{"id":"https://openalex.org/W3036914761","doi":"https://doi.org/10.1109/jbhi.2020.3004072","title":"HCET: Hierarchical Clinical Embedding With Topic Modeling on Electronic Health Records for Predicting Future Depression","display_name":"HCET: Hierarchical Clinical Embedding With Topic Modeling on Electronic Health Records for Predicting Future Depression","publication_year":2020,"publication_date":"2020-06-22","ids":{"openalex":"https://openalex.org/W3036914761","doi":"https://doi.org/10.1109/jbhi.2020.3004072","mag":"3036914761","pmid":"https://pubmed.ncbi.nlm.nih.gov/32749975"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2020.3004072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2020.3004072","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":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8086808","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045463806","display_name":"Yiwen Meng","orcid":"https://orcid.org/0000-0001-8055-4510"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I4210121124","display_name":"Computational Diagnostics (United States)","ror":"https://ror.org/02fv0rq89","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121124"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiwen Meng","raw_affiliation_strings":["Computational Diagnostics Lab, and the Department of Bioengineering, University of California Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Diagnostics Lab, and the Department of Bioengineering, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765","https://openalex.org/I4210121124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029456122","display_name":"William Speier","orcid":"https://orcid.org/0000-0002-0890-8684"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I4210121124","display_name":"Computational Diagnostics (United States)","ror":"https://ror.org/02fv0rq89","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121124"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Speier","raw_affiliation_strings":["Computational Diagnostics Lab, and the Department of Radiology, University of California Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Diagnostics Lab, and the Department of Radiology, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765","https://openalex.org/I4210121124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032533520","display_name":"Michael Ong","orcid":"https://orcid.org/0000-0001-8530-7754"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Ong","raw_affiliation_strings":["Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001751044","display_name":"Corey Arnold","orcid":"https://orcid.org/0000-0002-4119-8143"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I4210121124","display_name":"Computational Diagnostics (United States)","ror":"https://ror.org/02fv0rq89","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121124"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Corey W. Arnold","raw_affiliation_strings":["Computational Diagnostics Lab, and the Department of Bioengineering, Department of Radiology and the Department of Pathology, at the University of California Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Diagnostics Lab, and the Department of Bioengineering, Department of Radiology and the Department of Pathology, at the University of California Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765","https://openalex.org/I4210121124"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.4235,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.95352578,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"25","issue":"4","first_page":"1265","last_page":"1272"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9675999879837036,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/interpretability","display_name":"Interpretability","score":0.8645235896110535},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6912906169891357},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6066612005233765},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.6024170517921448},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.5589512586593628},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5440189242362976},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5431652665138245},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.469200074672699},{"id":"https://openalex.org/keywords/hierarchical-database-model","display_name":"Hierarchical database model","score":0.4683890640735626},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.46578139066696167},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4430857002735138},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4238150119781494},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37961891293525696},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3558584153652191},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.29459017515182495},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21146881580352783},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13721001148223877},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.10407865047454834}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8645235896110535},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6912906169891357},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6066612005233765},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.6024170517921448},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.5589512586593628},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5440189242362976},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5431652665138245},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.469200074672699},{"id":"https://openalex.org/C144986985","wikidata":"https://www.wikidata.org/wiki/Q871236","display_name":"Hierarchical database model","level":2,"score":0.4683890640735626},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.46578139066696167},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4430857002735138},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4238150119781494},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37961891293525696},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3558584153652191},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.29459017515182495},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21146881580352783},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13721001148223877},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.10407865047454834},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1109/jbhi.2020.3004072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2020.3004072","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:32749975","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32749975","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},{"id":"pmh:oai:escholarship.org:ark:/13030/qt93479724","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/93479724","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics, vol 25, iss 4","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8086808","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8086808","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8086808","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8086808","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE J Biomed Health Inform","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.4699999988079071,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G6391246527","display_name":null,"funder_award_id":"R01HL141773","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G8192869175","display_name":null,"funder_award_id":"R01 HL141773","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"}],"funders":[{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W200246157","https://openalex.org/W1522301498","https://openalex.org/W1845587167","https://openalex.org/W1956509155","https://openalex.org/W1985329916","https://openalex.org/W1987811240","https://openalex.org/W2023962466","https://openalex.org/W2085912806","https://openalex.org/W2134431612","https://openalex.org/W2164434252","https://openalex.org/W2166751697","https://openalex.org/W2174344915","https://openalex.org/W2216133675","https://openalex.org/W2343760456","https://openalex.org/W2404901863","https://openalex.org/W2518582440","https://openalex.org/W2557074642","https://openalex.org/W2607113351","https://openalex.org/W2616901848","https://openalex.org/W2626967530","https://openalex.org/W2751884637","https://openalex.org/W2797445167","https://openalex.org/W2809396336","https://openalex.org/W2889599487","https://openalex.org/W2896457183","https://openalex.org/W2912654919","https://openalex.org/W2951704914","https://openalex.org/W2963078493","https://openalex.org/W2963208729","https://openalex.org/W2963271116","https://openalex.org/W2963292145","https://openalex.org/W2963341956","https://openalex.org/W2964006392","https://openalex.org/W2964121744","https://openalex.org/W2985962305","https://openalex.org/W4232054316","https://openalex.org/W4294170691","https://openalex.org/W6631190155","https://openalex.org/W6680930200","https://openalex.org/W6682691769","https://openalex.org/W6685812147","https://openalex.org/W6713413269","https://openalex.org/W6726186668","https://openalex.org/W6738631160","https://openalex.org/W6739651123","https://openalex.org/W6754497374","https://openalex.org/W6755207826"],"related_works":["https://openalex.org/W187932805","https://openalex.org/W1641026212","https://openalex.org/W4312053962","https://openalex.org/W2078646730","https://openalex.org/W2087134418","https://openalex.org/W2323588885","https://openalex.org/W3047677938","https://openalex.org/W2920854314","https://openalex.org/W4302340031","https://openalex.org/W2398973086"],"abstract_inverted_index":{"Recent":[0],"developments":[1],"in":[2,13,93,122],"machine":[3],"learning":[4],"algorithms":[5],"have":[6,172],"enabled":[7],"models":[8],"to":[9,104,162,167],"exhibit":[10],"impressive":[11],"performance":[12,140],"healthcare":[14],"tasks":[15],"using":[16],"electronic":[17],"health":[18],"record":[19],"(EHR)":[20],"data.":[21],"However,":[22],"the":[23,88,91,94,126,139,144,149,159],"heterogeneous":[24,42,164],"nature":[25],"and":[26,44,51,74,177],"sparsity":[27,46],"of":[28,71,90,96,120],"EHR":[29,72,134,165],"data":[30,43,73,135,154],"remains":[31],"challenging.":[32],"In":[33],"this":[34],"work,":[35],"we":[36],"present":[37],"a":[38,105,117],"model":[39],"that":[40,110],"utilizes":[41],"addresses":[45],"by":[47,147],"representing":[48],"diagnoses,":[49],"procedures,":[50],"medication":[52],"codes":[53],"with":[54,60,116],"temporal":[55],"Hierarchical":[56],"Clinical":[57],"Embeddings":[58],"combined":[59],"Topic":[61],"modeling":[62],"(HCET)":[63],"on":[64,79],"clinical":[65,106],"notes.":[66],"HCET":[67,111],"aggregates":[68],"various":[69,100],"categories":[70],"learns":[75],"inherent":[76],"structure":[77],"based":[78],"hospital":[80],"visits":[81],"for":[82,152,175],"an":[83],"individual":[84],"patient.":[85],"We":[86,108],"demonstrate":[87,158],"potential":[89],"approach":[92],"task":[95],"predicting":[97],"depression":[98],"at":[99],"time":[101],"points":[102],"prior":[103],"diagnosis.":[107],"found":[109],"outperformed":[112],"all":[113],"baseline":[114],"methods":[115],"highest":[118],"improvement":[119],"0.07":[121],"precision-recall":[123],"area":[124],"under":[125],"curve":[127],"(PRAUC).":[128],"Furthermore,":[129],"applying":[130],"attention":[131],"weights":[132],"across":[133],"modalities":[136],"significantly":[137],"improved":[138],"as":[141,143],"well":[142],"model's":[145,160],"interpretability":[146],"revealing":[148],"relative":[150],"weight":[151],"each":[153],"modality.":[155],"Our":[156],"results":[157],"ability":[161],"utilize":[163],"information":[166],"predict":[168],"depression,":[169],"which":[170],"may":[171],"future":[173],"implications":[174],"screening":[176],"early":[178],"detection.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
