{"id":"https://openalex.org/W2964341143","doi":"https://doi.org/10.1109/jbhi.2019.2930604","title":"Classifying Depression Severity in Recovery From Major Depressive Disorder via Dynamic Facial Features","display_name":"Classifying Depression Severity in Recovery From Major Depressive Disorder via Dynamic Facial Features","publication_year":2019,"publication_date":"2019-07-23","ids":{"openalex":"https://openalex.org/W2964341143","doi":"https://doi.org/10.1109/jbhi.2019.2930604","mag":"2964341143","pmid":"https://pubmed.ncbi.nlm.nih.gov/31352356"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2019.2930604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2019.2930604","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090454868","display_name":"Sahar Harati","orcid":"https://orcid.org/0000-0002-2025-9736"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sahar Harati","raw_affiliation_strings":["Emory University, Atlanta, USA"],"raw_orcid":"https://orcid.org/0000-0002-2025-9736","affiliations":[{"raw_affiliation_string":"Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017771473","display_name":"Andrea Crowell","orcid":"https://orcid.org/0000-0002-9304-5763"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrea Crowell","raw_affiliation_strings":["Emory University, Atlanta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052678682","display_name":"Yijian Huang","orcid":"https://orcid.org/0000-0003-4364-3199"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yijian Huang","raw_affiliation_strings":["Emory University, Atlanta, USA"],"raw_orcid":"https://orcid.org/0000-0003-4364-3199","affiliations":[{"raw_affiliation_string":"Emory University, Atlanta, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026199142","display_name":"Helen S. Mayberg","orcid":"https://orcid.org/0000-0002-1672-2716"},"institutions":[{"id":"https://openalex.org/I4210095266","display_name":"Mount Sinai Medical Center","ror":"https://ror.org/00wgjpw02","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210095266"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Helen Mayberg","raw_affiliation_strings":["Mount Sinai, New York City, USA"],"raw_orcid":"https://orcid.org/0000-0002-1672-2716","affiliations":[{"raw_affiliation_string":"Mount Sinai, New York City, USA","institution_ids":["https://openalex.org/I4210095266"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006192037","display_name":"Shamim Nemati","orcid":"https://orcid.org/0000-0002-0520-4948"},"institutions":[{"id":"https://openalex.org/I2800935791","display_name":"UC San Diego Health System","ror":"https://ror.org/01kbfgm16","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800935791"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shamim Nemati","raw_affiliation_strings":["UC San Diego Health, San Diego, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UC San Diego Health, San Diego, USA","institution_ids":["https://openalex.org/I2800935791"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4949,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.89271956,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"24","issue":"3","first_page":"815","last_page":"824"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11071","display_name":"Treatment of Major Depression","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5418004393577576},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.536586582660675},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49239957332611084},{"id":"https://openalex.org/keywords/major-depressive-disorder","display_name":"Major depressive disorder","score":0.47905147075653076},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4592430889606476},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4163168668746948},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33344578742980957},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.32365041971206665},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.24790829420089722},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.18489867448806763}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5418004393577576},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.536586582660675},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49239957332611084},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.47905147075653076},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4592430889606476},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4163168668746948},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33344578742980957},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32365041971206665},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.24790829420089722},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.18489867448806763},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012720","descriptor_name":"Severity of Illness Index","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012720","descriptor_name":"Severity of Illness Index","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012720","descriptor_name":"Severity of Illness Index","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046690","descriptor_name":"Deep Brain Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2019.2930604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2019.2930604","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:31352356","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31352356","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G4339697857","display_name":null,"funder_award_id":"K01 ES025445","funder_id":"https://openalex.org/F4320337361","funder_display_name":"National Institute of Environmental Health Sciences"},{"id":"https://openalex.org/G8400251772","display_name":null,"funder_award_id":"UH3 NS103550","funder_id":"https://openalex.org/F4320337359","funder_display_name":"National Institute of Neurological Disorders and Stroke"}],"funders":[{"id":"https://openalex.org/F4320309008","display_name":"Hope for Depression Research Foundation","ror":"https://ror.org/01mcwn339"},{"id":"https://openalex.org/F4320337359","display_name":"National Institute of Neurological Disorders and Stroke","ror":"https://ror.org/01s5ya894"},{"id":"https://openalex.org/F4320337361","display_name":"National Institute of Environmental Health Sciences","ror":"https://ror.org/00j4k1h63"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W152725222","https://openalex.org/W204854131","https://openalex.org/W607505555","https://openalex.org/W1480583224","https://openalex.org/W1528905581","https://openalex.org/W1595126664","https://openalex.org/W1952951183","https://openalex.org/W1976066595","https://openalex.org/W1977851413","https://openalex.org/W1997536309","https://openalex.org/W2000567862","https://openalex.org/W2010535134","https://openalex.org/W2043189949","https://openalex.org/W2051434435","https://openalex.org/W2089966856","https://openalex.org/W2092646766","https://openalex.org/W2093266575","https://openalex.org/W2096976598","https://openalex.org/W2114613490","https://openalex.org/W2116254945","https://openalex.org/W2122825543","https://openalex.org/W2125186487","https://openalex.org/W2131241448","https://openalex.org/W2136409902","https://openalex.org/W2137296158","https://openalex.org/W2145237058","https://openalex.org/W2157735101","https://openalex.org/W2161563143","https://openalex.org/W2163928333","https://openalex.org/W2164598857","https://openalex.org/W2288278236","https://openalex.org/W2470213606","https://openalex.org/W2497216955","https://openalex.org/W2534662063","https://openalex.org/W2593853439","https://openalex.org/W2596627175","https://openalex.org/W2610116176","https://openalex.org/W2626435312","https://openalex.org/W2760537051","https://openalex.org/W2777987555","https://openalex.org/W2792096032","https://openalex.org/W4236362309","https://openalex.org/W4294940931","https://openalex.org/W6606108360","https://openalex.org/W6678911119","https://openalex.org/W6681367012","https://openalex.org/W6739167963","https://openalex.org/W6744551612"],"related_works":["https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W2312753042","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W2034959125","https://openalex.org/W2355687852","https://openalex.org/W2621086889","https://openalex.org/W3174513558"],"abstract_inverted_index":{"Major":[0],"depressive":[1],"disorder":[2],"is":[3],"a":[4,35,55,113,134],"common":[5],"psychiatric":[6],"illness.":[7],"At":[8],"present,":[9],"there":[10],"are":[11],"no":[12],"objective,":[13],"non-verbal,":[14],"automated":[15],"markers":[16,186],"that":[17,118,159],"can":[18,174],"reliably":[19],"track":[20],"treatment":[21,50,191,197],"response.":[22],"Here,":[23],"we":[24],"explore":[25],"the":[26,83,94,120,145,193,201],"use":[27],"of":[28,31,37,57,80,116,147,178,187,203],"video":[29,66,128,165],"analysis":[30],"facial":[32],"expressivity":[33],"in":[34,82,96,126,169],"cohort":[36],"severely":[38],"depressed":[39],"patients":[40],"before":[41],"and":[42,130,199],"after":[43],"deep":[44],"brain":[45],"stimulation":[46],"(DBS),":[47],"an":[48,170],"experimental":[49],"for":[51],"depression.":[52,87],"We":[53],"introduced":[54],"set":[56],"variability":[58,95],"measurements":[59],"to":[60,72,76,92,111,143,190,195],"obtain":[61],"unsupervised":[62,160],"features":[63,161],"from":[64,86,163],"muted":[65],"recordings,":[67,166],"which":[68],"were":[69],"then":[70],"leveraged":[71],"build":[73],"predictive":[74],"models":[75],"classify":[77],"three":[78],"levels":[79,177],"severity":[81,146,180],"patients'":[84],"recovery":[85],"Multiscale":[88],"entropy":[89],"was":[90,109,141],"utilized":[91,110],"estimate":[93],"pixel":[97],"intensity":[98],"level":[99],"at":[100],"various":[101],"time":[102],"scales.":[103,155],"A":[104],"dynamic":[105,121],"latent":[106],"variable":[107],"model":[108,140],"learn":[112],"low-dimensional":[114],"representation":[115],"factors":[117],"describe":[119],"relationship":[122],"between":[123],"high-dimensional":[124],"pixels":[125],"each":[127],"frame":[129],"over":[131],"time.":[132],"Finally,":[133],"novel":[135],"elastic":[136],"net":[137],"ordinal":[138,171],"regression":[139,172],"trained":[142],"predict":[144],"depression,":[148],"as":[149],"independently":[150],"rated":[151],"by":[152],"standard":[153],"rating":[154],"Our":[156],"results":[157],"suggest":[158],"extracted":[162],"these":[164],"when":[167],"incorporated":[168],"predictor,":[173],"discriminate":[175],"different":[176],"depression":[179],"during":[181],"ongoing":[182],"DBS":[183],"treatment.":[184],"Objective":[185],"patient":[188],"response":[189],"have":[192],"potential":[194],"standardize":[196],"protocols":[198],"enhance":[200],"design":[202],"future":[204],"clinical":[205],"trials.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-21T08:15:58.654021","created_date":"2025-10-10T00:00:00"}
