{"id":"W3214681887","doi":"10.1007/s00464-021-08864-6","title":"Predictors of recurrence of dysplasia or cancer in patients with dysplastic Barrett’s esophagus following complete eradication of dysplasia: a single-center retrospective cohort study","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Barrett's esophagus; Dysplasia; Intestinal metaplasia; Internal medicine; Gastroenterology; Esophagus; Retrospective cohort study; Radiofrequency ablation; Hazard ratio; Hepatology; Cancer; Endoscopic mucosal resection; Esophageal cancer; Cohort; Adenocarcinoma; Surgery; Endoscopy; Ablation; Confidence interval","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":[0.0002154135,0.0002330189,0.0009545801,0.0001830066,0.00003498357,0.000006848055,0.0001165592,0.00007352744,0.0003634125],"category_scores_gemma":[0.000253274,0.0001671672,0.0001146995,0.0008249457,0.0001791886,0.00009845052,0.0000642341,0.0002709271,0.000001714838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004871169,"about_ca_system_score_gemma":0.0005046786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053335,"about_ca_topic_score_gemma":0.0003371791,"domain_scores_codex":[0.9971344,0.0001903338,0.0006578938,0.0004960319,0.001171002,0.0003502793],"domain_scores_gemma":[0.9984626,0.0002675255,0.0002804217,0.0003620699,0.0004294939,0.0001978783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007037573,0.004194191,0.9866233,0.0002048889,0.0007550889,0.000609424,0.0003245543,0.00001864088,0.00004843653,0.00002078156,0.00001321766,0.0001499118],"study_design_scores_gemma":[0.02693171,0.006303254,0.9610323,0.0008400288,0.0002733337,0.000009745889,0.00008661739,0.0000415406,0.004374075,0.000006055891,0.000004268926,0.00009708157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956238,0.002055372,0.00001142573,0.00003559776,0.0001986348,0.001582797,0.0002991525,0.0000141355,0.0001790328],"genre_scores_gemma":[0.9993716,0.00006419876,0.0001779874,0.000005618921,0.00002882868,0.0001775484,0.00009835454,0.00002484798,0.00005097715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.025591,"threshold_uncertainty_score":0.681688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696381658756732,"score_gpt":0.2960732982805009,"score_spread":0.2791094816929336,"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."}}