{"id":"W3122080233","doi":"10.1097/aln.0000000000003687","title":"Known and Unknown Unknowns in Making Erythrocyte Transfusion Decisions","year":2021,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Medicine; Intensive care unit; Anesthesiology; Anesthesia; Hemoglobin; Blood transfusion; Intensive care medicine; Surgery; Internal medicine","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":[0.02738088,0.0006002322,0.0015426,0.001719751,0.002684721,0.008122676,0.002156191,0.004700837,0.007250412],"category_scores_gemma":[0.1504541,0.0007019884,0.001012185,0.0009807191,0.006004805,0.01023122,0.002734031,0.01337796,0.00197488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163737,"about_ca_system_score_gemma":0.006887922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002822433,"about_ca_topic_score_gemma":0.005653335,"domain_scores_codex":[0.9850346,0.009233858,0.001386876,0.001380469,0.002035877,0.0009281896],"domain_scores_gemma":[0.9049093,0.07095622,0.00542016,0.002399157,0.008330644,0.007984516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0013474,0.0009425402,0.07639521,0.001398147,0.001297545,0.001673091,0.008397446,0.004966848,0.0006232425,0.06842283,0.1447463,0.6897894],"study_design_scores_gemma":[0.0003586492,0.0003738505,0.01263462,0.005106546,0.0005750274,0.001945437,0.009148126,0.01089947,0.0006750985,0.8462592,0.1116887,0.0003352741],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06629799,0.05862977,0.03722273,0.7985892,0.01158506,0.0002301677,0.0005687554,0.0001864865,0.02668996],"genre_scores_gemma":[0.751817,0.06513357,0.06263963,0.09661298,0.02032781,0.0002618764,0.0005865291,0.0001820729,0.002438491],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02738088,"threshold_uncertainty_score":0.1448057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03496854218689687,"score_gpt":0.2794760012066789,"score_spread":0.244507459019782,"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."}}