{"id":"W4405054916","doi":"10.1182/blood-2024-209033","title":"Substantial Variability in Platelet Transfusion Practice in a Patient-Level Audit of 56,204 Transfusions across 22 Hospitals","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Canadian Blood Services; McMaster University; Queen's University","funders":"","keywords":"Medicine; Audit; Platelet transfusion; Emergency medicine; Blood transfusion; Platelet; Internal medicine; Intensive care medicine; Pediatrics","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":[0.007602685,0.0002772786,0.0004888633,0.001951233,0.0006078902,0.001814218,0.0007290203,0.0004999585,0.000714319],"category_scores_gemma":[0.02539028,0.0004930029,0.0004009001,0.00504766,0.0007935794,0.000956441,0.002023954,0.0007147521,0.0002294813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002437718,"about_ca_system_score_gemma":0.002817717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01431938,"about_ca_topic_score_gemma":0.02053603,"domain_scores_codex":[0.9845717,0.004571963,0.003747183,0.002548805,0.003405003,0.001155408],"domain_scores_gemma":[0.9565049,0.008470397,0.02553022,0.00310457,0.004038551,0.002351405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008344439,0.00002166341,0.9959339,0.00003205106,0.00003763609,0.00005944985,0.0003923507,0.00006644271,0.00009690424,0.00003484061,0.0005920714,0.002649154],"study_design_scores_gemma":[0.00001174999,0.00006920325,0.9976319,0.00005140336,0.00002651998,0.0001552719,0.0007137082,0.0003648701,0.0001284299,0.00003214477,0.0008058345,0.000008934371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961529,0.000458277,0.0003755293,0.0003770608,0.00001527504,0.00005947086,0.002031316,0.00002899307,0.0005011453],"genre_scores_gemma":[0.997566,0.0001853515,0.0003398348,0.0001997624,0.00002012976,0.00004496973,0.001542651,0.000009034556,0.00009232787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01431938,"threshold_uncertainty_score":0.04020739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013065918398488,"score_gpt":0.2852259390901367,"score_spread":0.2721600206916486,"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."}}