{"id":"W2592865392","doi":"10.1016/j.jss.2017.02.057","title":"Epidural analgesia for traumatic rib fractures is associated with worse outcomes: a matched analysis","year":2017,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Surgery; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003725647,0.0001699252,0.001050808,0.0008805652,0.0004023068,0.0002887846,0.0004532755,0.0001334324,0.00100147],"category_scores_gemma":[0.002293085,0.00009797093,0.0007210943,0.0005996042,0.0002266819,0.0002834774,0.00006653609,0.0006658134,0.00001708248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001407707,"about_ca_system_score_gemma":0.0001252135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009035118,"about_ca_topic_score_gemma":0.00011015,"domain_scores_codex":[0.9967923,0.0001623707,0.0006017308,0.0002155151,0.001682114,0.0005459422],"domain_scores_gemma":[0.9955992,0.002012909,0.000522081,0.0004954305,0.0009574181,0.0004129253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002725941,0.001004667,0.9654834,0.0001118337,0.007734449,0.002002281,0.0004858663,0.00002601107,0.00001705643,0.0002057193,0.01251167,0.00769117],"study_design_scores_gemma":[0.006259624,0.0008858498,0.9869707,0.0002583814,0.001634544,0.0000253018,0.0004237189,0.0004557359,0.00007834521,0.0005695437,0.002320684,0.0001176034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968068,0.0001377763,0.000155911,0.02927618,0.0000399151,0.0004035437,0.00000786381,0.00001121771,0.00189961],"genre_scores_gemma":[0.9968792,0.0001720014,0.0004812318,0.0001604539,0.0001302583,0.00002085279,0.000008734248,0.00002030053,0.002126979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02911573,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1849907413591202,"score_gpt":0.4850161610815767,"score_spread":0.3000254197224566,"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."}}