{"id":"W3095396791","doi":"10.1016/j.jbct.2020.10.001","title":"Assessing health worker competence to deliver a brief psychological treatment for depression: Development and validation of a scalable measure","year":2020,"lang":"en","type":"article","venue":"Journal of Behavioral and Cognitive Therapy","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"National Institute of Mental Health","keywords":"Competence (human resources); Measure (data warehouse); Psychology; Applied psychology; Scalability; Clinical psychology; Computer science; Social psychology; Data mining","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":[0.0001821882,0.0001226928,0.0002867052,0.00004325549,0.0001243786,0.00003505081,0.0000449035,0.00004753498,0.00005528523],"category_scores_gemma":[0.000004702135,0.00008376922,0.00006279472,0.00009241387,0.00003995863,0.00009270885,0.00001116758,0.00007852499,0.000001267092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002162853,"about_ca_system_score_gemma":0.0000486875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008316288,"about_ca_topic_score_gemma":0.000001483159,"domain_scores_codex":[0.9990749,0.00007431949,0.0003629138,0.000184151,0.0001610897,0.0001426547],"domain_scores_gemma":[0.9993055,0.00003901835,0.0002262855,0.00002589352,0.000205894,0.0001973554],"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":[0.001856765,0.0009103852,0.03667995,0.00001089112,0.00007710203,0.00000704286,0.008286219,6.094344e-7,0.001017094,0.000029144,0.0002067319,0.9509181],"study_design_scores_gemma":[0.005887537,0.003059507,0.9812139,0.0006781418,0.00004672158,0.00005367916,0.003054819,0.000002190674,0.002512309,0.0001021878,0.003204478,0.0001845709],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932514,0.001949018,0.002787158,0.001493201,0.0001350998,0.0003094362,0.00001067347,0.000005171536,0.00005881403],"genre_scores_gemma":[0.9958611,0.0001885683,0.002322048,0.001460193,0.0001157745,0.00001189681,0.000006482702,0.000007031865,0.00002693091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9507335,"threshold_uncertainty_score":0.341601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.167813311810891,"score_gpt":0.4083281932237058,"score_spread":0.2405148814128148,"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."}}