{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003155212,0.0001077672,0.0002395787,0.00009506483,0.00008582039,0.000006424315,0.00004726416,0.0001131349,0.00005091535],"category_scores_gemma":[0.00001329454,0.00008288489,0.00002184581,0.0001034137,0.00003805496,0.0002497815,0.0000419796,0.00006955345,4.548264e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000215767,"about_ca_system_score_gemma":0.00002640476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003058889,"about_ca_topic_score_gemma":0.000004953261,"domain_scores_codex":[0.9987326,0.0001044269,0.0005858779,0.0002665043,0.0001587608,0.0001518879],"domain_scores_gemma":[0.9992487,0.00008395912,0.0004001208,0.0001146946,0.00007229003,0.00008016956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001033477,0.0005031673,0.3045569,0.0003356565,0.00001427041,5.806409e-8,0.001775622,2.675056e-7,0.003467078,0.00001583902,0.002850889,0.6863769],"study_design_scores_gemma":[0.00401821,0.0002832243,0.8857803,0.001596643,0.00001753968,0.000004483571,0.001178344,0.00245222,0.1031871,0.0000936345,0.001268039,0.0001202642],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944665,0.0012379,0.002415638,0.00005662502,0.0001851354,0.00129379,0.0002956371,0.0000117407,0.00003703461],"genre_scores_gemma":[0.990271,0.0003063492,0.008574753,0.00003929943,0.00001344969,0.0003312678,0.0003227077,0.000008681096,0.0001325072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6862566,"threshold_uncertainty_score":0.3379948,"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."}}