{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T11:27:41Z","timestamp":1753356461431,"version":"3.37.3"},"reference-count":79,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3232075","type":"journal-article","created":{"date-parts":[[2022,12,23]],"date-time":"2022-12-23T18:37:13Z","timestamp":1671820633000},"page":"134136-134156","source":"Crossref","is-referenced-by-count":5,"title":["Feature Engineering: Toward Identification of Symptom Clusters of Mental Disorders"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3590-1584","authenticated-orcid":false,"given":"Mariam Ahmed","family":"Sheha","sequence":"first","affiliation":[{"name":"Department of Biomedical Engineering, Faculty of Engineering, Cairo University, Giza, Egypt"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mai S.","family":"Mabrouk","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Faculty of Engineering, Misr University for Science and Technology, Giza, Egypt"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9295-9451","authenticated-orcid":false,"given":"Amr A.","family":"Sharawy","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Faculty of Engineering, Cairo University, Giza, Egypt"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"volume-title":"The World Health Report:2001: Mental Health: New Understanding, New Hope","year":"2001","key":"ref1"},{"volume-title":"Global Burden of Mental disorders and the Need for a Comprehensive, Coordinated Response From Health and Social Sectors at the Country Level","year":"2011","key":"ref2"},{"volume-title":"Diagnostic and Statistical Manual of Mental Disorders","year":"2013","author":"Fadul","key":"ref3"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/s0140-6736(18)32279-7"},{"volume-title":"COVID-19 Pandemic Triggers 25% Increase in Prevalence of Anxiety and Depression Worldwide","year":"2022","author":"Brunier","key":"ref5"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.4088\/jcp.v66n0906"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1002\/cpp.693"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.outlook.2014.05.009"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1111\/j.1399-5618.2012.00998.x"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/1864349.1864393"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/mprv.2013.56"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2016.2558824"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2010.2080679"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1186\/1756-0500-3-149"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0016291"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3204949.3208125"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/cbms49503.2020.00064"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0194791"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0231995"},{"volume-title":"Disordered Mind and Brain: The Neural Basis of Mental Symptoms","year":"2001","author":"Liddle","key":"ref20"},{"volume-title":"TheActiwatch User Manual, CamNtech Ltd, Issue Version 7.2","year":"2008","key":"ref21"},{"volume-title":"Monitoring, Treatment, and Prediction of Bipolar Disorder Episodes","year":"2013","key":"ref22"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/2536853.2536882"},{"key":"ref24","first-page":"33","article-title":"M-psychiatry: Sensor networks for psychiatric health monitoring","volume-title":"Proc. 9th Annu. Postgraduate Symp. Converg. Telecommun., Netw. Broadcast., Liverpool John Moores Univ.","author":"Blum"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ccnc.2010.5421748"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2017.00614"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-011-0463-4"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1037\/1040-3590.3.3.321"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1136\/bjsports-2014-093546"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1186\/1479-5868-7-60"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0022922"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/1-84628-168-7"},{"key":"ref33","first-page":"55","volume-title":"Understanding Statistics","author":"Upton","year":"1996"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1201\/9780367802417"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/acc.2001.945986"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.jesp.2013.03.013"},{"key":"ref37","first-page":"105","article-title":"The role of smartphones as an assistive aid in mental health","volume-title":"Proc. 2nd Int. Workshop Comput. Paradigms Mental Health","author":"Guiry"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.4108\/icst.bodynets.2013.253684"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1152\/japplphysiol.00818.2005"},{"article-title":"Towards automated symptoms assessment in mental health","year":"2016","author":"Osipov","key":"ref40"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1249\/mss.0000000000000289"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1097\/00005768-199805000-00021"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1249\/mss.0b013e31815a51b3"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/s0022-3956(01)00038-3"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/s0140-6736(04)16770-6"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/s11920-009-0073-2"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.avb.2012.11.014"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1093\/schbul\/sbt038"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1152\/ajpheart.2000.278.6.h2039"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0020650"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.49.1685"},{"key":"ref52","first-page":"1027","article-title":"Study of sample entropy ideal computational parameters in the estimation of atrial fibrillation organization from the ECG","volume-title":"Proc. Comput. Cardiol.","author":"Alcaraz"},{"article-title":"Objective physiological and behavioral measures for identifying and tracking depression state in clinically depressed patients","year":"2005","author":"Sung","key":"ref53"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/s10865-005-9022-7"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.3390\/econometrics7010010"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1103\/physrevlett.88.174102"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2013.08.071"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.physd.2012.05.010"},{"volume-title":"Thermodynamic Formalism","year":"1993","author":"Beck","key":"ref59"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.88.6.2297"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1016\/j.jshs.2016.01.018"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1063\/1.166092"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2014.2360711"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1103\/physreve.71.021906"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1103\/physrevlett.89.068102"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.5665\/sleep.2648"},{"key":"ref67","first-page":"1157","article-title":"An introduction to variable and feature selection","volume":"3","author":"Guyon","year":"2003","journal-title":"J. Mach. Learn. Res."},{"volume-title":"Handbook of Biological Statistics","year":"2008","author":"McDonald","key":"ref68"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1177\/1536867X1301300208"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2005.159"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1996.tb02080.x"},{"issue":"1","key":"ref72","first-page":"37","article-title":"Evaluation: From precision, recall and F-measure to ROC, informedness, markedness & correlation","volume":"2","author":"Powers","year":"2020","journal-title":"J. Mach. Learn. Technol."},{"issue":"5","key":"ref73","first-page":"1","article-title":"The truth of the F-measure","volume":"1","author":"Sasaki","year":"2007","journal-title":"Teach Tutor Mater"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1186\/s12864-019-6413-7"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0092209"},{"volume-title":"Neural Networks, Algorithms, Applications and Programming Techniques","year":"2002","author":"Freeman","key":"ref76"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/icsmb.2010.5735358"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/bf00994018"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-19-0901-6_57"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09998497.pdf?arnumber=9998497","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,2]],"date-time":"2024-03-02T12:44:04Z","timestamp":1709383444000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9998497\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":79,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3232075","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2022]]}}}