{"id":"W4393528720","doi":"10.1001/jamanetworkopen.2024.4581","title":"Timing of Major Postoperative Bleeding Among Patients Undergoing Surgery","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Population Health Research Institute; Western University","funders":"Instituto de Salud Carlos III; National Health and Medical Research Council; Medical Research Council; Universidad Autónoma de Bucaramanga; Assistance publique-Hôpitaux de Paris; Université Pierre et Marie Curie; Australian and New Zealand College of Anaesthetists; Ministério da Saúde; Sigrid Juséliuksen Säätiö; Chinese University of Hong Kong; American Heart Association; Inyuvesi Yakwazulu-Natali; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Institute for Health and Care Research; McMaster University; Department of Surgery, University of Manitoba; Stryker; Universidad Industrial de Santander; Universiti Malaya; Manitoba Medical Service Foundation; Hamilton Health Sciences; Heart and Stroke Foundation of Canada; Manitoba Health Research Council; Canadian Institutes of Health Research; American Society of Nephrology; Fundació la Marató de TV3","keywords":"Medicine; Perioperative; Surgery; Major bleeding; Prospective cohort study; Internal medicine; Myocardial infarction","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":[],"consensus_categories":[],"category_scores_codex":[0.0009498739,0.0001929036,0.0004544874,0.000162766,0.0001328545,0.0002723206,0.0001843452,0.0001272138,0.00013715],"category_scores_gemma":[0.0006451869,0.0001744997,0.0001224106,0.0006850238,0.00006455735,0.0007569118,0.0002276556,0.0002776276,0.0000469923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722095,"about_ca_system_score_gemma":0.0003129538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001077125,"about_ca_topic_score_gemma":0.0001836816,"domain_scores_codex":[0.9982128,0.0001220263,0.0005398247,0.0003922268,0.0003619863,0.0003711658],"domain_scores_gemma":[0.9977226,0.001538076,0.0001495397,0.0002494121,0.000210805,0.0001295864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006264847,0.0001571798,0.7721458,0.0007503891,0.0004654988,0.000156133,0.003499568,0.0005029082,0.0003435327,0.0009575696,0.05088936,0.1695056],"study_design_scores_gemma":[0.001764046,0.0002946254,0.9767792,0.009188849,0.0002559701,0.00001434721,0.00100475,0.006174534,0.001434423,0.0003690137,0.002353324,0.0003669527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778734,0.0008581597,0.0003483508,0.001405312,0.001029749,0.0009666919,0.00001155264,0.00009406418,0.01741274],"genre_scores_gemma":[0.9958022,0.0001522008,0.002374476,0.0003645247,0.0004200921,0.00004016962,0.0001328227,0.00005955681,0.0006540035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2046334,"threshold_uncertainty_score":0.7115892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03803386864665124,"score_gpt":0.3031201407213199,"score_spread":0.2650862720746687,"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."}}