{"id":"W2996273672","doi":"10.1016/j.brat.2019.103533","title":"Peer supervision for assuring the quality of non-specialist provider delivered psychological intervention: Lessons from a trial for perinatal depression in Goa, India","year":2019,"lang":"en","type":"article","venue":"Behaviour Research and Therapy","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto","funders":"National Institutes of Health; National Institute of Mental Health; University of Toronto","keywords":"Context (archaeology); Likert scale; Focus group; Psychology; Intervention (counseling); Mental health; Clinical psychology; Scale (ratio); Applied psychology; Medicine; Psychiatry; Developmental psychology","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":[0.002818481,0.0001276123,0.0002786088,0.0001280335,0.0001526813,0.00008725249,0.0003396021,0.0001621807,0.0004641345],"category_scores_gemma":[0.0001294366,0.00008973622,0.0002130038,0.0001446768,0.0001501741,0.0001519901,0.0001087875,0.0003100137,0.0000143844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005733953,"about_ca_system_score_gemma":0.00002202068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899857,"about_ca_topic_score_gemma":0.0003276706,"domain_scores_codex":[0.9976636,0.0004262458,0.0005860978,0.0004681657,0.0004445462,0.0004113968],"domain_scores_gemma":[0.998344,0.0007760288,0.0001256588,0.0003829685,0.0002792896,0.00009203445],"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":[0.1959398,0.0100496,0.2432383,0.0002085383,0.0001230956,0.000009060768,0.003290993,3.1917e-7,0.001746231,0.007784105,0.002659733,0.5349502],"study_design_scores_gemma":[0.06218988,0.006396059,0.9220306,0.0002148707,0.000003922808,0.000002407282,0.001570913,0.0000133802,0.0009765803,0.004748794,0.001711632,0.0001410104],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921224,0.000684942,0.0001227265,0.001184971,0.0006458099,0.00421931,0.0006317244,0.00001153402,0.0003765709],"genre_scores_gemma":[0.9963584,0.00002125272,0.0001499112,0.00002739837,0.0001315596,0.001511861,0.0001363242,0.00002137573,0.001641923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6787922,"threshold_uncertainty_score":0.5081947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2791272678368579,"score_gpt":0.5633371823425869,"score_spread":0.284209914505729,"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."}}