{"id":"W4401908129","doi":"10.1097/io9.0000000000000031","title":"Practice variations in the surgical treatment of small bowel obstruction in Quebec","year":2024,"lang":"en","type":"article","venue":"International Journal of Surgery Open","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Bowel obstruction; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008702161,0.000120389,0.0001486418,0.000650837,0.001664965,0.0008364366,0.0007457145,0.0004240398,0.004361995],"category_scores_gemma":[0.003896449,0.0001335502,0.0002027974,0.001711976,0.0007514177,0.0003535459,0.0006513216,0.0004302598,0.000166419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01959438,"about_ca_system_score_gemma":0.02019241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9462348,"about_ca_topic_score_gemma":0.9742122,"domain_scores_codex":[0.9991153,0.0001830456,0.00007847852,0.0001237229,0.0002643598,0.0002350202],"domain_scores_gemma":[0.995331,0.0009271246,0.001435488,0.00006796635,0.0008630574,0.001375328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007352959,0.00005896847,0.9406965,0.0002696805,0.00003928323,0.000998962,0.006611888,0.0003848659,0.0007799339,0.0005639537,0.00611186,0.04341051],"study_design_scores_gemma":[0.000008694153,0.00005007979,0.9824498,0.0002588104,0.00001175535,0.0004264312,0.008051186,0.0006657175,0.00008652344,0.00005638333,0.007911569,0.0000230497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823297,0.003249418,0.0004607694,0.006142113,0.00007215431,0.00008009515,0.001066668,0.00002232192,0.006576683],"genre_scores_gemma":[0.9962738,0.001306833,0.0003624579,0.0006676174,0.00001309679,0.00002348782,0.0002434021,0.000005659479,0.001103849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05376518,"threshold_uncertainty_score":0.1421678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08816370289647457,"score_gpt":0.381338390810191,"score_spread":0.2931746879137164,"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."}}