{"id":"W2001719675","doi":"10.1007/s004640080198","title":"Preoperative determinants of an esophageal lengtheningprocedure in laparoscopic antireflux surgery","year":2001,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Esophagus; Abdominal surgery; Surgery; Odds ratio; Reflux; Esophageal disease; Hernia; Esophageal hiatus; Achalasia; Endoscopy; Barrett's esophagus; Internal medicine; Cancer; Adenocarcinoma; Disease","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":[0.0003444092,0.0002125674,0.0008433506,0.0002058928,0.00004663329,0.000007788947,0.0001026872,0.0001934603,0.0004223353],"category_scores_gemma":[0.0001693425,0.0001677142,0.00012123,0.0003924659,0.0001941774,0.000154536,0.00004062898,0.000291949,0.00003760809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002868657,"about_ca_system_score_gemma":0.0001565314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000708716,"about_ca_topic_score_gemma":0.00005175279,"domain_scores_codex":[0.9982264,0.0001637803,0.0005412027,0.0003992585,0.0002386068,0.0004307463],"domain_scores_gemma":[0.9990747,0.000268608,0.0001066903,0.0002817409,0.00007128564,0.0001969791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001044886,0.0005423808,0.9856604,0.0001199263,0.00001206167,0.008293713,0.000365023,0.000004726069,0.0008567789,0.0001060431,0.00002745215,0.002966649],"study_design_scores_gemma":[0.01295521,0.001637983,0.8884677,0.0004753473,0.00006174324,0.002346528,0.0001603242,0.0006996183,0.09203985,0.0002709688,0.0005624651,0.0003222907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996736,0.0007080566,0.000001774572,0.00008849042,0.000160689,0.0002580869,0.00001002042,0.00005156293,0.001985312],"genre_scores_gemma":[0.9982595,0.0001869624,0.0003147314,0.0001359219,0.0001436329,0.00002646709,0.00002469129,0.00002454422,0.0008835741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09719269,"threshold_uncertainty_score":0.6839188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460763604415499,"score_gpt":0.3247945011217273,"score_spread":0.3001868650775723,"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."}}