi-asserted-by":"publisher","first-page":"e008081","DOI":"10.1161\/JAHA.117.008081","volume":"7","author":"Ahmad","year":"2018","journal-title":"J Am Heart Assoc"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s12911-019-1002-x","volume":"20","author":"Chicco","year":"2020","journal-title":"BMC Med Inf Decis Making"},{"key":"ref29","doi-asserted-by":"crossref","first-page":"546","DOI":"10.3390\/biomedicines10030546","volume":"10","author":"Lee","year":"2022","journal-title":"Biomedicines"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"212","DOI":"10.1007\/s40471-020-00259-w","volume":"7","author":"Guo","year":"2020","journal-title":"Curr Epidemiol Rep"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"440","DOI":"10.1016\/j.jchf.2014.04.008","volume":"2","author":"Rahimi","year":"2014","journal-title":"JACC Heart Fail"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"930121","DOI":"10.3389\/fpsyt.2022.930121","volume":"13","author":"Niu","year":"2022","journal-title":"Front Psych"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"791","DOI":"10.3389\/fphys.2019.00791","volume":"10","author":"Uchmanowicz","year":"2019","journal-title":"Front Physiol"},{"key":"ref34","unstructured":"Ministry of Health and Welfare. Population health and welfare quality indicators report. Ministry of Health and Welfare. 2017:11\u201313."},{"key":"ref35","unstructured":"Office of data science-taipei medical university. Taipei Medical University Clinical Research Database (TMUCRD) 2022 Available from https:\/\/ods.tmu.edu.tw\/portal_c3_cnt.php?owner_num=c3_69585&button_num=c3&folder_id=4165. Accessed, 2024."},{"key":"ref36","first-page":"188","volume":"12","author":"Glasheen","year":"2019","journal-title":"Am Health Drug Benefits"},{"key":"ref37","doi-asserted-by":"crossref","unstructured":"Keerin P, Kurutach W, Boongoen T. Cluster-based KNN missing value imputation for DNA microarray data. Paper presented at: 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)2012.","DOI":"10.1109\/ICSMC.2012.6377764"},{"key":"ref38","doi-asserted-by":"publisher","first-page":"402","DOI":"10.4097\/kjae.2013.64.5.402","volume":"64","author":"Kang","year":"2013","journal-title":"Korean J Anesthesiol"},{"key":"ref39","unstructured":"Statistics PJI. PASW Statistics Version 18.0. Chicago, IL: SPSS; 2009."},{"key":"ref40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.18637\/jss.v015.i09","volume":"15","author":"Karatzoglou","year":"2006","journal-title":"J Stat Software"},{"key":"ref41","first-page":"1","volume":"1993","author":"Quinlan","year":"1993","journal-title":"C4 5"},{"key":"ref42","unstructured":"Kuhn M, Weston S, Culp M, Coulter N, Quinlan R. Package \u2018C50\u2019 2022 Available from https:\/\/cran.r-project.org\/web\/packages\/C50\/C50.pdf. Accessed, 2024."},{"key":"ref43","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1006\/jcss.1997.1504","volume":"55","author":"Freund","year":"1997","journal-title":"J Computer System Sci"},{"key":"ref44","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v054.i02","volume":"54","author":"Alfaro","year":"2013","journal-title":"J Stat Software"},{"key":"ref45","unstructured":"Molnar C, Schratz P. Package \u2018Iml\u2019 2022 Available from https:\/\/cran.r-project.org\/web\/packages\/iml\/iml.pdf. Accessed, 2024."},{"key":"ref46","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.1136\/hrt.2003.025270","volume":"93","author":"Mosterd","year":"2007","journal-title":"Heart"},{"key":"ref47","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1016\/j.hfc.2011.08.011","volume":"8","author":"Strait","year":"2012","journal-title":"Heart Failure Clinics"},{"key":"ref48","doi-asserted-by":"publisher","first-page":"1214","DOI":"10.1161\/01.CIR.102.11.1214","volume":"102","author":"Joyner","year":"2000","journal-title":"Circulation"},{"key":"ref49","doi-asserted-by":"publisher","first-page":"138","DOI":"10.1002\/ehf2.12128","volume":"4","author":"Ancion","year":"2017","journal-title":"ESC Heart Failure"},{"key":"ref50","doi-asserted-by":"publisher","first-page":"560","DOI":"10.1002\/clc.22158","volume":"36","author":"Ozcan","year":"2013","journal-title":"Clin Cardiol"},{"key":"ref51","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1016\/j.ijcard.2009.07.042","volume":"146","author":"Ara\u00fajo","year":"2011","journal-title":"Int J Cardiol"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"883","DOI":"10.1016\/j.ahj.2007.11.043","volume":"155","author":"Horwich","year":"2008","journal-title":"Am Heart J"},{"key":"ref53","doi-asserted-by":"publisher","first-page":"272","DOI":"10.1016\/j.ancard.2011.07.006","volume":"60","author":"Arques","year":"2011","journal-title":"Annales de cardiologie et d\u2019angeiologie"},{"key":"ref54","doi-asserted-by":"publisher","first-page":"709","DOI":"10.1016\/0002-9149(89)90256-7","volume":"63","author":"Carr","year":"1989","journal-title":"Am J Cardiol"},{"key":"ref55","doi-asserted-by":"publisher","first-page":"1437","DOI":"10.1093\/eurheartj\/ehv010","volume":"36","author":"Damman","year":"2015","journal-title":"Eur Heart J"},{"key":"ref56","doi-asserted-by":"publisher","first-page":"569","DOI":"10.1093\/eurheartj\/ehi696","volume":"27","author":"de Silva","year":"2006","journal-title":"Eur Heart J"},{"key":"ref57","unstructured":"Foundation. NK. K\/DOQI clinical practice guidelines for chronic kidney disease: evaluation, classification, and stratification. Ame J Kidney Dis. 2002;39(2 Suppl 1):S1\u2013266."},{"key":"ref58","doi-asserted-by":"publisher","first-page":"1321","DOI":"10.1016\/S0954-6111(98)90136-6","volume":"92","author":"Dimopoulou","year":"1998","journal-title":"Respir Med"},{"key":"ref59","doi-asserted-by":"publisher","first-page":"414","DOI":"10.1016\/j.mehy.2009.03.033","volume":"73","author":"Ceridon","year":"2009","journal-title":"Med Hypotheses"},{"key":"ref60","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1152\/japplphysiol.00113.2019","volume":"128","author":"Cross","year":"2020","journal-title":"J Appl Physiol"},{"key":"ref61","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1111\/j.1365-2141.2004.04977.x","volume":"126","author":"Cugno","year":"2004","journal-title":"Br J Haematol"},{"key":"ref62","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1016\/j.cardfail.2022.12.012","volume":"29","author":"Siniarski","year":"2023","journal-title":"J Card Fail"},{"key":"ref63","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1097\/MBC.0b013e328332aa2b","volume":"21","author":"Alehagen","year":"2010","journal-title":"Blood Coagulation Fibrinol"},{"key":"ref64","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.ahj.2018.01.010","volume":"199","author":"Campbell","year":"2018","journal-title":"Am Heart J"},{"key":"ref65","doi-asserted-by":"publisher","first-page":"2226","DOI":"10.1016\/j.jacc.2017.08.064","volume":"70","author":"Roos","year":"2017","journal-title":"J Ame College Cardiol"},{"key":"ref66","doi-asserted-by":"publisher","first-page":"840","DOI":"10.1093\/eurheartj\/ehx721","volume":"39","author":"Taqueti","year":"2018","journal-title":"Eur Heart J"},{"key":"ref67","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1067\/mhj.2001.111767","volume":"141","author":"Logeart","year":"2001","journal-title":"Ame Heart J"},{"key":"ref68","doi-asserted-by":"publisher","first-page":"1060","DOI":"10.1007\/BF02850226","volume":"23","author":"Yilmaz","year":"2006","journal-title":"Adv ther"},{"key":"ref69","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1038\/s41569-019-0326-7","volume":"17","author":"Silvestre-Roig","year":"2020","journal-title":"Nat Rev Cardiol"},{"key":"ref70","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1016\/j.trsl.2010.12.002","volume":"157","author":"Hermansen","year":"2011","journal-title":"Transl Res"},{"key":"ref71","volume-title":"Clinical Methods: The History, Physical, and Laboratory Examinations","year":"1990"},{"key":"ref72","doi-asserted-by":"publisher","first-page":"998","DOI":"10.1016\/j.jacc.2011.11.040","volume":"59","author":"Ather","year":"2012","journal-title":"J Ame College Cardiol"},{"key":"ref73","doi-asserted-by":"publisher","first-page":"749","DOI":"10.1007\/s11739-017-1637-5","volume":"12","author":"Migone de Amicis","year":"2017","journal-title":"Int Emerg med"},{"key":"ref74","doi-asserted-by":"publisher","first-page":"818","DOI":"10.1016\/j.jacc.2008.04.061","volume":"52","author":"Groenveld","year":"2008","journal-title":"J Ame College Cardiol"},{"key":"ref75","doi-asserted-by":"publisher","first-page":"632318","DOI":"10.3389\/fcvm.2021.632318","volume":"8","author":"Xia","year":"2021","journal-title":"Front Cardiovasc Med"},{"key":"ref76","doi-asserted-by":"publisher","first-page":"532","DOI":"10.1186\/s12872-022-02987-x","volume":"22","author":"Hosseinpour","year":"2022","journal-title":"BMC Cardiovasc Disord"},{"key":"ref77","doi-asserted-by":"publisher","first-page":"e294","DOI":"10.1161\/CIR.0000000000000691","volume":"140","author":"Dunlay","year":"2019","journal-title":"Circulation"}],"container-title":["Risk Management and Healthcare Policy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.dovepress.com\/article\/download\/99102","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.dovepress.com\/article\/download\/99102","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,8]],"date-time":"2025-01-08T11:50:21Z","timestamp":1736337021000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.dovepress.com\/exploring-mortality-and-prognostic-factors-of-heart-failure-with-in-ho-peer-reviewed-fulltext-article-RMHP"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1]]},"references-count":77,"URL":"https:\/\/doi.org\/10.2147\/rmhp.s488159","relation":{},"ISSN":["1179-1594"],"issn-type":[{"value":"1179-1594","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1]]}}}