{"id":"W4225733837","doi":"10.1056/nejmoa2201171","title":"Tranexamic Acid in Patients Undergoing Noncardiac Surgery","year":2022,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":325,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Kingston Health Sciences Centre; McGill University; Centre Hospitalier de l’Université de Montréal; Impact; Queen's University; McMaster University; University of Saskatchewan; Population Health Research Institute; Western University","funders":"National Health and Medical Research Council; Canadian Institutes of Health Research; Medical Research Council; National Institute for Health and Care Research; Population Health Research Institute","keywords":"Tranexamic acid; Medicine; Anesthesia; Surgery; Blood loss","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001304226,0.0001057507,0.0005193793,0.0004743973,0.00004946071,0.000003007596,0.00007782205,0.00002292646,0.0007552833],"category_scores_gemma":[0.000177943,0.00007797036,0.0001117444,0.0003011647,0.00002689146,0.00005068295,0.00002237478,0.0004594135,0.000002101692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000938548,"about_ca_system_score_gemma":0.0001964748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000450665,"about_ca_topic_score_gemma":0.00002774208,"domain_scores_codex":[0.9983076,0.0001379104,0.0005516007,0.0001060641,0.0007196741,0.0001770921],"domain_scores_gemma":[0.9992489,0.0002084578,0.0001671825,0.0001185814,0.00005677596,0.0002001141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003983632,0.0007882066,0.4164145,0.0001966486,0.0003371697,0.001474291,0.003182325,0.0001549766,0.001164543,0.0001276296,0.05626449,0.5159116],"study_design_scores_gemma":[0.2050159,0.005283825,0.5563241,0.0008280491,0.0005839291,0.0007943546,0.00134078,0.00002479522,0.0002233843,0.0002960675,0.2290671,0.0002177656],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803352,0.001326933,0.0002204815,0.01350439,0.001564176,0.000227312,0.000001382684,0.00001103115,0.002809038],"genre_scores_gemma":[0.9961927,0.000599566,0.00007979438,0.001973846,0.0008315661,0.000002006006,0.00001000011,0.00001475545,0.000295745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5156938,"threshold_uncertainty_score":0.8269823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595220607290363,"score_gpt":0.2372259897733765,"score_spread":0.2212737837004729,"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."}}