{"id":"W4211060114","doi":"10.1213/ane.0000000000005873","title":"A Global Definition of Patient Blood Management","year":2022,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Stroke Network; Hospital for Sick Children; Université de Montréal","funders":"","keywords":"Blood management; Multidisciplinary approach; Blood transfusion; Multidisciplinary team; Patient safety; MEDLINE; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001401115,0.0001266441,0.0002204113,0.0001199377,0.0001128258,0.000006219445,0.0001029134,0.00002430099,0.0007089761],"category_scores_gemma":[0.00000164105,0.0001245413,0.0001479579,0.0004519434,0.00003240462,0.00002573626,0.00005789373,0.00007758914,0.00001659817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004831448,"about_ca_system_score_gemma":0.00002705639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007403257,"about_ca_topic_score_gemma":0.000004072483,"domain_scores_codex":[0.998702,0.00006316774,0.0002787129,0.0002417151,0.0005180105,0.0001964224],"domain_scores_gemma":[0.9994767,0.000007642167,0.00008566664,0.0003101172,0.00003348698,0.00008644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001700081,0.009777015,0.08749675,0.001077529,0.001981238,0.01338372,0.001187493,0.0001890272,0.0004535411,0.7924789,0.02382508,0.06644969],"study_design_scores_gemma":[0.01197116,0.006604761,0.7031136,0.000221973,0.005271481,0.0055433,0.00664431,0.0001162893,0.0012157,0.01249154,0.2459235,0.0008824196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530065,0.0003990931,0.0001194121,0.003864693,0.00003924413,0.0007212688,0.00000453008,0.00009031762,0.04175493],"genre_scores_gemma":[0.9943603,0.000131079,0.002203355,0.002920868,0.00001277109,0.0001150593,0.00003623467,0.00001339125,0.0002069393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7799873,"threshold_uncertainty_score":0.7762791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001626968112886,"score_gpt":0.2210915281686536,"score_spread":0.2110752584875247,"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."}}