{"id":"W4395034171","doi":"10.1055/s-0044-1783188","title":"The Role of Preventative Therapies in Stricture Formation Post Esophageal Endoscopic Resection","year":2024,"lang":"en","type":"article","venue":"Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; St. Michael's Hospital","funders":"","keywords":"Medicine; Esophageal stricture; Resection; Endoscopic mucosal resection; Endoscopy; Esophageal cancer; Surgery; Esophagus; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001882069,0.00008840514,0.000141639,0.0001292702,0.00005438755,0.00001610805,0.00005789351,0.00006596584,0.00006277478],"category_scores_gemma":[0.00006239796,0.00005403926,0.00005239291,0.0002610329,0.00005968191,0.0001290669,0.00001832125,0.0002359771,0.00002416914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004873278,"about_ca_system_score_gemma":0.00005553648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005901451,"about_ca_topic_score_gemma":0.00007854911,"domain_scores_codex":[0.9992611,0.0001019245,0.0002157296,0.0001277984,0.0001414385,0.0001519436],"domain_scores_gemma":[0.999561,0.0002022237,0.00004410364,0.0001239446,0.0000421513,0.00002658879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002526332,0.0004651439,0.1277263,0.001185918,0.000366611,0.0005678415,0.06127253,0.0000387917,0.5575248,0.04050916,0.001230409,0.2065861],"study_design_scores_gemma":[0.002199757,0.002635713,0.2519197,0.0005244298,0.00008825149,0.00007597182,0.006207787,0.001155676,0.7123061,0.01730308,0.005448022,0.0001355029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727149,0.02331396,0.0001493522,0.0007903897,0.0003140783,0.0004158858,0.00001622155,0.00004738035,0.002237819],"genre_scores_gemma":[0.9984586,0.0004033034,0.0002948397,0.0000654945,0.0001106482,0.00004120686,0.00002397551,0.00001049041,0.0005914922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2064506,"threshold_uncertainty_score":0.2203657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007764020469908305,"score_gpt":0.2905105835587811,"score_spread":0.2827465630888727,"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."}}