{"id":"W2068772116","doi":"10.1111/j.1751-2824.2009.01273.x","title":"Transfusion errors and management","year":2009,"lang":"en","type":"article","venue":"ISBT Science Series","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transfusion medicine; Adverse effect; Blood transfusion; Emergency medicine; Medical emergency; Health care; Transfusion reaction; Blood management; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01286526,0.000552247,0.0006709989,0.002736708,0.004148883,0.008621402,0.002165936,0.00575568,0.01521608],"category_scores_gemma":[0.08215473,0.0004331734,0.0006324147,0.002177631,0.007111985,0.009242588,0.007545501,0.009039951,0.00323152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006687309,"about_ca_system_score_gemma":0.01512839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006093379,"about_ca_topic_score_gemma":0.006287306,"domain_scores_codex":[0.983514,0.007769931,0.001579146,0.001081994,0.004790768,0.001264101],"domain_scores_gemma":[0.9588944,0.01196051,0.007520091,0.001731829,0.01056646,0.009326631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004256159,0.00007436229,0.004931166,0.000408179,0.00003849328,0.0003844126,0.003029527,0.0001545643,0.00004093077,0.06015502,0.7390277,0.191713],"study_design_scores_gemma":[0.00002637579,0.000108924,0.005900267,0.005147975,0.00003350379,0.001676456,0.004563107,0.0002379862,0.0000806665,0.08636144,0.8957943,0.00006894661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002650834,0.1198817,0.002240119,0.8203699,0.0150395,0.0000486219,0.0001214694,0.0001141491,0.03953369],"genre_scores_gemma":[0.1895944,0.3423181,0.008233322,0.3493161,0.07760195,0.0003106102,0.0005973303,0.0002804298,0.03174794],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01521608,"threshold_uncertainty_score":0.06803882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03951159402656287,"score_gpt":0.3998347458137606,"score_spread":0.3603231517871978,"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."}}