{"id":"W3171400312","doi":"10.1093/bjs/znab202","title":"A new clinical severity score for the management of acute small bowel obstruction","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Bowel obstruction; Logistic regression; Bowel resection; Univariate analysis; Multivariate analysis; Internal medicine; Cohort; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000674026,0.00006497996,0.0003486968,0.00003205864,0.00007386952,0.00002237889,0.00006508978,0.00005370751,0.0000906533],"category_scores_gemma":[0.0002671698,0.00005362954,0.000535261,0.000127511,0.00004972392,0.00005424359,0.0000330395,0.0002563445,0.000001738381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001776071,"about_ca_system_score_gemma":0.0002675378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005501281,"about_ca_topic_score_gemma":0.00001024406,"domain_scores_codex":[0.9988403,0.00004209346,0.0006808003,0.00009669389,0.000203647,0.000136428],"domain_scores_gemma":[0.9983997,0.000607193,0.0002901925,0.0001003555,0.0004689578,0.0001335905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007107558,0.0003026779,0.08191253,0.0005241836,0.001690482,0.009369489,0.00004617221,0.000003023162,0.0006817656,0.0001059521,0.09004249,0.8146105],"study_design_scores_gemma":[0.0008464196,0.000135013,0.9380133,0.002533608,0.0009324412,0.03726508,0.0002227657,0.00002440714,0.001362292,0.0005641957,0.01803729,0.00006319176],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916251,0.002596339,0.002288822,0.001630269,0.001445539,0.0001241461,0.00002444065,0.000006658181,0.0002586948],"genre_scores_gemma":[0.8871772,0.02614814,0.07001676,0.00160719,0.003891924,0.00001080166,0.00003849643,0.0000526909,0.01105683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8561008,"threshold_uncertainty_score":0.2186949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002240464722603,"score_gpt":0.3294561354395475,"score_spread":0.2292320889672872,"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."}}