{"id":"W2043594879","doi":"10.1046/j.1537-2995.2001.41121486.x","title":"Evaluation of a reporting system for bacterial contamination of blood components in the United States","year":2001,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Incidence (geometry); Contamination; Transfusion reaction; Emergency medicine; Blood component; Adverse effect; Blood transfusion; Protocol (science); Environmental health; Intensive care medicine; Surgery; Internal medicine; Pathology; Biology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2794926,0.0008458171,0.0008182728,0.007622989,0.001272843,0.002660417,0.003593452,0.001322437,0.001305201],"category_scores_gemma":[0.2875581,0.0005255428,0.001364525,0.005421333,0.00122366,0.002742624,0.003005287,0.001524613,0.0003827879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006324021,"about_ca_system_score_gemma":0.01513545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01311817,"about_ca_topic_score_gemma":0.007778126,"domain_scores_codex":[0.7480039,0.1547785,0.05188485,0.005506355,0.03738911,0.002437302],"domain_scores_gemma":[0.4517405,0.2222226,0.1488092,0.03180822,0.1395328,0.005886717],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001340614,0.001211532,0.9125472,0.0008532517,0.0002893264,0.0001102854,0.002059365,0.001943868,0.001151048,0.001223032,0.007037589,0.07023302],"study_design_scores_gemma":[0.0005353784,0.008932331,0.9422761,0.001570386,0.000547751,0.0004909035,0.003676529,0.02123284,0.005273776,0.0005256194,0.01480822,0.0001302807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8734303,0.003968171,0.05406663,0.005987931,0.0006886617,0.03244554,0.01193646,0.00175308,0.01572317],"genre_scores_gemma":[0.9151775,0.00116687,0.05938606,0.00182688,0.0001881558,0.01095282,0.01051214,0.00008584424,0.0007036391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7205074,"threshold_uncertainty_score":0.8885139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08546140686229763,"score_gpt":0.3215166452611919,"score_spread":0.2360552383988943,"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."}}