{"id":"W4400920068","doi":"10.1080/02699052.2024.2381046","title":"Comparison of concordance and predictive validity of head injuries from parental reports and medical records","year":2024,"lang":"en","type":"article","venue":"Brain Injury","topic":"Child Abuse and Related Trauma","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Douglas Mental Health University Institute; McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Concordance; Medical record; Head injury; Predictive validity; Head (geology); Psychology; Medicine; Clinical psychology; Psychiatry; Surgery; Internal medicine; Biology","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":[0.0002451738,0.0001108447,0.0004315015,0.00006830148,0.00002693782,0.000007741219,0.00003043009,0.0001623143,0.00009986974],"category_scores_gemma":[0.0002779476,0.00008666788,0.00005330263,0.0001086541,0.0004144381,0.00005748163,0.00005859754,0.0002990387,8.485902e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001954905,"about_ca_system_score_gemma":0.000116827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002361462,"about_ca_topic_score_gemma":0.00004307498,"domain_scores_codex":[0.9988055,0.00005047616,0.0004774401,0.0002641632,0.0003010953,0.0001012754],"domain_scores_gemma":[0.9991971,0.0003656722,0.0001066517,0.0001636565,0.00003829669,0.0001286772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005534085,0.0002279421,0.9374009,0.0003549163,0.0003023819,0.0001647898,0.002851487,1.595965e-7,0.002215408,0.0001779324,0.01888753,0.03686318],"study_design_scores_gemma":[0.001042542,0.001947387,0.9490173,0.005318368,0.0003044107,0.0002450832,0.0009622524,0.0009856563,0.02775707,0.001791743,0.01043353,0.0001946688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911028,0.006057739,0.00004121644,0.001204201,0.0003925805,0.0002369541,0.0001386062,0.00004277462,0.0007831465],"genre_scores_gemma":[0.9989274,0.0005207661,0.0001330171,0.0001131338,0.000159252,0.000006404302,0.00006963505,0.00001272165,0.00005767589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03666851,"threshold_uncertainty_score":0.3534214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624178597920018,"score_gpt":0.3483967054066549,"score_spread":0.3221549194274547,"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."}}