{"id":"W3102474814","doi":"10.1016/j.amjsurg.2020.11.029","title":"Surgical intervention for mechanical large bowel obstruction at a tertiary hospital: Which patients receive a stoma and how often are they reversed?","year":2020,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Aging","keywords":"Medicine; Stoma (medicine); Ileostomy; Anastomosis; Surgery; Bowel obstruction; Colorectal cancer; Stage (stratigraphy); General surgery; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004899222,0.0001345106,0.0004880411,0.00006642525,0.0001194182,0.00001911435,0.0000784385,0.00003545154,0.00001899074],"category_scores_gemma":[0.001222119,0.00008194012,0.0003243301,0.0001741277,0.00008885645,0.000112624,0.00006368947,0.0002769875,0.000003140128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005717626,"about_ca_system_score_gemma":0.00003870326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001291252,"about_ca_topic_score_gemma":0.00000299836,"domain_scores_codex":[0.998841,0.0001703889,0.0003518904,0.0001519734,0.0002731493,0.0002116067],"domain_scores_gemma":[0.9978148,0.0006734981,0.0007468401,0.00009904323,0.0004374241,0.0002284462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01211699,0.0009943112,0.8881231,0.0003525085,0.0006181184,0.0005106018,0.002874071,0.000002548298,0.002628856,0.00003787846,0.0371652,0.05457585],"study_design_scores_gemma":[0.002585282,0.004201964,0.9750472,0.0009548955,0.0004027971,0.001469557,0.004575452,0.0003202973,0.0009475615,0.0001985997,0.009084462,0.0002119897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713147,0.0001044969,0.00009584079,0.02797748,0.000267198,0.0001802435,0.00003589966,0.00001526547,0.000008828305],"genre_scores_gemma":[0.9981424,0.0001323058,0.0002467416,0.0009787865,0.0003930127,0.000007851429,0.00001221946,0.00002023402,0.00006640271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08692408,"threshold_uncertainty_score":0.3341421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218885665800381,"score_gpt":0.2585303491594076,"score_spread":0.2363414925014038,"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."}}