{"id":"W2057914991","doi":"10.1007/s00464-014-3486-x","title":"Laparoscopic versus open surgical management of small bowel obstruction: an analysis of short-term outcomes","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"American College of Surgeons","keywords":"Medicine; Laparoscopy; Laparotomy; Abdominal surgery; Bowel obstruction; Hepatology; Surgery; Odds ratio; Laparoscopic surgery; Univariate analysis; Multivariate analysis; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002840473,0.0002015643,0.0009609218,0.0001818017,0.00006530098,0.00001840138,0.000321755,0.00009869051,0.001306968],"category_scores_gemma":[0.00003138579,0.0001494068,0.000336205,0.0005411989,0.0001712479,0.00007312821,0.000190423,0.0001642813,0.0000125481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003518628,"about_ca_system_score_gemma":0.00002802118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003036955,"about_ca_topic_score_gemma":0.00005090602,"domain_scores_codex":[0.9983085,0.0001104651,0.0005746809,0.0003697326,0.0003635816,0.0002729759],"domain_scores_gemma":[0.9986946,0.000294276,0.0001145006,0.000520732,0.0001234132,0.000252507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0081562,0.001530555,0.9477937,0.0004683797,0.003079201,0.0006888491,0.0001707809,0.0002036511,0.0005396676,0.03242135,0.00004307528,0.004904562],"study_design_scores_gemma":[0.02122822,0.002982114,0.9518167,0.0003316603,0.004840227,0.00007086572,0.0002990515,0.002418835,0.007091618,0.0001808348,0.008321326,0.0004185087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745023,0.00004326442,0.00002522005,0.0001698225,0.000302413,0.0002738131,0.00002754796,0.00003331089,0.02462226],"genre_scores_gemma":[0.9952158,0.00005530776,0.003165465,0.0000235653,0.00007994117,0.00002563994,0.0001214924,0.00001519043,0.001297625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03224052,"threshold_uncertainty_score":0.999606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06172045554844326,"score_gpt":0.3613683107437815,"score_spread":0.2996478551953382,"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."}}