{"id":"W4413222751","doi":"10.1007/978-3-031-86312-7_42","title":"Medical Comorbidities and Trauma","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Computer science","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":[0.0003225143,0.0006105603,0.0003785377,0.001463929,0.001042407,0.00202112,0.0004881649,0.001095372,0.06780959],"category_scores_gemma":[0.001299078,0.0003253102,0.0002814184,0.001322495,0.0007888881,0.001892975,0.001763268,0.002235837,0.01860083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009010973,"about_ca_system_score_gemma":0.001328197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004573365,"about_ca_topic_score_gemma":0.02155975,"domain_scores_codex":[0.9998468,0.00004165775,0.000007723942,0.00001261446,0.00006884511,0.0000222828],"domain_scores_gemma":[0.9997377,0.0001329043,0.00001204101,0.00001353705,0.00004461374,0.00005924231],"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":[0.00000690367,0.00003195835,0.0002700404,0.0001058252,0.000002641415,0.0001267949,0.0003906838,0.0001482706,0.00006378385,0.05520602,0.8499484,0.0936987],"study_design_scores_gemma":[0.000001562826,0.000007207959,0.000598293,0.0002877573,0.00000151751,0.00025625,0.0002259766,0.00003702441,0.00001222212,0.01482917,0.9837398,0.000003291551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008181703,0.06603412,0.001272391,0.01769549,0.009933311,0.0000380587,0.0003168241,0.00006585004,0.9038258],"genre_scores_gemma":[0.005161592,0.06122224,0.001320912,0.01068702,0.005869371,0.00004593013,0.0003180178,0.00007013488,0.9153048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06780959,"threshold_uncertainty_score":0.2268456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317676343990652,"score_gpt":0.2893082070083752,"score_spread":0.2661314435684686,"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."}}