{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T08:49:34Z","timestamp":1782377374375,"version":"3.54.5"},"reference-count":23,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2019,5,6]],"date-time":"2019-05-06T00:00:00Z","timestamp":1557100800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Psychiatry"],"DOI":"10.3389\/fpsyt.2019.00288","type":"journal-article","created":{"date-parts":[[2019,5,6]],"date-time":"2019-05-06T18:03:01Z","timestamp":1557165781000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":10,"title":["Predicting Affect Classification in Mental Status Examination Using Machine Learning Face Action Recognition System: A Pilot Study in Schizophrenia Patients"],"prefix":"10.3389","volume":"10","author":[{"given":"Ran","family":"Barzilay","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nadav","family":"Israel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amir","family":"Krivoy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roi","family":"Sagy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shiri","family":"Kamhi-Nesher","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Oren","family":"Loebstein","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lior","family":"Wolf","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gal","family":"Shoval","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2019,5,6]]},"reference":[{"key":"B1","article-title":"Practice guideline for the psychiatric evaluation of adults","volume-title":"Work group on psychiatric evaluation American Psychiatric Association Steering Committee on practice guidelines area and component liaisons","author":"Vergare","year":"2006"},{"key":"B2","volume-title":"Kaplan & Sadock\u2019s comprehensive textbook of psychiatry","author":"Sadock","year":"2009"},{"key":"B3","doi-asserted-by":"publisher","DOI":"10.1016\/0010-440X(81)90039-0","article-title":"The bedside mental status examination\u2013reliability and validity","volume":"22","author":"Keller","year":"1981","journal-title":"Compr Psychiatry"},{"key":"B4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2015.05.001","article-title":"A comparison of mental state examination documentation by junior clinicians in electronic health records before and after the introduction of a semi-structured assessment template (OPCRIT+)","volume":"84","author":"Lobo","year":"2015","journal-title":"Int J Med Inform"},{"key":"B5","doi-asserted-by":"publisher","DOI":"10.1176\/ajp.136.1.97","article-title":"Mood and affect: a semantic confusion","volume":"136","author":"Owens","year":"1979","journal-title":"Am J Psychiatry"},{"key":"B6","doi-asserted-by":"publisher","DOI":"10.1176\/appi.ajp.160.8.1527","article-title":"Psychiatric resident conceptualizations of mood and affect within the mental status examination","volume":"160","author":"Serby","year":"2003","journal-title":"Am J Psychiatry"},{"key":"B7","doi-asserted-by":"publisher","first-page":"735","DOI":"10.1176\/ajp.136.5.735","article-title":"Distinguishing between mood and affect","volume":"136","author":"Bengelsdorf","year":"1979","journal-title":"Am J Psychiatry"},{"key":"B8","doi-asserted-by":"publisher","first-page":"288","DOI":"10.1037\/0022-3514.90.2.288","article-title":"Cultural variation in affect valuation","volume":"90","author":"Tsai","year":"2006","journal-title":"J Pers Soc Psychol"},{"key":"B9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2007.09.030","article-title":"Automated video-based facial expression analysis of neuropsychiatric disorders","volume":"168","author":"Wang","year":"2008","journal-title":"J Neurosci Methods"},{"key":"B10","doi-asserted-by":"publisher","DOI":"10.1176\/ajp.131.5.523","article-title":"Can the computer assist clinicians in psychiatric diagnosis","volume":"131","author":"Spitzer","year":"1974","journal-title":"Am J Psychiatry"},{"key":"B11","doi-asserted-by":"publisher","DOI":"10.1017\/S0033291716001367","article-title":"Machine learning, statistical learning and the future of biological research in psychiatry","volume":"46","author":"Iniesta","year":"2016","journal-title":"Psychol Med"},{"key":"B12","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-72201-1","volume-title":"Face recognition: from theory to applications","author":"Wechsler","year":"1998"},{"key":"B13","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1530\/EJE-15-0429","article-title":"Diagnostic use of facial image analysis software in endocrine and genetic disorders: review, current results and future perspectives","volume":"173","author":"Kosilek","year":"2015","journal-title":"Eur J Endocrinol"},{"key":"B14","doi-asserted-by":"publisher","first-page":"e02020","DOI":"10.1038\/nature11632","article-title":"Diagnostically relevant facial gestalt information from ordinary photos","volume":"3","author":"Ferry","year":"2014","journal-title":"Elife"},{"key":"B15","article-title":"A Human Face (Firm)","volume-title":"Facial action coding system","author":"Ekman","year":"2002"},{"key":"B16","unstructured":"Robust features for facial action recognition\n            IsraelN\n            WolfL\n            BarzilayR\n            ShovalG\n          2017"},{"key":"B17","volume-title":"Diagnostic and Statistical Manual of Mental Disorders","year":"2013"},{"key":"B18","first-page":"41","article-title":"The reliability of psychiatric diagnosis revisited: the clinician\u2019s guide to improve the reliability of psychiatric diagnosis","volume":"3","author":"Aboraya","year":"2006","journal-title":"Psychiatry (Edgmont)"},{"key":"B19","doi-asserted-by":"publisher","DOI":"10.1176\/ajp.142.11.1272","article-title":"Measurement of mood and affect in schizophrenic inpatients","volume":"142","author":"Craig","year":"1985","journal-title":"Am J Psychiatry"},{"key":"B20","doi-asserted-by":"crossref","DOI":"10.1109\/FG.2011.5771462","article-title":"Painful data: the UNBCMcMaster Shoulder Pain expression archive database","volume-title":"IEEE International Conference on Automatic Face and Gesture Recognition and Workshops (FG 2011) Santa Barbara, CA: IEEE","author":"Lucey","year":"2011"},{"key":"B21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1961189.1961199","article-title":"LIBSVM","volume":"2","author":"Chang","year":"2011","journal-title":"ACM Trans Intell Syst Technol"},{"key":"B22","doi-asserted-by":"crossref","DOI":"10.1109\/ICME.2006.262433","article-title":"Efficient recognition of authentic dynamic facial expressions on the feedtum database","volume-title":"IEEE International Conference on Multimedia and Expo","author":"Wallhoff","year":"2006"},{"key":"B23","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0127740","article-title":"Instruments measuring blunted affect in schizophrenia: a systematic review","volume":"10","author":"Kilian","year":"2015","journal-title":"PLoS One"}],"container-title":["Frontiers in Psychiatry"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/article\/10.3389\/fpsyt.2019.00288\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,6]],"date-time":"2019-05-06T18:03:06Z","timestamp":1557165786000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/article\/10.3389\/fpsyt.2019.00288\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,6]]},"references-count":23,"alternative-id":["10.3389\/fpsyt.2019.00288"],"URL":"https:\/\/doi.org\/10.3389\/fpsyt.2019.00288","relation":{},"ISSN":["1664-0640"],"issn-type":[{"value":"1664-0640","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,5,6]]},"article-number":"288"}}