{"id":"W4414050133","doi":"10.1093/dote/doaf061.021","title":"165. RISK STRATIFICATION FOR STRICTURE FORMATION AFTER ENDOSCOPIC SUBMUCOSAL DISSECTION FOR ESOPHAGEAL DYSPLASIA","year":2025,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Esophageal stricture; Endoscopic submucosal dissection; Lesion; Esophagectomy; Dysplasia; Retrospective cohort study; Univariate analysis","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":[0.0007885867,0.0002740878,0.0002399992,0.000800872,0.0002182789,0.0004563611,0.0002693438,0.0003474047,0.002293991],"category_scores_gemma":[0.002147953,0.0001407923,0.0005980156,0.0006612433,0.0001575169,0.0002887873,0.0002843398,0.0003218254,0.0003043854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001657348,"about_ca_system_score_gemma":0.0002208646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205775,"about_ca_topic_score_gemma":0.001332776,"domain_scores_codex":[0.9996907,0.00009914672,0.00004360782,0.00007038062,0.0000488553,0.00004733706],"domain_scores_gemma":[0.9983667,0.0004017508,0.0007292644,0.00009188142,0.0001042182,0.0003061009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001446229,0.000006244537,0.9986879,0.000005798426,0.00002416594,0.0000363536,0.000004886328,0.00002642587,0.0001162196,0.000005409446,0.0000355132,0.0009064475],"study_design_scores_gemma":[0.000004939985,0.0001027543,0.9990839,0.000004358028,0.00003297829,0.0002337087,0.00001935411,0.0003252246,0.00007003429,0.00001735742,0.0001035054,0.000001874864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986217,0.0004538734,0.0001988025,0.00003597164,0.00001116146,0.000007785832,0.0002696643,0.000005381662,0.0003956846],"genre_scores_gemma":[0.9994172,0.00005875342,0.0001276343,0.000008314352,0.00001342373,0.000004332728,0.0002476522,0.000001379977,0.0001212829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002293991,"threshold_uncertainty_score":0.007674217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008378504155950026,"score_gpt":0.3008469428782907,"score_spread":0.2924684387223407,"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."}}