{"id":"W2899587631","doi":"10.1111/trf.14995","title":"A rationale for universal tranexamic acid in major joint arthroplasty: overall efficacy and impact of risk factors for transfusion","year":2018,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Stroke Network; Canadian Blood Services; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Tranexamic acid; Perioperative; Deep vein; Adverse effect; Pulmonary embolism; Blood transfusion; Acute kidney injury; Anemia; Thrombosis; Body mass index; Internal medicine; Logistic regression; Retrospective cohort study; Surgery; Anesthesia","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":[],"consensus_categories":[],"category_scores_codex":[0.00026512,0.0002415493,0.0004665394,0.0003139873,0.0001356095,0.00001037616,0.00005065824,0.0001417918,0.0002498353],"category_scores_gemma":[0.00004552246,0.000192851,0.0002932444,0.0001859199,0.0001268534,0.0001134893,0.000007066475,0.0001355466,0.000001602628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006361714,"about_ca_system_score_gemma":0.00009348075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007466416,"about_ca_topic_score_gemma":0.001535393,"domain_scores_codex":[0.9986485,0.00004379709,0.0004057712,0.0003955272,0.0002164279,0.0002899574],"domain_scores_gemma":[0.9993097,0.0001815249,0.00006739151,0.0001862811,0.0001149427,0.0001401563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02280572,0.002511568,0.01224629,0.0009966304,0.0004840795,0.000008806093,0.02622804,0.0001122927,0.8796508,0.00137806,0.000469516,0.05310819],"study_design_scores_gemma":[0.1108038,0.01600609,0.7198976,0.0007841437,0.001518855,0.00002645869,0.002442606,0.00597259,0.1384501,0.0007755486,0.002558305,0.0007639538],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536117,0.00009470795,0.04154655,0.0003237764,0.0001373394,0.003907797,0.0001953321,0.00004509673,0.000137652],"genre_scores_gemma":[0.9968301,0.001219479,0.001547184,0.00004767926,0.00007455545,0.00005000825,0.0001113155,0.00003613685,0.00008353523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7412007,"threshold_uncertainty_score":0.7864235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215458612858682,"score_gpt":0.2699928597290461,"score_spread":0.2484469984431779,"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."}}