{"id":"W4296908486","doi":"10.1097/aln.0000000000004372","title":"Science, Medicine, and the Anesthesiologist","year":2022,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anesthesiology; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003775887,0.0008181858,0.00157051,0.004587205,0.001642863,0.007981237,0.001147104,0.005508106,0.091516],"category_scores_gemma":[0.02357628,0.0004436465,0.0007635134,0.006213588,0.001898366,0.003660834,0.002518441,0.004372274,0.01308862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002779892,"about_ca_system_score_gemma":0.007621889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847408,"about_ca_topic_score_gemma":0.00479128,"domain_scores_codex":[0.9966217,0.001328119,0.0004674487,0.000307247,0.001039544,0.0002358428],"domain_scores_gemma":[0.9835032,0.007683604,0.001679528,0.0004197806,0.004398374,0.002315493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001381253,0.000057989,0.00072267,0.006831357,0.0001221213,0.00007510276,0.0001656763,0.00004763063,0.00008773631,0.005338589,0.7656609,0.2207521],"study_design_scores_gemma":[0.0000967505,0.00004410676,0.002046078,0.008710685,0.00008829117,0.0001380558,0.0003025725,0.00001434496,0.00002709906,0.003843063,0.9846767,0.0000122748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0003499188,0.723348,0.0001627163,0.1548759,0.09229877,0.00005975903,0.000278414,0.00001903845,0.02860742],"genre_scores_gemma":[0.008201663,0.7164509,0.0004504875,0.09122833,0.1635901,0.0001646491,0.0004310116,0.00002490398,0.01945795],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.091516,"threshold_uncertainty_score":0.3061515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185005718401222,"score_gpt":0.2994198242970408,"score_spread":0.2675697671130285,"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."}}