{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T05:31:45Z","timestamp":1776922305132,"version":"3.51.2"},"reference-count":114,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"3","license":[{"start":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T00:00:00Z","timestamp":1709251200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T00:00:00Z","timestamp":1709251200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T00:00:00Z","timestamp":1709251200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000055","name":"National Institute on Deafness and Other Communication Disorders","doi-asserted-by":"publisher","award":["1R21DC021029-01A1"],"award-info":[{"award-number":["1R21DC021029-01A1"]}],"id":[{"id":"10.13039\/100000055","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Emory School of Medicine&#x0027;s Imagine, Innovate, Impact Funds"},{"name":"Georgia Clinical &amp; Translational Science Alliance National Institutes of Health","award":["UL1-TR002378"],"award-info":[{"award-number":["UL1-TR002378"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2024,3]]},"DOI":"10.1109\/jbhi.2024.3352075","type":"journal-article","created":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T20:10:28Z","timestamp":1704917428000},"page":"1680-1691","source":"Crossref","is-referenced-by-count":46,"title":["Multimodal Mental Health Digital Biomarker Analysis From Remote Interviews Using Facial, Vocal, Linguistic, and Cardiovascular Patterns"],"prefix":"10.1109","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3570-9461","authenticated-orcid":false,"given":"Zifan","family":"Jiang","sequence":"first","affiliation":[{"name":"Department of Biomedical Informatics, Emory School of Medicine, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6017-7049","authenticated-orcid":false,"given":"Salman","family":"Seyedi","sequence":"additional","affiliation":[{"name":"Department of Biomedical Informatics, Emory School of Medicine, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9161-8874","authenticated-orcid":false,"given":"Emily","family":"Griner","sequence":"additional","affiliation":[{"name":"Department of Psychiatry and Behavioral Sciences, Emory School of Medicine, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7698-7794","authenticated-orcid":false,"given":"Ahmed","family":"Abbasi","sequence":"additional","affiliation":[{"name":"Department of IT, Analytics, and Operations, University of Notre Dame, Notre Dame, IN, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5654-4301","authenticated-orcid":false,"given":"Ali Bahrami","family":"Rad","sequence":"additional","affiliation":[{"name":"Department of Biomedical Informatics, Emory School of Medicine, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5693-3278","authenticated-orcid":false,"given":"Hyeokhyen","family":"Kwon","sequence":"additional","affiliation":[{"name":"Department of Biomedical Informatics, Emory School of Medicine, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9903-8807","authenticated-orcid":false,"given":"Robert O.","family":"Cotes","sequence":"additional","affiliation":[{"name":"Department of Psychiatry and Behavioral Sciences, Emory School of Medicine, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5709-201X","authenticated-orcid":false,"given":"Gari D.","family":"Clifford","sequence":"additional","affiliation":[{"name":"Department of Biomedical Informatics, Emory School of Medicine, Atlanta, GA, USA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(19)30934-1"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(20)30925-9"},{"key":"ref3","article-title":"Projections of national expenditures for treatment of mental and substance use disorders, 20102020","year":"2014"},{"key":"ref4","article-title":"Access to care data 2022","year":"2018"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.4103\/0019-5545.117131"},{"key":"ref6","volume-title":"International Statistical Classification of Diseases and Related Health Problems: Alphabetical Index","volume":"3","year":"2004"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1176\/appi.ajp.2012.12070998"},{"issue":"11","key":"ref8","article-title":"Clinicians opinions on the reliability of psychiatric diagnoses in clinical settings","volume":"4","author":"Aboraya","year":"2007","journal-title":"Psychiatry"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.cpr.2021.102087"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1001\/archinte.166.10.1092"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1046\/j.1525-1497.2001.016009606.x"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1038\/s44159-022-00050-2"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.2196\/36417"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2020.3010472"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s12193-014-0161-4"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3218585.3218587"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0266828"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6579\/aa724d"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2019.2930604"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2023.3330976"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2018.8513610"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/10.846676"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2023.3257175"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2023.3274486"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3053909"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2016.2611862"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2013.2290382"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/BF02884839"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1159\/000381950"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1038\/s41551-020-00614-8"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.schres.2012.01.001"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.nicl.2020.102375"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-017-0559-5"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2022.104278"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2018.09.003"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/2661806.2661810"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/2663204.2663274"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2019.2938247"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocaa072"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1071\/AH09794"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.acap.2021.06.002"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1177\/21501319231168036"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2023.1143175"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1159\/000512383"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1186\/s12888-022-03753-1"},{"issue":"20","key":"ref46","first-page":"22","article-title":"The mini-international neuropsychiatric interview (MINI): The development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10","volume":"59","author":"Sheehan","year":"1998","journal-title":"J. Clin. Psychiatry"},{"key":"ref47","article-title":"Attention is all you need","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Vaswani","year":"2017"},{"key":"ref48","volume-title":"Comprehensive Handbook of Psychological Assessment, Vol. 2: Personality Assessment","author":"Moretti","year":"2004"},{"key":"ref49","volume-title":"Multilingual Aphasia Examination","author":"Benton","year":"1994"},{"key":"ref50","volume-title":"The Assessment of Aphasia and Related Disorders","author":"Goodglass","year":"1972"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1177\/0269216316659603"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.929"},{"key":"ref53","article-title":"DINOv2: Learning robust visual features without supervision","author":"Oquab","year":"2023"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2022.3188113"},{"key":"ref55","article-title":"LLAMA: Open and efficient foundation language models","author":"Touvron","year":"2023"},{"key":"ref56","article-title":"RoBERTa: A robustly optimized bert pretraining approach","author":"Liu","year":"2019"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0262527"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr42600.2020.00525"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.596"},{"key":"ref61","article-title":"Very deep convolutional networks for large-scale image recognition","author":"Simonyan","year":"2014"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TAFFC.2017.2740923"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1080\/02699930903485076"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-020-01378-z"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1037\/t27734-000"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2014.06.002"},{"key":"ref67","article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Dosovitskiy","year":"2021"},{"key":"ref68","article-title":"UCF101: A dataset of 101 human actions classes from videos in the wild","author":"Soomro","year":"2012"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.2196\/48517"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1016\/j.jadr.2023.100645"},{"key":"ref71","article-title":"Emotion English DistilRoBERTa-base","author":"Hartmann","year":"2022"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijresmar.2022.05.005"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1145\/3365211"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0144610"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2021-1775"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3040936"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2023.3307942"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6579\/aae021"},{"key":"ref79","article-title":"SSM: Bayesian learning and inference for state space models","author":"Linderman","year":"2020"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2021.792960"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1176\/appi.ajp.162.1.92"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1016\/j.cpr.2007.10.001"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2016.02.015"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1209\/0295-5075\/107\/18003"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.3389\/fphys.2019.00359"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1017\/S0033291720002718"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2932393"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2019.103381"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2023.3263128"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1287\/isre.2022.1111"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.janxdis.2012.07.005"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1080\/10253890802046281"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1007\/s40846-022-00687-7"},{"key":"ref94","first-page":"2","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","volume-title":"Proc. Annu. Conf. North Amer.","volume":"1","author":"Devlin","year":"2019"},{"key":"ref95","first-page":"1877","article-title":"Language models are few-shot learners","volume-title":"Proc. Annu. Conf. Neural Inf. Process. Syst.","author":"Brown","year":"2020"},{"key":"ref96","article-title":"GPT-4 technical report","year":"2023"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2023.1160291"},{"key":"ref98","article-title":"Depression symptoms modelling from social media text: A semi-supervised learning approach","author":"Farruque","year":"2022"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01814"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00150"},{"key":"ref101","article-title":"Llama 2: Open foundation and fine-tuned chat models","author":"Touvron","year":"2023"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1007\/s00213-006-0642-6"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1016\/j.pnpbp.2010.10.019"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1192\/S0007125000297341"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1093\/sleep\/zsad034"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2015.7178298"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3152527"},{"key":"ref108","article-title":"Towards interpretability in audio and visual affective machine learning: A review","author":"Johnson","year":"2023"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1379"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.5498\/wjp.v4.i4.133"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1176\/appi.focus.20170046"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1001\/jamapsychiatry.2018.3329"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1093\/schbul\/sbaa036"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.2196\/35099"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221020\/10461324\/10387689.pdf?arnumber=10387689","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,8]],"date-time":"2024-03-08T18:52:21Z","timestamp":1709923941000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10387689\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,3]]},"references-count":114,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2024.3352075","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,3]]}}}