{"id":"W2950418435","doi":"10.1007/s11013-019-09637-6","title":"Finding “What Works”: Theory of Change, Contingent Universals, and Virtuous Failure in Global Mental Health","year":2019,"lang":"en","type":"article","venue":"Culture Medicine and Psychiatry","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Scholarship; Global mental health; Epistemology; Theory of change; Reflexivity; Sociology; Mental health; Empirical evidence; Psychological intervention; Paradigm shift; Psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002164475,0.000116132,0.0003138097,0.0001075889,0.00007444913,0.00005754453,0.0001379108,0.00006960125,0.0004204334],"category_scores_gemma":[0.0000485193,0.00007039178,0.00002747617,0.0004174037,0.00009256568,0.0005143773,0.00004644166,0.0001281795,0.000009952957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003044738,"about_ca_system_score_gemma":0.00008203228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003128553,"about_ca_topic_score_gemma":0.0004753598,"domain_scores_codex":[0.9984778,0.0001693283,0.0003820943,0.0002666747,0.0005470265,0.0001570369],"domain_scores_gemma":[0.99935,0.0000814996,0.0002367142,0.0001732851,0.00005624753,0.0001022879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001327779,0.00006867934,0.681072,0.00007554733,0.00002656344,7.880698e-7,0.03571663,0.000003109956,0.00003012343,0.02396861,0.02179791,0.2371073],"study_design_scores_gemma":[0.005990233,0.001205246,0.2252809,0.003840508,0.00002809369,0.00003573433,0.6599535,0.0004702614,0.000005527399,0.0163134,0.08657466,0.0003019337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.915179,0.03621545,0.00007863047,0.04378763,0.001839418,0.0004808567,0.000008909294,0.00001065842,0.002399466],"genre_scores_gemma":[0.9902543,0.004595477,0.0003809896,0.004118285,0.0001869924,0.000003360772,0.00001432499,0.000003821741,0.000442485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6242369,"threshold_uncertainty_score":0.4603451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125828354686574,"score_gpt":0.4472759188204269,"score_spread":0.321447564133853,"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."}}