{"id":"W2922065020","doi":"10.1111/tme.12584","title":"The epidemiology of multicomponent blood transfusion: a systematic review","year":2019,"lang":"en","type":"review","venue":"Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Canadian Blood Services","keywords":"Medicine; Epidemiology; Observational study; Blood transfusion; Intensive care medicine; Confounding; MEDLINE; Blood product; Systematic review; Population; Transfusion medicine; Emergency medicine; Cochrane Library; Cohort study; Intensive care unit; Meta-analysis; Internal medicine; Surgery; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0100385,0.001676359,0.009526692,0.01676231,0.0008609786,0.0030609,0.002096476,0.002101454,0.003402491],"category_scores_gemma":[0.04478363,0.001620081,0.009547083,0.01826961,0.001047005,0.003058355,0.002064694,0.001365317,0.0003006198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004896195,"about_ca_system_score_gemma":0.01564336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197978,"about_ca_topic_score_gemma":0.03336906,"domain_scores_codex":[0.9867893,0.004012358,0.005470197,0.0009882578,0.002306707,0.0004331896],"domain_scores_gemma":[0.95906,0.0278167,0.008395278,0.0007011199,0.003605757,0.0004212009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001038109,0.000008996317,0.00141011,0.9740639,0.01010099,0.0001430936,0.000180959,0.00007959004,0.00009168309,0.0001546877,0.0008611664,0.01280101],"study_design_scores_gemma":[0.0001542556,0.0001408641,0.006643927,0.8877413,0.09085245,0.0006564049,0.0003779522,0.0001021148,0.0001616906,0.0002706318,0.01285999,0.00003844896],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001659247,0.9965797,0.0001878973,0.0002429089,0.00008177252,0.0003424392,0.0006531824,0.000008347689,0.0002445963],"genre_scores_gemma":[0.02338491,0.9735712,0.0009728972,0.0005546482,0.00007140957,0.0008407034,0.0004799677,0.000008666187,0.0001155392],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904733,"threshold_uncertainty_score":0.05308926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116618310595477,"score_gpt":0.3891064305052568,"score_spread":0.2774445994457092,"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."}}