{"id":"W2012440261","doi":"10.4021/gr2010.02.165w","title":"Treatment of Liver Trauma: Operative or Conservative Management","year":2010,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Conservative management; Conservative treatment; Surgery; Retrospective cohort study; Incidence (geometry); Mortality rate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002870921,0.0001318463,0.0003632442,0.000225451,0.0001032348,0.000008246087,0.000118089,0.00008181518,0.000900796],"category_scores_gemma":[0.00004737308,0.00008410625,0.00008114178,0.0001466688,0.001036784,0.00005450111,0.00006414606,0.0003185656,0.00007160461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000051187,"about_ca_system_score_gemma":0.00005800328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008462049,"about_ca_topic_score_gemma":0.0003318864,"domain_scores_codex":[0.998558,0.0001905906,0.0002360018,0.0002769777,0.0002853839,0.0004530439],"domain_scores_gemma":[0.9990764,0.0001357943,0.00003811211,0.0003122606,0.0003002124,0.0001372472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05389962,0.004536996,0.8419766,0.0002901561,0.00149149,0.002454091,0.006578676,6.792328e-7,0.038969,0.005233814,0.005393573,0.03917525],"study_design_scores_gemma":[0.007406395,0.0249789,0.9320633,0.00004900299,0.0001160535,0.0005247768,0.002405492,0.00009977144,0.0241379,0.0000904329,0.008051274,0.00007666984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903178,0.00003275672,0.00004680608,0.0016933,0.00007543149,0.000720553,0.00001629028,0.00001538276,0.007081638],"genre_scores_gemma":[0.9887557,0.0001617725,0.003519019,0.0001408743,0.00008552075,0.0001397644,0.00001127782,0.00001342519,0.007172634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09008668,"threshold_uncertainty_score":0.9863085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181804174678897,"score_gpt":0.4385255244305679,"score_spread":0.3203451069626783,"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."}}