{"id":"W1738718807","doi":"10.1111/trf.12825","title":"Trends in red blood cell transfusion and 30‐day mortality among hospitalized patients","year":2014,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Incidence (geometry); Blood transfusion; Hemoglobin; Retrospective cohort study; Red Blood Cell Transfusion; Cohort; Blood conservation; Population; Cohort study; Red blood cell; Emergency medicine; Internal medicine; Pediatrics; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0009335201,0.0001521065,0.0002185163,0.0007831185,0.0002627198,0.0006583717,0.0005521312,0.0004091403,0.001149555],"category_scores_gemma":[0.003103812,0.0001919088,0.0004129878,0.001163796,0.0001956443,0.000565252,0.0002773376,0.0005748626,0.0001522501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009717562,"about_ca_system_score_gemma":0.000989584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02915271,"about_ca_topic_score_gemma":0.03111157,"domain_scores_codex":[0.9993328,0.00008836086,0.0001026669,0.0001942205,0.0001554413,0.0001264157],"domain_scores_gemma":[0.995563,0.000476751,0.002749321,0.0001743569,0.0006073928,0.0004291408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002388369,0.00001160959,0.9993491,0.000003933673,0.0000191789,0.000007225892,0.00002007793,0.00003072028,0.00002646759,0.000007318309,0.0001021658,0.0003982031],"study_design_scores_gemma":[0.00000194494,0.00002507451,0.9996518,0.000004143761,0.000009291382,0.00003301289,0.00006288289,0.0001257824,0.00002317758,0.000004633963,0.00005659689,0.000001558499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983808,0.0002158574,0.00004344017,0.00008407849,0.000004345399,0.000004128432,0.0009988648,0.000006973526,0.0002615284],"genre_scores_gemma":[0.9986359,0.0001087904,0.00006337686,0.00002668814,0.00000780307,0.000005664659,0.001080796,0.000001403668,0.00006951512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02915271,"threshold_uncertainty_score":0.05796605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008484860697927954,"score_gpt":0.2321275705750427,"score_spread":0.2236427098771148,"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."}}