{"id":"W2947994284","doi":"10.1093/pch/pxz066.081","title":"82 Detecting Abdominal Visceral Injury in Cases of Suspected Physical Abuse","year":2019,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Occult; Abdominal trauma; Abdomen; Elevated transaminases; Pancreatic injury; Blunt; Transaminase; Internal medicine; Surgery; Pathology; Pancreatitis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003879517,0.0001713926,0.0006310783,0.0003082894,0.00005477553,0.000006380003,0.00009720871,0.00009265482,0.0000421944],"category_scores_gemma":[0.0001548479,0.000148146,0.0001438446,0.0005917414,0.00002885354,0.00005779529,0.00004399572,0.0005431565,0.00001988912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105635,"about_ca_system_score_gemma":0.0002321545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000686348,"about_ca_topic_score_gemma":0.00006013606,"domain_scores_codex":[0.9984247,0.0000666233,0.0004917605,0.0002886889,0.0003008936,0.0004273137],"domain_scores_gemma":[0.9989976,0.000195272,0.000259209,0.0003193976,0.0000630085,0.0001655369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004215603,0.000507559,0.9731464,0.0007183493,0.00001909769,0.00005798604,0.002402908,0.000004878349,0.0003608326,0.0005923178,0.0004608612,0.02130728],"study_design_scores_gemma":[0.002924393,0.002387905,0.9885068,0.0003040388,0.00005742459,0.0001532484,0.000356544,0.0013197,0.002264993,0.0003118072,0.00109155,0.0003215848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967569,0.0004187693,0.00006706074,0.001035476,0.0001746145,0.0006722552,0.00001226402,0.0001129764,0.0007497228],"genre_scores_gemma":[0.9959745,0.0004264938,0.002085609,0.0009584377,0.0004438108,0.000007746523,0.00001235733,0.0000311462,0.00005988983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02098569,"threshold_uncertainty_score":0.604122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114032696033704,"score_gpt":0.3121931962005981,"score_spread":0.3010528692402611,"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."}}