{"id":"W4417102923","doi":"10.1136/bmjpo-2025-004076","title":"Medical neglect in Canada: a cross-sectional study exploring drivers of substantiation using a national dataset","year":2025,"lang":"en","type":"article","venue":"BMJ Paediatrics Open","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Hospital for Sick Children; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Neglect; Harm; Context (archaeology); Welfare; Health care; Occupational safety and health; Child neglect; Suicide prevention","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":[],"consensus_categories":[],"category_scores_codex":[0.0009302775,0.00009678679,0.0001939793,0.0002881612,0.00008279426,0.00004809253,0.0004893084,0.00006461555,0.0006705786],"category_scores_gemma":[0.0003171734,0.0001044289,0.00002797293,0.0008796246,0.00002152046,0.0002341111,0.0002182377,0.0001971141,0.000008649537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004686966,"about_ca_system_score_gemma":0.003173897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6885317,"about_ca_topic_score_gemma":0.824842,"domain_scores_codex":[0.9981527,0.000129171,0.0005388567,0.0003075258,0.0006837136,0.0001880456],"domain_scores_gemma":[0.9991596,0.0003280677,0.0001402722,0.0002035956,0.0001127815,0.00005562768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001051413,0.0002559597,0.9920945,0.000009109101,0.00007648056,0.00006252535,0.0003360664,0.0004764858,0.000002953985,0.0009917658,0.005258551,0.0003305146],"study_design_scores_gemma":[0.002457943,0.00002212239,0.9956555,0.00001435768,0.00001688684,0.000005082828,0.0005724579,0.0004403226,0.000005892729,0.0001013424,0.0006125069,0.00009555656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956804,0.00005963271,0.00007250132,0.00008996083,0.001028583,0.0007797622,0.0005114594,0.000005534969,0.001772177],"genre_scores_gemma":[0.9992314,0.000009789192,0.00007488553,0.0001658641,0.000129206,0.00007278342,0.0002807844,0.000007420038,0.00002787265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1363103,"threshold_uncertainty_score":0.7342365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372623916590748,"score_gpt":0.4221972709047094,"score_spread":0.2849348792456347,"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."}}