{"id":"W4387571958","doi":"10.1111/trf.305_17554","title":"P‐PB‐17 | Using Blood Wisely: A National Campaign to Engage Hospitals in Appropriate RBC Transfusion Practice","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health Authority; University of Toronto; Saskatchewan Health; Ottawa Public Health; University of Ottawa; Women in Science and Engineering Newfoundland and Labrador; Ottawa Hospital; Canadian Blood Services; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Public health; University hospital; Transfusion medicine; Blood transfusion; Epidemiology; Clinical epidemiology; Health science; Original research; Library science; Family medicine; Medical education; Surgery; Nursing; 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":[0.006655911,0.000357557,0.0002409415,0.0004597948,0.00302157,0.003225784,0.0009926122,0.003592581,0.0634492],"category_scores_gemma":[0.01226896,0.0004215437,0.0004188835,0.0003525465,0.00125818,0.001941129,0.004783267,0.004624948,0.01399851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304141,"about_ca_system_score_gemma":0.01323505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007214434,"about_ca_topic_score_gemma":0.02075649,"domain_scores_codex":[0.9966086,0.001455853,0.0001311645,0.000240499,0.0008125812,0.0007512912],"domain_scores_gemma":[0.9812883,0.003591949,0.00078433,0.0007325371,0.002767196,0.01083556],"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":[0.000110289,0.0003721454,0.003292627,0.0001963115,0.000008605244,0.0001801644,0.0006332578,0.0000374553,0.000490305,0.001164536,0.9362529,0.05726137],"study_design_scores_gemma":[0.0002044161,0.0006463755,0.02984296,0.000438931,0.0000101444,0.0002252094,0.001943871,0.0001938814,0.0007854439,0.001229662,0.9644465,0.00003263867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.06102063,0.001779903,0.004570696,0.6219776,0.02549581,0.003308186,0.004990571,0.002517143,0.2743395],"genre_scores_gemma":[0.220058,0.002861096,0.0147213,0.3133977,0.01141316,0.006882382,0.006565157,0.001249111,0.4228521],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0634492,"threshold_uncertainty_score":0.2122588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4534895354740875,"score_gpt":0.5244871660105999,"score_spread":0.07099763053651231,"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."}}