{"id":"W4211158229","doi":"10.1201/b13237-109","title":"Management of major abdominal trauma","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abdominal trauma; Medicine; Surgery; Blunt","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007775151,0.0002954003,0.0006373174,0.0001538809,0.00002621682,0.000005763159,0.00009912992,0.0002293761,0.004723234],"category_scores_gemma":[0.000001024072,0.0002350308,0.0003178508,0.00001789226,0.0001839269,0.00002733133,0.00004298445,0.0002028493,0.0002592366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004517947,"about_ca_system_score_gemma":0.00002245191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000226453,"about_ca_topic_score_gemma":0.000004056502,"domain_scores_codex":[0.9986819,0.000003016762,0.0004837412,0.0002764421,0.0003785266,0.000176387],"domain_scores_gemma":[0.9992985,0.00001758534,0.0001604112,0.0003697106,0.00007581662,0.00007797019],"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":[0.001252347,0.0001702708,0.00003312661,0.00257071,0.001099122,0.001068591,0.00003576213,3.597325e-7,0.00009086528,0.6924133,0.1222144,0.1790512],"study_design_scores_gemma":[0.002899115,0.001058651,0.001899905,0.002215493,0.002524665,0.0001569288,0.0001089497,0.000007780281,0.003759437,0.01309758,0.9717047,0.0005667983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004572108,0.000636686,0.000306086,0.0002429647,0.0001112754,0.0004227829,0.0000226725,0.0000463501,0.997754],"genre_scores_gemma":[0.01621228,0.0001247157,0.00628736,0.0001199069,0.0002085782,0.000007126148,0.00006091374,0.00005587303,0.9769232],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8494903,"threshold_uncertainty_score":0.9961866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966408267001566,"score_gpt":0.2651283220752452,"score_spread":0.2454642394052295,"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."}}