{"id":"W3193615394","doi":"10.1136/bmjpo-2021-001167","title":"Characteristics of child welfare investigations reported by healthcare professionals in Ontario: secondary analysis of a regional database","year":2021,"lang":"en","type":"article","venue":"BMJ Paediatrics Open","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Referral; Neglect; Domestic violence; Medicine; Health care; Welfare; Family medicine; Child abuse; Psychiatry; Mental health; Psychology; Suicide prevention; Poison control; Nursing; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006385731,0.0001525563,0.0006602172,0.0004060657,0.0001046231,0.00002104094,0.0003765175,0.0001578071,0.003428355],"category_scores_gemma":[0.0002343443,0.0001570481,0.0001566727,0.00196216,0.00005726061,0.0001535886,0.0002776381,0.0004899376,0.000007342821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006542246,"about_ca_system_score_gemma":0.0009137507,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04821958,"about_ca_topic_score_gemma":0.1543467,"domain_scores_codex":[0.9975464,0.0002582014,0.001187522,0.0004685656,0.0003200225,0.0002192532],"domain_scores_gemma":[0.9977013,0.0001799868,0.0008283061,0.0008457004,0.0003079046,0.0001367741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000101624,0.001016674,0.9592648,0.00008979133,0.0008834856,0.0001931506,0.002740548,0.000002033212,0.00002036591,0.005876295,0.02904646,0.0007647541],"study_design_scores_gemma":[0.0009847324,0.00003146562,0.9838789,0.00008954713,0.0004615625,0.00002308622,0.0007992949,0.000008976631,0.00004475176,0.00008308011,0.01342683,0.0001677621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754837,0.0007128414,0.00001518656,0.01373572,0.0003136825,0.0009037211,0.002723278,0.00001182521,0.006100027],"genre_scores_gemma":[0.986631,0.00004564905,0.0006079935,0.001409025,0.00005193831,0.0001035936,0.01012355,0.00001872425,0.001008545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061271,"threshold_uncertainty_score":0.9974827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05860474842414728,"score_gpt":0.3667565520828554,"score_spread":0.3081518036587081,"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."}}