{"id":"W4417020705","doi":"10.1182/blood-2025-7910","title":"Less plasma, less drama: A quality improvement initiative to reduce inappropriate plasmatransfusions across community hospitals in the niagara region.","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep Society; McMaster University; Niagara Health System","funders":"","keywords":"Audit; Quality management; Transfusion medicine; Health care; Community hospital; Blood transfusion; Resource use; Clinical audit","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":[0.002878141,0.0003929433,0.0002140822,0.0005582279,0.001579711,0.001801721,0.001607018,0.0007763348,0.001947431],"category_scores_gemma":[0.007267015,0.0003471485,0.0003283081,0.0006196502,0.0008553141,0.0008624106,0.003405225,0.000985381,0.0001863718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005049193,"about_ca_system_score_gemma":0.03491511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1094557,"about_ca_topic_score_gemma":0.1805975,"domain_scores_codex":[0.9970259,0.001561215,0.0002012436,0.0003136666,0.0004431654,0.0004547712],"domain_scores_gemma":[0.9818256,0.001165328,0.004495416,0.0007494614,0.002323824,0.00944048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007850763,0.00398916,0.7138559,0.001605558,0.0001802632,0.0008588441,0.009082416,0.001254772,0.008284561,0.0005138183,0.02253646,0.2370531],"study_design_scores_gemma":[0.000351407,0.002404583,0.9636832,0.000363634,0.00007108545,0.0002409845,0.01482673,0.001106733,0.0009340073,0.0001169812,0.01586669,0.00003395872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646503,0.002079556,0.002032276,0.02302976,0.0001651976,0.001932274,0.0006277804,0.0003192693,0.00516347],"genre_scores_gemma":[0.9736467,0.001354955,0.01573913,0.004468085,0.00009556334,0.001270921,0.0005512775,0.00002362775,0.002849658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094557,"threshold_uncertainty_score":0.2176372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05310106145238635,"score_gpt":0.3359664151112736,"score_spread":0.2828653536588873,"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."}}