{"id":"W4388201125","doi":"10.1200/op.2023.19.11_suppl.382","title":"Using blood wisely in oncology patients: An institutional experience implementing Choosing Wisely Canada restrictive transfusion practices.","year":2023,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Audit; Psychological intervention; Blood transfusion; Emergency medicine; Family medicine; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004278538,0.0002385708,0.0002695717,0.0005564025,0.006764178,0.002374426,0.00105766,0.0006177553,0.001454945],"category_scores_gemma":[0.01893744,0.0005898334,0.0002462516,0.001733332,0.002717506,0.0008164237,0.003751222,0.00230744,0.0001732105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02802398,"about_ca_system_score_gemma":0.06622018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5361426,"about_ca_topic_score_gemma":0.7761263,"domain_scores_codex":[0.9945064,0.001763493,0.000304507,0.0003451593,0.001834133,0.001246153],"domain_scores_gemma":[0.9681755,0.003354513,0.004971602,0.001033302,0.006257714,0.01620733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004465116,0.001851147,0.7356839,0.0002476966,0.0000753942,0.003086621,0.07755929,0.0007217395,0.001636092,0.0005638013,0.02491301,0.1532148],"study_design_scores_gemma":[0.0001461995,0.002558594,0.74129,0.0004192226,0.00008492002,0.003679545,0.1670904,0.002528371,0.002612836,0.0006581279,0.07867709,0.0002547638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882834,0.000601577,0.0005709284,0.006898737,0.00005553058,0.000252238,0.000172795,0.00005635774,0.003108453],"genre_scores_gemma":[0.9901896,0.0008473082,0.002688442,0.003711892,0.00002941029,0.0001002225,0.0001702547,0.00003905687,0.002223888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5361426,"threshold_uncertainty_score":0.9331783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146592934539764,"score_gpt":0.371198345886781,"score_spread":0.2565390524328046,"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."}}