{"id":"W1876653219","doi":"10.1002/da.22215","title":"DEVELOPMENT AND VALIDATION OF A PREDICTION ALGORITHM FOR USE BY HEALTH PROFESSIONALS IN PREDICTION OF RECURRENCE OF MAJOR DEPRESSION","year":2013,"lang":"en","type":"article","venue":"Depression and Anxiety","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Manitoba; University of Winnipeg; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Decile; Depression (economics); Mental health; Algorithm; Medicine; Epidemiology; Psychiatry; Statistics; Internal medicine; Computer science; Mathematics","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":[0.01684469,0.001029962,0.00118566,0.00232124,0.0007804221,0.00167419,0.001327859,0.001619526,0.001246627],"category_scores_gemma":[0.05764706,0.000529174,0.001079665,0.001220285,0.0004023822,0.001244245,0.001278542,0.001734476,0.0005087252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196422,"about_ca_system_score_gemma":0.00326719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103213,"about_ca_topic_score_gemma":0.005868178,"domain_scores_codex":[0.9944479,0.003305994,0.0004762986,0.0007914525,0.0007633496,0.0002149841],"domain_scores_gemma":[0.9718614,0.0190767,0.001303012,0.0009707413,0.006348658,0.0004395048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001145838,0.001249292,0.4927632,0.000167346,0.0006945828,0.0002201379,0.0006408842,0.1121937,0.001637357,0.00131665,0.005707135,0.3822639],"study_design_scores_gemma":[0.0001761946,0.0002791567,0.03584663,0.0000844205,0.0001427849,0.0001157786,0.0001203297,0.9605425,0.0009569745,0.001195821,0.0005078856,0.00003162636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6011744,0.0004513481,0.3902904,0.001141954,0.0001742541,0.001569042,0.000786826,0.002262698,0.002149177],"genre_scores_gemma":[0.7344708,0.0001492601,0.2628163,0.0001680781,0.00003835697,0.0008828269,0.0009560853,0.00005417909,0.0004641685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684469,"threshold_uncertainty_score":0.08908433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382203588159656,"score_gpt":0.3564902976092172,"score_spread":0.3182699387932517,"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."}}