{"id":"https://openalex.org/W4417100203","doi":"https://doi.org/10.48550/arxiv.2510.10364","title":"Transformer Model Detects Antidepressant Use From a Single Night of Sleep, Unlocking an Adherence Biomarker","display_name":"Transformer Model Detects Antidepressant Use From a Single Night of Sleep, Unlocking an Adherence Biomarker","publication_year":2025,"publication_date":"2025-10-11","ids":{"openalex":"https://openalex.org/W4417100203","doi":"https://doi.org/10.48550/arxiv.2510.10364"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2510.10364","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.10364","pdf_url":"https://arxiv.org/pdf/2510.10364","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2510.10364","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008147195","display_name":"Ali Mirzazadeh","orcid":"https://orcid.org/0000-0001-8865-3038","observed_orcids":["https://orcid.org/0000-0001-8865-3038"]},"institutions":[{"id":"https://openalex.org/I1284598098","display_name":"King Abdulaziz City for Science and Technology","ror":"https://ror.org/05tdz6m39","country_code":"SA","type":"facility","lineage":["https://openalex.org/I1284598098"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mirzazadeh, Ali","raw_affiliation_strings":["\u00b3 King Abdulaziz City for Science and Technology (KACST) , Riyadh , Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00b3 King Abdulaziz City for Science and Technology (KACST) , Riyadh , Saudi Arabia","institution_ids":["https://openalex.org/I1284598098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120697715","display_name":"Simon Cadavid","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1284598098","display_name":"King Abdulaziz City for Science and Technology","ror":"https://ror.org/05tdz6m39","country_code":"SA","type":"facility","lineage":["https://openalex.org/I1284598098"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Cadavid, Simon","raw_affiliation_strings":["\u00b3 King Abdulaziz City for Science and Technology (KACST) , Riyadh , Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00b3 King Abdulaziz City for Science and Technology (KACST) , Riyadh , Saudi Arabia","institution_ids":["https://openalex.org/I1284598098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069067345","display_name":"Kaiwen Zha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zha, Kaiwen","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) , Cambridge , MA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) , Cambridge , MA , USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100517151","display_name":"Chao Li","orcid":"https://orcid.org/0000-0002-9040-0176","observed_orcids":["https://orcid.org/0000-0002-9040-0176"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li, Chao","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) , Cambridge , MA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) , Cambridge , MA , USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120697716","display_name":"Sultan Alzahrani","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alzahrani, Sultan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120717874","display_name":"Manar Alawajy","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alawajy, Manar","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) , Cambridge , MA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) , Cambridge , MA , USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006219220","display_name":"Joshua Korzenik","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1284598098","display_name":"King Abdulaziz City for Science and Technology","ror":"https://ror.org/05tdz6m39","country_code":"SA","type":"facility","lineage":["https://openalex.org/I1284598098"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Korzenik, Joshua","raw_affiliation_strings":["\u00b3 King Abdulaziz City for Science and Technology (KACST) , Riyadh , Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00b3 King Abdulaziz City for Science and Technology (KACST) , Riyadh , Saudi Arabia","institution_ids":["https://openalex.org/I1284598098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023669805","display_name":"Kreshnik Hoti","orcid":"https://orcid.org/0000-0001-7652-6074","observed_orcids":["https://orcid.org/0000-0001-7652-6074"]},"institutions":[{"id":"https://openalex.org/I78768387","display_name":"University of Prishtina","ror":"https://ror.org/05t3p2g92","country_code":"XK","type":"education","lineage":["https://openalex.org/I78768387"]}],"countries":["XK"],"is_corresponding":false,"raw_author_name":"Hoti, Kreshnik","raw_affiliation_strings":["University of Prishtina , Faculty of Medicine , Division of Pharmacy , Kosovo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Prishtina , Faculty of Medicine , Division of Pharmacy , Kosovo","institution_ids":["https://openalex.org/I78768387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111959397","display_name":"Charles L. Reynolds","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210134769","display_name":"University of Pittsburgh Medical Center","ror":"https://ror.org/04ehecz88","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210098814","https://openalex.org/I4210134769"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Reynolds, Charles","raw_affiliation_strings":["University of Pittsburgh Medical Center , Pittsburgh , PA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pittsburgh Medical Center , Pittsburgh , PA , USA","institution_ids":["https://openalex.org/I4210134769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084949673","display_name":"David Mischoulon","orcid":"https://orcid.org/0000-0001-7233-5860","observed_orcids":["https://orcid.org/0000-0001-7233-5860"]},"institutions":[{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mischoulon, David","raw_affiliation_strings":["Massachusetts General Hospital &"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital &","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061744472","display_name":"John Weyl Winkelman","orcid":"https://orcid.org/0000-0003-1673-5418","observed_orcids":["https://orcid.org/0000-0003-1673-5418"]},"institutions":[{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Winkelman, John","raw_affiliation_strings":["Massachusetts General Hospital &"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital &","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084024326","display_name":"Maurizio Fava M. D","orcid":"https://orcid.org/0000-0002-4635-0458","observed_orcids":["https://orcid.org/0000-0002-4635-0458"]},"institutions":[{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fava, Maurizio","raw_affiliation_strings":["Massachusetts General Hospital &"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital &","institution_ids":["https://openalex.org/I4210087915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052959289","display_name":"Dina Katabi","orcid":"https://orcid.org/0000-0003-4854-4157","observed_orcids":["https://orcid.org/0000-0003-4854-4157"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Katabi, Dina","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11620","display_name":"Medication Adherence and Compliance","score":0.6309000253677368,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/T11620","display_name":"Medication Adherence and Compliance","score":0.6309000253677368,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.07639999687671661,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.032099999487400055,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/antidepressant-adherence","display_name":"antidepressant adherence","score":0.8899999856948853},{"id":"https://openalex.org/keywords/sleep-data","display_name":"sleep data","score":0.5019999742507935},{"id":"https://openalex.org/keywords/wearable-sensors","display_name":"wearable sensors","score":0.7390000224113464},{"id":"https://openalex.org/keywords/transformer","display_name":"transformer models","score":0.7789999842643738},{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":0.6050000190734863},{"id":"https://openalex.org/keywords/medication-non-adherence","display_name":"medication non-adherence","score":0.5389999747276306},{"id":"https://openalex.org/keywords/dose-assessment","display_name":"dose estimation","score":0.5139999985694885},{"id":"https://openalex.org/keywords/psychotropic-drugs","display_name":"psychotropic drugs","score":0.5249999761581421},{"id":"https://openalex.org/keywords/medication-tapering","display_name":"medication tapering","score":0.5009999871253967}],"concepts":[{"id":"https://openalex.org/C2779177272","wikidata":"https://www.wikidata.org/wiki/Q76560","display_name":"Antidepressant","level":3,"score":0.8066999912261963},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7336999773979187},{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.6061000227928162},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.44449999928474426},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.4383000135421753},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3540000021457672},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.3345000147819519},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.32839998602867126},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C2779384505","wikidata":"https://www.wikidata.org/wiki/Q17007513","display_name":"Concomitant","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C2780798758","wikidata":"https://www.wikidata.org/wiki/Q395229","display_name":"Agomelatine","level":4,"score":0.2705000042915344},{"id":"https://openalex.org/C2779657639","wikidata":"https://www.wikidata.org/wiki/Q908843","display_name":"Tricyclic antidepressant","level":4,"score":0.26829999685287476},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.2655999958515167},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.2581999897956848}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2510.10364","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.10364","pdf_url":"https://arxiv.org/pdf/2510.10364","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2510.10364","doi":"https://doi.org/10.48550/arxiv.2510.10364","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2510.10364","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2510.10364","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.10364","pdf_url":"https://arxiv.org/pdf/2510.10364","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":1.0}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4417100203.pdf","grobid_xml":"https://content.openalex.org/works/W4417100203.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1513458054","https://openalex.org/W1968895338","https://openalex.org/W1994600607","https://openalex.org/W1997749666","https://openalex.org/W1998645304","https://openalex.org/W2020752050","https://openalex.org/W2034924407","https://openalex.org/W2044865959","https://openalex.org/W2059068075","https://openalex.org/W2071573356","https://openalex.org/W2077315601","https://openalex.org/W2083412530","https://openalex.org/W2087501269","https://openalex.org/W2090038519","https://openalex.org/W2091893560","https://openalex.org/W2094716109","https://openalex.org/W2104265097","https://openalex.org/W2110863942","https://openalex.org/W2129633806","https://openalex.org/W2132158939","https://openalex.org/W2137354881","https://openalex.org/W2147327969","https://openalex.org/W2147547930","https://openalex.org/W2148549424","https://openalex.org/W2155255460","https://openalex.org/W2183656574","https://openalex.org/W2186244073","https://openalex.org/W2201421223","https://openalex.org/W2257069691","https://openalex.org/W2321402924","https://openalex.org/W2350506850","https://openalex.org/W2415833410","https://openalex.org/W2742814779","https://openalex.org/W2755937803","https://openalex.org/W2768207118","https://openalex.org/W2771376041","https://openalex.org/W2796359460","https://openalex.org/W2835408549","https://openalex.org/W2895770075","https://openalex.org/W2904877176","https://openalex.org/W2912292962","https://openalex.org/W2914509993","https://openalex.org/W2952379393","https://openalex.org/W3024586372","https://openalex.org/W3093860679","https://openalex.org/W3094502228","https://openalex.org/W3096784486","https://openalex.org/W3122139058","https://openalex.org/W3138781903","https://openalex.org/W3166047869","https://openalex.org/W4225388848","https://openalex.org/W4283656768","https://openalex.org/W4292309984","https://openalex.org/W4296849127","https://openalex.org/W4306722800","https://openalex.org/W4312129775","https://openalex.org/W4316174681","https://openalex.org/W4319019054","https://openalex.org/W4319315009","https://openalex.org/W4387307580","https://openalex.org/W4399773898","https://openalex.org/W4401713527"],"related_works":["https://openalex.org/W2998305302","https://openalex.org/W4391773908","https://openalex.org/W7134898914","https://openalex.org/W7126118719","https://openalex.org/W4409279739","https://openalex.org/W4367393795","https://openalex.org/W4387085788","https://openalex.org/W4406322275","https://openalex.org/W4293149647","https://openalex.org/W7211896261"],"abstract_inverted_index":{"Antidepressant":[0],"nonadherence":[1],"is":[2],"pervasive,":[3],"driving":[4],"relapse,":[5],"hospitalization,":[6],"suicide":[7],"risk,":[8],"and":[9,33,106,118,133],"billions":[10],"in":[11],"avoidable":[12],"costs.":[13],"Clinicians":[14],"need":[15],"tools":[16],"that":[17,45],"detect":[18],"adherence":[19,77,125],"lapses":[20],"promptly,":[21],"yet":[22],"current":[23],"methods":[24],"are":[25],"either":[26],"invasive":[27],"(serum":[28],"assays,":[29],"neuroimaging)":[30],"or":[31,65],"proxy-based":[32],"inaccurate":[34],"(pill":[35],"counts,":[36],"pharmacy":[37],"refills).":[38],"We":[39],"present":[40],"the":[41,93],"first":[42],"noninvasive":[43],"biomarker":[44,94],"detects":[46],"antidepressant":[47,71,91],"intake":[48],"from":[49,61,87],"a":[50,62],"single":[51],"night":[52],"of":[53],"sleep.":[54],"A":[55],"transformer-based":[56],"model":[57],"analyzes":[58],"sleep":[59],"data":[60],"consumer":[63],"wearable":[64],"contactless":[66],"wireless":[67],"sensor":[68],"to":[69,109,129],"infer":[70],"intake,":[72],"enabling":[73],"remote,":[74],"effortless,":[75],"daily":[76],"assessment":[78],"at":[79],"home.":[80],"Across":[81],"six":[82],"datasets":[83],"comprising":[84],"62,000":[85],"nights":[86],">20,000":[88],"participants":[89],"(1,800":[90],"users),":[92],"achieved":[95],"AUROC":[96],"=":[97],"0.84,":[98],"generalized":[99],"across":[100],"drug":[101],"classes,":[102],"scaled":[103],"with":[104,127],"dose,":[105],"remained":[107],"robust":[108],"concomitant":[110],"psychotropics.":[111],"Longitudinal":[112],"monitoring":[113],"captured":[114],"real-world":[115],"initiation,":[116],"tapering,":[117],"lapses.":[119],"This":[120],"approach":[121],"offers":[122],"objective,":[123],"scalable":[124],"surveillance":[126],"potential":[128],"improve":[130],"depression":[131],"care":[132],"outcomes.":[134]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-10-15T00:00:00"}