{"id":"W4407761504","doi":"10.1186/s13049-025-01336-z","title":"The revised Canadian Bleeding (CAN-BLEED) score for risk stratification of bleeding trauma patients: a mixed retrospective—prospective cohort study","year":2025,"lang":"en","type":"article","venue":"Scandinavian Journal of Trauma Resuscitation and Emergency Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Lakeridge Health; University of Ottawa","funders":"","keywords":"Medicine; Bleed; Retrospective cohort study; Risk stratification; Prospective cohort study; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003264969,0.0003404445,0.0008539321,0.001031455,0.000769749,0.00003529553,0.000249207,0.0001344804,0.00005800647],"category_scores_gemma":[0.003303316,0.0002475345,0.000209078,0.001415267,0.0002987194,0.0002789728,0.00001466495,0.0004851041,5.598436e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000701643,"about_ca_system_score_gemma":0.0003016182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296812,"about_ca_topic_score_gemma":0.01115081,"domain_scores_codex":[0.9959404,0.0002344548,0.002016427,0.0004659171,0.0008909068,0.0004519057],"domain_scores_gemma":[0.9943087,0.0003377297,0.001464644,0.0003396935,0.003139337,0.0004099506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001423129,0.0002519384,0.9612672,0.0002745481,0.0006305159,0.000003945925,0.004574134,0.0000118577,0.0005401799,0.001154661,0.00236316,0.0275047],"study_design_scores_gemma":[0.007901386,0.003238144,0.9653308,0.001250817,0.001275713,0.000006469274,0.01715671,0.0002047897,0.000352869,0.002965672,0.0001324439,0.0001841413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868254,0.001247101,0.0009109643,0.002583707,0.002685473,0.003204665,0.00006723686,0.00002135671,0.002454084],"genre_scores_gemma":[0.9977686,0.001048652,0.0004045579,0.0000279557,0.0003248955,0.00008780762,0.00005312576,0.00003455025,0.0002497927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02732056,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02428466074967235,"score_gpt":0.3102454489668025,"score_spread":0.2859607882171302,"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."}}