{"id":"W4406521275","doi":"10.1007/s13304-025-02089-1","title":"Use of risk assessment tools in emergency general surgery: a cross-sectional survey of surgeons and trainees","year":2025,"lang":"en","type":"article","venue":"Updates in Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; University Health Network","funders":"","keywords":"Medicine; Cross-sectional study; Surgery; General surgery; Medical emergency","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":[0.001523674,0.0001630202,0.000274288,0.001022651,0.0003415615,0.0006863751,0.0002725194,0.0007051508,0.001073182],"category_scores_gemma":[0.007883148,0.0002947806,0.0005165748,0.001093789,0.0002363142,0.0008383911,0.0006635383,0.000761373,0.0001771741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002899711,"about_ca_system_score_gemma":0.0005106031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005773123,"about_ca_topic_score_gemma":0.007382499,"domain_scores_codex":[0.9987544,0.0003440591,0.000247103,0.0001301627,0.0003342281,0.0001901792],"domain_scores_gemma":[0.9942391,0.001554495,0.002652827,0.0002058338,0.0006810511,0.0006668257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001294889,0.00004718863,0.9986254,0.000008793321,0.00002118523,0.00001339003,0.0001647923,0.0000103596,0.00003743545,0.000005416922,0.00007113626,0.0009819356],"study_design_scores_gemma":[0.000001205673,0.00004641759,0.9990838,0.00001026704,0.000006426838,0.00006462821,0.0006092435,0.00004732,0.00001200627,0.000005282944,0.0001109323,0.000002636244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986514,0.0002161526,0.00006592352,0.0001462706,0.000007084122,0.00001182714,0.0003478472,0.000002704798,0.0005507001],"genre_scores_gemma":[0.9990976,0.0002429466,0.000120582,0.0000916124,0.000008882373,0.00001065984,0.0002901878,0.000001666709,0.0001357401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005773123,"threshold_uncertainty_score":0.01147902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07533346034299138,"score_gpt":0.3575568942478828,"score_spread":0.2822234339048915,"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."}}