{"id":"W2902769613","doi":"10.1111/trf.15070","title":"Variations in RBC and frozen plasma utilization rates across 62 Ontario community hospitals","year":2018,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Ontario Stroke Network; Toronto General Hospital; University of Toronto","funders":"Ontario Regional Blood Coordinating Network","keywords":"Medicine; Poisson regression; Audit; Blood transfusion; Fresh frozen plasma; Emergency medicine; Internal medicine; Environmental health; Population; Accounting","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003809295,0.0001293599,0.0002061576,0.00009026004,0.0003168561,0.00002836598,0.00006747519,0.000103803,0.0005093012],"category_scores_gemma":[0.00001930429,0.0001171177,0.00003757207,0.0002275311,0.00009919362,0.0001191068,0.00003182222,0.0002845592,0.00002831907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006340147,"about_ca_system_score_gemma":0.00004539943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03674856,"about_ca_topic_score_gemma":0.347008,"domain_scores_codex":[0.9991196,0.00008880629,0.0002415374,0.0001868022,0.0001613708,0.0002019089],"domain_scores_gemma":[0.9995145,0.00004732973,0.00002659076,0.0002507863,0.00007141375,0.00008937638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001237656,0.002190966,0.7423481,0.000327537,0.0001492484,0.00003028546,0.142644,0.000006595126,0.02278781,0.003245748,0.000972048,0.08405998],"study_design_scores_gemma":[0.004493241,0.0005822321,0.9804616,0.0001490279,0.00007793408,0.000008969972,0.001229096,0.0004786148,0.005241446,0.0003558741,0.006777974,0.0001440075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889609,0.00003366988,0.002423805,0.001199524,0.0001655048,0.0006906223,0.000008179106,0.00006871462,0.006449092],"genre_scores_gemma":[0.9976285,0.0003281017,0.0005352569,0.0004261495,0.00003702991,0.00002212402,0.00005840314,0.00001504426,0.0009494585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3102594,"threshold_uncertainty_score":0.9696658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0418920938169848,"score_gpt":0.3167968800605782,"score_spread":0.2749047862435934,"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."}}