{"id":"W4310676284","doi":"10.1007/s43678-022-00423-9","title":"Just the facts: massive hemorrhage protocol","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Petro-Canada; St. Michael's Hospital","funders":"","keywords":"Medicine; Protocol (science); Medical emergency; Intensive care medicine; Pathology; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02042974,0.000624745,0.0009574741,0.001457923,0.003708504,0.003284293,0.00177044,0.004508904,0.06245391],"category_scores_gemma":[0.05481828,0.0009245287,0.001146542,0.001185525,0.001616845,0.002933681,0.003601809,0.007041539,0.01410121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006046424,"about_ca_system_score_gemma":0.02528145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004986,"about_ca_topic_score_gemma":0.02018505,"domain_scores_codex":[0.9895592,0.005603462,0.001588254,0.0007674777,0.001597357,0.0008842785],"domain_scores_gemma":[0.9763079,0.01142947,0.001536243,0.002394746,0.004863015,0.00346867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009344356,0.001393544,0.003537511,0.001683427,0.0001742419,0.0006251432,0.000826132,0.002525498,0.0006878501,0.09371226,0.762702,0.1227881],"study_design_scores_gemma":[0.01646972,0.001740882,0.01106657,0.004216089,0.0004471928,0.000705719,0.000689589,0.004241933,0.001927599,0.07042534,0.8877786,0.0002906245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0255934,0.00456776,0.06587802,0.1607854,0.01318168,0.2570459,0.06216445,0.004201025,0.4065825],"genre_scores_gemma":[0.1728572,0.005126008,0.1081358,0.09486456,0.004331827,0.5111966,0.02770588,0.0005261218,0.075256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06245391,"threshold_uncertainty_score":0.2089291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164587749180027,"score_gpt":0.3709112105762961,"score_spread":0.2544524356582935,"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."}}