{"id":"W2521222161","doi":"10.1186/s12913-016-1756-0","title":"Computer-assisted client assessment survey for mental health: patient and health provider perspectives","year":2016,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Wellesley Institute; Access Alliance Multicultural Health and Community Services; York University","funders":"Canadian Institutes of Health Research; Ministero dello Sviluppo Economico","keywords":"Mental health; Nursing; Health informatics; Medicine; Nursing research; Health administration; Qualitative research; Medical education; Psychology; Public health; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007845727,0.0003277023,0.0006790879,0.0004770965,0.001284528,0.0001636941,0.0004389847,0.0001155951,0.0001547223],"category_scores_gemma":[0.00001893397,0.0002544907,0.0001339414,0.0005422941,0.0002356651,0.0002929994,0.0004349905,0.0003600789,0.0001273455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003061018,"about_ca_system_score_gemma":0.001902685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01375153,"about_ca_topic_score_gemma":0.0179355,"domain_scores_codex":[0.9906865,0.003362068,0.001503728,0.001271004,0.0009997941,0.0021769],"domain_scores_gemma":[0.9957034,0.001077032,0.000592577,0.0007253268,0.0004989337,0.001402702],"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":[0.001146441,0.006500544,0.06846756,0.008353414,0.0001554068,0.000003027358,0.03404743,7.343484e-7,0.000004748361,0.01316775,0.029523,0.8386299],"study_design_scores_gemma":[0.003483938,0.01570386,0.9349161,0.00203828,0.000001593799,0.0000277624,0.01779962,0.0002541576,0.00000476915,0.0003856949,0.02509513,0.0002890648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7104437,0.02260235,0.01129689,0.2072386,0.006865958,0.0310729,0.008284396,0.0005903321,0.001604865],"genre_scores_gemma":[0.9854906,0.0002770619,0.006869498,0.004316569,0.0002117327,0.001419229,0.0003355401,0.0000910401,0.0009887632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8664486,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1968875801767977,"score_gpt":0.5523156279933112,"score_spread":0.3554280478165135,"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."}}