{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005186044,0.0003207575,0.0005269971,0.0003997181,0.0001141151,0.00002311159,0.0001027447,0.0002128231,0.0008377071],"category_scores_gemma":[0.0000130187,0.0002795329,0.0001743229,0.0004584455,0.00009338178,0.0001357164,0.00002383483,0.0003059517,0.000009913564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002518149,"about_ca_system_score_gemma":0.00001206768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007556225,"about_ca_topic_score_gemma":0.0007087148,"domain_scores_codex":[0.9977649,0.0001614156,0.0005299711,0.0006413721,0.0005045217,0.0003978278],"domain_scores_gemma":[0.9991624,0.00003146104,0.00005658532,0.0004222917,0.00005484357,0.0002724655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002626043,0.002610433,0.9031073,0.0003231727,0.000064224,0.00003513275,0.001850936,0.00000491913,0.01221586,0.00009612278,0.0002563632,0.07917294],"study_design_scores_gemma":[0.0173741,0.0008660284,0.9735096,0.000165846,0.000455894,0.00000124631,0.00005189658,0.0004019765,0.005119419,0.00005692511,0.001697684,0.0002993676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767142,0.00007338561,0.0005281124,0.0006349586,0.000207334,0.0009115076,0.000007921782,0.0001394472,0.02078311],"genre_scores_gemma":[0.9972117,0.001487307,0.0001284654,0.0003101032,0.00004683093,0.00004745302,0.00009344327,0.00004511136,0.0006296173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07887357,"threshold_uncertainty_score":0.9999657,"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."}}