{"id":"W4408662595","doi":"10.1213/xaa.0000000000001939","title":"Procedure-Specific Preoperative Blood Ordering Practices in 25 North American Hospitals","year":2025,"lang":"en","type":"article","venue":"A&A Practice","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004772152,0.0001732885,0.0001818939,0.001173855,0.0008557673,0.0006914163,0.0003422835,0.0003708047,0.002322756],"category_scores_gemma":[0.002859109,0.0002845204,0.000234699,0.002154096,0.0004319767,0.0004588589,0.0006912905,0.0003042624,0.0001918856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576508,"about_ca_system_score_gemma":0.002703856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03620552,"about_ca_topic_score_gemma":0.09599365,"domain_scores_codex":[0.9991845,0.0002100646,0.0001324467,0.000153096,0.0001338003,0.0001860101],"domain_scores_gemma":[0.9957902,0.0009343459,0.001656244,0.0001012874,0.0004058542,0.001112091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005442487,0.0000750753,0.9930168,0.0000208403,0.00002193551,0.0001640089,0.001110509,0.000100728,0.0002464789,0.00005342245,0.0003209265,0.004814911],"study_design_scores_gemma":[0.000005608652,0.00008805779,0.9947142,0.00002266501,0.00001106055,0.0002234558,0.004182356,0.0001637195,0.00009089093,0.00002329504,0.000467835,0.000006785104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986871,0.0001367984,0.00005637035,0.0001097659,0.000003972087,0.000008655307,0.0001648745,0.000004960074,0.0008276599],"genre_scores_gemma":[0.999028,0.000187299,0.000157215,0.0001216612,0.000006831785,0.00001153386,0.0001585058,0.000002609304,0.0003263843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03620552,"threshold_uncertainty_score":0.0719896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637289125897995,"score_gpt":0.3171630477279098,"score_spread":0.3007901564689298,"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."}}