{"id":"W2148302334","doi":"10.1111/trf.12240","title":"Hospital‐based transfusion error tracking from 2005 to 2010: identifying the key errors threatening patient transfusion safety","year":2013,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; University of British Columbia; Sunnybrook Health Science Centre","funders":"Public Health Agency of Canada","keywords":"Medicine; Harm; Patient safety; Emergency medicine; Blood transfusion; Medical emergency; Intensive care medicine; Health care; Surgery; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006034064,0.0008017127,0.0008707859,0.0004551947,0.001051939,0.0001889908,0.0004985711,0.0003801864,0.006047427],"category_scores_gemma":[0.00003596204,0.0005763971,0.0006984738,0.0008437376,0.0001441011,0.000533009,0.00006211705,0.0009240815,0.0005435048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002022155,"about_ca_system_score_gemma":0.0001147306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009557338,"about_ca_topic_score_gemma":0.002945112,"domain_scores_codex":[0.9945673,0.0002498154,0.001250128,0.001325067,0.001473448,0.001134212],"domain_scores_gemma":[0.9975247,0.0001938953,0.0001424412,0.001126724,0.0002670223,0.0007451947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002996927,0.002847074,0.006906283,0.0004511766,0.0004656674,0.0001876695,0.04468591,0.001572339,0.4968464,0.0001623766,0.006790175,0.436088],"study_design_scores_gemma":[0.03253173,0.005393562,0.5994987,0.005928059,0.003804645,0.00008097062,0.0196297,0.01398992,0.2276736,0.0006262199,0.0866467,0.004196181],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8961536,0.0005831608,0.05781396,0.03412166,0.001712312,0.006975553,0.00005724767,0.0005272832,0.002055266],"genre_scores_gemma":[0.9872549,0.002494423,0.004208729,0.004272119,0.0002537325,0.0004652931,0.000193952,0.0001818345,0.0006749837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5925924,"threshold_uncertainty_score":0.9996687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549519799903415,"score_gpt":0.2579255945408909,"score_spread":0.2324303965418567,"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."}}