{"id":"W4311949649","doi":"10.1007/s11126-022-10007-6","title":"Adaptation and translation of a scalable measure for assessing health worker competence to deliver a brief psychological intervention: A case study from central India of its comparison to a performance-based measure","year":2022,"lang":"en","type":"article","venue":"Psychiatric Quarterly","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute of Mental Health","keywords":"Competence (human resources); Psychological intervention; Applied psychology; Mental health; Psychology; Adaptation (eye); Clinical psychology; Medical education; Medicine; Nursing; Social psychology; Psychiatry","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":[0.0006920581,0.0001878003,0.0004439859,0.0002724147,0.0003546076,0.00003097083,0.0001528731,0.00005521698,0.0001683756],"category_scores_gemma":[0.000004175887,0.0001834591,0.00009949393,0.0006828784,0.00001866387,0.0001357563,0.00001120748,0.0001712079,0.000002779243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009798082,"about_ca_system_score_gemma":0.00004162886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001688012,"about_ca_topic_score_gemma":0.00077893,"domain_scores_codex":[0.9974357,0.0005197361,0.0008340162,0.000484937,0.0003771338,0.0003483999],"domain_scores_gemma":[0.9989387,0.0001246738,0.0004188874,0.0002215421,0.0001030606,0.0001930765],"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":[0.00296814,0.004995122,0.2240847,0.000187493,0.00008924486,0.00001396993,0.04012534,0.000302599,0.00002276371,0.00002045816,0.0003062377,0.7268839],"study_design_scores_gemma":[0.01242425,0.02619688,0.9009985,0.000213819,0.0001916959,0.00005607297,0.04810552,0.01131323,0.000009075548,0.00003263378,0.0001358209,0.0003225617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791169,0.002253355,0.01418761,0.0004253566,0.0006337191,0.003182383,0.0001388744,0.00002775413,0.00003407634],"genre_scores_gemma":[0.9942579,0.00000125005,0.004826818,0.0001995272,0.00005475805,0.000582403,0.00005185502,0.0000175187,0.000008021143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7265614,"threshold_uncertainty_score":0.7481245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08900739376502205,"score_gpt":0.388027171177505,"score_spread":0.299019777412483,"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."}}