{"id":"W3162811359","doi":"10.1136/bmj.n972","title":"Accuracy of the Hospital Anxiety and Depression Scale Depression subscale (HADS-D) to screen for major depression: systematic review and individual participant data meta-analysis","year":2021,"lang":"en","type":"review","venue":"BMJ","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":257,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Kaohsiung Chang Gung Memorial Hospital; Departament d'Universitats, Recerca i Societat de la Informació; National Health and Medical Research Council; Government of Western Australia; Deutsche Krebshilfe; Norges Forskningsråd; Canadian Breast Cancer Research Alliance; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Bethlehem Griffiths Research Foundation; National Breast Cancer Foundation; Bundesministerium für Bildung und Forschung; Comisión Nacional de Investigación Científica y Tecnológica; University of Sydney; Università degli Studi di Ferrara; Universität Heidelberg; Chang Gung Medical Foundation; Deutsche Rentenversicherung; Instituto de Salud Carlos III; National Research Foundation; Universiti Sains Malaysia; Hunter Medical Research Institute; Australian Government; Canadian Institutes of Health Research; Transport Accident Commission; European Commission; Medical Research Council; National Research Foundation of Korea; Irish Cancer Society; Instituto Nacional de Ciência e Tecnologia Translacional em Medicina; Canadian Prostate Cancer Research Initiative; Société Française de Dermatologie et de Pathologie Sexuellement Transmissible; Ministerio de Sanidad, Consumo y Bienestar Social; Fundação de Amparo à Pesquisa e Inovação do Estado de Santa Catarina; University of Melbourne; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Mini-international neuropsychiatric interview; PsycINFO; Meta-analysis; Hospital Anxiety and Depression Scale; Anxiety; Depression (economics); MEDLINE; Clinical psychology; Medicine; Psychiatry; Bivariate analysis; Psychology; Internal medicine; Machine learning; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04806457,0.003864446,0.02737031,0.008053801,0.0008047781,0.004657451,0.003430854,0.003392457,0.002601752],"category_scores_gemma":[0.1206084,0.002347565,0.05191077,0.006294836,0.001467425,0.003062575,0.002113326,0.002331568,0.0003338493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003762721,"about_ca_system_score_gemma":0.00450389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006561377,"about_ca_topic_score_gemma":0.01411485,"domain_scores_codex":[0.9660324,0.01847984,0.00881407,0.003129141,0.003077821,0.0004666816],"domain_scores_gemma":[0.9297388,0.05460172,0.00917875,0.002118696,0.003986893,0.000375089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001660527,0.00001852501,0.0033347,0.2769882,0.7098128,0.00007211095,0.00007761776,0.0004657463,0.0001362793,0.00009779594,0.0002936221,0.007042002],"study_design_scores_gemma":[0.0005740833,0.0001683738,0.00191325,0.02202439,0.9742396,0.00006917628,0.00002471555,0.0001746999,0.0001118388,0.0001515146,0.0005268653,0.00002153579],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006664731,0.9893881,0.001561282,0.000227801,0.0002627936,0.0009231476,0.0006179009,0.00004715262,0.0003071648],"genre_scores_gemma":[0.3469227,0.6337879,0.009237533,0.001826907,0.0005431418,0.005481658,0.001591945,0.0001031179,0.0005052233],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04806457,"threshold_uncertainty_score":0.2541928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2415388670780095,"score_gpt":0.4698706166746784,"score_spread":0.228331749596669,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}