{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000972493,0.0002147372,0.0002033639,0.001073019,0.001351474,0.001013744,0.0008017401,0.000246725,0.001268413],"category_scores_gemma":[0.004165969,0.0002833726,0.0003235025,0.002958864,0.0008422686,0.0003046813,0.0007832111,0.0002359933,0.0001169543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02144855,"about_ca_system_score_gemma":0.02153811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9495116,"about_ca_topic_score_gemma":0.9746798,"domain_scores_codex":[0.9981557,0.0001664679,0.0001643513,0.0002278882,0.0007910882,0.0004945614],"domain_scores_gemma":[0.9949856,0.0003616073,0.00214386,0.000121638,0.001537971,0.000849332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004266893,0.0000145389,0.994684,0.00005459532,0.00002381727,0.00007193282,0.001239454,0.00008606794,0.0002340163,0.00003720944,0.0005099125,0.003001782],"study_design_scores_gemma":[0.000002714792,0.00002130366,0.9980834,0.00001880217,0.000007233608,0.00003018732,0.001250469,0.00008909186,0.00004223326,0.00000612929,0.000444354,0.000004058297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972767,0.0002458276,0.0001011923,0.0001741766,0.000003381999,0.00003923301,0.001153335,0.000009684181,0.0009965939],"genre_scores_gemma":[0.9987022,0.0001899906,0.0001486703,0.00005839015,0.000003054938,0.00002531146,0.0005005117,0.000002989252,0.0003688756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05048841,"threshold_uncertainty_score":0.1556208,"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."}}