{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005967243,0.001035595,0.01297005,0.0004046697,0.0002091865,0.000003317652,0.000768858,0.0005361768,0.0007498166],"category_scores_gemma":[0.001184584,0.0004825046,0.002122064,0.0009084056,0.0005211026,0.00004498382,0.00006387953,0.001200131,0.0001516461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007289308,"about_ca_system_score_gemma":0.0002889339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001757688,"about_ca_topic_score_gemma":0.0000432741,"domain_scores_codex":[0.9898756,0.001921523,0.005403223,0.0009698894,0.001120815,0.0007089309],"domain_scores_gemma":[0.9917984,0.004019046,0.001218777,0.002295848,0.0002578847,0.0004100402],"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":[0.00005367025,0.0003227746,0.000003058439,0.911182,0.001439342,0.00004991921,0.0001050498,8.224946e-8,0.000007659249,0.0008263839,0.001117929,0.08489211],"study_design_scores_gemma":[0.002005626,0.0006697997,0.000004179058,0.6166348,0.0579586,0.0004268226,0.00005340279,0.000004890946,0.000001245958,0.00001260212,0.3219704,0.0002575649],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000026373,0.9716911,0.0004847751,0.006561716,0.0009506757,0.01879027,0.00002253252,0.00011604,0.001380225],"genre_scores_gemma":[0.000003290705,0.9935123,0.0001385495,0.002613442,0.0002163089,0.0008767733,0.0001673337,0.0001271187,0.002344835],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3208525,"threshold_uncertainty_score":0.9997627,"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."}}