{"id":"W4323348568","doi":"10.1192/bjo.2023.29","title":"A 40-year study of child maltreatment over the early life course predicting psychiatric morbidity, using linked birth cohort and administrative health data: protocol for the Childhood Adversity and Lifetime Morbidity (CALM) study","year":2023,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Health and Medical Research Council; Medical Research Council; Dalhousie University; University of Queensland; Metro South Health","keywords":"Psychiatry; Mental health; Child abuse; Medicine; Poison control; Suicidal ideation; Life course approach; Cohort; Cohort study; Injury prevention; Suicide prevention; Psychology; Medical emergency; 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":[0.002194343,0.0003533479,0.0006006885,0.00009841209,0.001227682,0.0002040456,0.001096949,0.0000903064,0.00009051876],"category_scores_gemma":[0.00006236191,0.0002249151,0.00006837188,0.0005779929,0.0001413333,0.0002587601,0.001008026,0.0003985824,0.000009948347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002817417,"about_ca_system_score_gemma":0.0002631019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007694481,"about_ca_topic_score_gemma":0.002926033,"domain_scores_codex":[0.996825,0.000591875,0.000658502,0.001019681,0.0004362708,0.0004687125],"domain_scores_gemma":[0.9971826,0.0004503623,0.0005499396,0.001534215,0.0000725143,0.0002103612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001127759,0.006646249,0.9690418,0.00004126389,0.001631639,0.000008676014,0.01403038,0.00001217354,2.065565e-7,0.00005310052,0.006454292,0.0009524856],"study_design_scores_gemma":[0.01272196,0.004063585,0.9642755,0.00005708191,0.0004309548,0.0000151342,0.01693411,0.0002629291,3.112688e-7,0.00003200669,0.001001782,0.0002046047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7653588,0.00006648745,0.000007963363,0.001222644,0.0001940264,0.2322508,0.0004580454,0.00005423796,0.0003869935],"genre_scores_gemma":[0.9638285,0.00001968383,0.00006909302,0.0002672891,0.0003650467,0.0352771,0.00002806333,0.00004844115,0.00009679158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1984697,"threshold_uncertainty_score":0.9989133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1446366883552059,"score_gpt":0.4397150479194536,"score_spread":0.2950783595642477,"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."}}