{"id":"W4414392659","doi":"10.1192/bjo.2025.10864","title":"The contribution of <i>BJPsych Open</i> to the growing relevance of legal epidemiology","year":2025,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Relevance (law); Coercion (linguistics); Human rights; Epidemiology; Mental health; Mental illness","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":[0.003238095,0.0001623485,0.0005268606,0.00005224763,0.0003051955,0.00006135707,0.002796803,0.0001188212,0.0001916349],"category_scores_gemma":[0.0007387975,0.00009802724,0.0001234007,0.0005144892,0.0001704088,0.0002521295,0.0006336113,0.0002634801,0.0001361441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002679936,"about_ca_system_score_gemma":0.00009208397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002056696,"about_ca_topic_score_gemma":0.001206303,"domain_scores_codex":[0.9975411,0.0006961251,0.0007943567,0.0004423093,0.0001121661,0.0004139713],"domain_scores_gemma":[0.9962035,0.00203093,0.0003067491,0.001243164,0.0001608188,0.00005476856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000919523,0.0001555535,0.005267172,0.000006448337,0.0002151092,0.000001819172,0.0002763137,0.00001973601,0.0002850496,0.7457179,0.1927918,0.05434356],"study_design_scores_gemma":[0.001705114,0.0001622433,0.07600315,0.0001356086,0.00004030906,0.000007864231,0.0003663609,0.000008510875,0.000846763,0.009988585,0.9106244,0.0001110412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2233803,0.007366665,0.004575504,0.2062162,0.007051054,0.011053,0.0001058,0.00005218465,0.5401993],"genre_scores_gemma":[0.9807476,0.0001370718,0.0003205933,0.01020272,0.0001276926,0.0003577886,0.00001177549,0.00001598935,0.008078742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7573673,"threshold_uncertainty_score":0.5197202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04932672749095796,"score_gpt":0.4125303807386658,"score_spread":0.3632036532477078,"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."}}