{"id":"W4402137539","doi":"10.1093/dote/doae057.133","title":"374. INCIDENCE AND PREDICTORS OF STRICTURE DEVELOPMENT FOLLOWING ESOPHAGECTOMY: A RETROSPECTIVE ANALYSIS","year":2024,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Incidence (geometry); Esophagectomy; Retrospective cohort study; General surgery; Surgery; Internal medicine; Esophageal cancer; Cancer","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":[0.0006407547,0.0001498055,0.0003104101,0.0009283999,0.0003291204,0.0005529423,0.0002714019,0.000284003,0.001662508],"category_scores_gemma":[0.001868403,0.0002740896,0.0004146052,0.001239796,0.0002428021,0.0003960395,0.0003403906,0.000307475,0.0002955573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002777168,"about_ca_system_score_gemma":0.0003388647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002831964,"about_ca_topic_score_gemma":0.003066993,"domain_scores_codex":[0.999268,0.0001494347,0.0001673548,0.0001938987,0.0001315419,0.00008981432],"domain_scores_gemma":[0.997954,0.0004003945,0.001111215,0.0001457858,0.000153459,0.0002351158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002170797,0.000006012559,0.9995498,0.000005385127,0.00001332574,0.00006146013,0.000009183231,0.000006805407,0.0000357518,0.000003704195,0.00002710744,0.0002598337],"study_design_scores_gemma":[0.000002355259,0.00006431757,0.9989024,0.000006821845,0.00002111656,0.000615316,0.00009661548,0.00009492403,0.00004671885,0.000006832008,0.0001402914,0.000002382463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983064,0.000439712,0.00007745295,0.00001750995,0.000003848518,0.0000117313,0.0008085216,0.000003049094,0.0003318203],"genre_scores_gemma":[0.9991872,0.0001191285,0.00004866816,0.00001247549,0.00000504862,0.000008956043,0.0005617603,0.000001121839,0.00005576236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002831964,"threshold_uncertainty_score":0.00563091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004906869597568223,"score_gpt":0.2508034742095187,"score_spread":0.2458966046119504,"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."}}