{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002125747,0.001025226,0.0009769393,0.003480369,0.0003304093,0.0006846018,0.0007454903,0.0004409901,0.002234962],"category_scores_gemma":[0.005986178,0.0002002085,0.001042618,0.001593849,0.000239558,0.001115143,0.0009868292,0.000872696,0.0004995522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00064502,"about_ca_system_score_gemma":0.0008902284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001711644,"about_ca_topic_score_gemma":0.002994531,"domain_scores_codex":[0.9981859,0.0006513118,0.000434637,0.0001178949,0.0004796133,0.0001305041],"domain_scores_gemma":[0.9962676,0.0007369361,0.001637421,0.00006354367,0.0008489336,0.0004455781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007405496,0.0002352455,0.9592986,0.0002856767,0.0005225291,0.0001971366,0.00006531088,0.00137813,0.000912833,0.0002441619,0.005131259,0.03098865],"study_design_scores_gemma":[0.0004035218,0.001375069,0.9803254,0.0001830563,0.0002304724,0.001326858,0.0002015498,0.01099927,0.000394048,0.0005526004,0.003968127,0.00004004703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513425,0.006143409,0.01573445,0.002076553,0.0004968088,0.001995622,0.009357272,0.000315951,0.01253744],"genre_scores_gemma":[0.9633635,0.00163442,0.02344198,0.000216832,0.0002440674,0.00104235,0.008302355,0.00002382318,0.001730722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003480369,"threshold_uncertainty_score":0.01124215,"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."}}