{"id":"W2146442722","doi":"10.1503/cmaj.112004","title":"Enhancing the clinical utility of depression screening","year":2012,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":228,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Medicine; Variety (cybernetics); Psychiatry; Family medicine; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01560879,0.0004130341,0.0006881125,0.001057024,0.0005659558,0.002427544,0.001215559,0.004985538,0.01275834],"category_scores_gemma":[0.1286274,0.0001914123,0.0004558044,0.0004786063,0.001219615,0.00278891,0.001447997,0.004696431,0.005850763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037379,"about_ca_system_score_gemma":0.002428709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002682756,"about_ca_topic_score_gemma":0.004034771,"domain_scores_codex":[0.9886811,0.008196234,0.0006800751,0.0005533677,0.001557745,0.0003315437],"domain_scores_gemma":[0.8957006,0.0861969,0.002679521,0.002381532,0.009998447,0.003042943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006980005,0.0004016438,0.02676379,0.0006690301,0.00004967106,0.001776988,0.0005772214,0.0002362799,0.001240271,0.006509736,0.347312,0.6137654],"study_design_scores_gemma":[0.001114806,0.003918477,0.1310789,0.008219553,0.0004175123,0.03133472,0.002121538,0.01049284,0.004784632,0.06306971,0.7430896,0.0003576694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01524697,0.0127929,0.006082504,0.897274,0.006032753,0.0002603218,0.0001862263,0.0002983235,0.06182606],"genre_scores_gemma":[0.497306,0.01887744,0.02282619,0.3942588,0.0556276,0.0005210015,0.0002641136,0.0001640992,0.01015476],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01560879,"threshold_uncertainty_score":0.08254814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05897851960242087,"score_gpt":0.4002636166599979,"score_spread":0.341285097057577,"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."}}