{"id":"W7117297153","doi":"10.1111/bjh.70304","title":"Opportunities for improving platelet transfusion practice: A large retrospective audit across 22 hospitals","year":2025,"lang":"en","type":"article","venue":"British Journal of Haematology","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; St. Michael's Hospital; Canadian Blood Services; University Health Network; University of Toronto; McMaster University; Queen's University","funders":"Canadian Blood Services","keywords":"Platelet transfusion; Subspecialty; Guideline; Transfusion medicine; Retrospective cohort study; Context (archaeology); Blood product; Audit","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006116719,0.0003262472,0.0005499749,0.002016249,0.0004717298,0.001885346,0.0007488229,0.0005593112,0.0005721107],"category_scores_gemma":[0.02110409,0.0006654016,0.0004818231,0.005162135,0.0007052157,0.0008643722,0.001344535,0.0006715136,0.0001425289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434497,"about_ca_system_score_gemma":0.002405822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009398879,"about_ca_topic_score_gemma":0.01120762,"domain_scores_codex":[0.9856234,0.005373973,0.003506892,0.00174599,0.002802849,0.0009469777],"domain_scores_gemma":[0.9452892,0.009975239,0.03608092,0.003091327,0.003521242,0.002042067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002531361,0.000008740537,0.9984317,0.00002973014,0.00003358364,0.00006542842,0.0001246386,0.00002903314,0.00004045845,0.00001537932,0.0001832431,0.001012638],"study_design_scores_gemma":[0.000006569245,0.00004840821,0.9983112,0.0000531714,0.00003454219,0.0003560411,0.0004811398,0.0002783111,0.00008291077,0.00001580742,0.0003251107,0.000006787245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972917,0.0009056189,0.0002543785,0.0002303674,0.000009900077,0.00004220129,0.00086393,0.00001296392,0.0003888423],"genre_scores_gemma":[0.9987831,0.0003192285,0.0001970904,0.0001087413,0.00001103682,0.00003246094,0.0005086535,0.000005045707,0.00003472064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009398879,"threshold_uncertainty_score":0.03234869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646508079470564,"score_gpt":0.3116516538188245,"score_spread":0.2951865730241189,"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."}}