{"id":"W4383340324","doi":"10.1136/gutjnl-2023-330300","title":"Treatment of adenoma recurrence after endoscopic mucosal resection","year":2023,"lang":"en","type":"article","venue":"Gut","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Cancer Institute NSW","keywords":"Endoscopic mucosal resection; Adenoma; Medicine; Resection; Endoscopy; Surgery; General surgery; Internal medicine","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":[0.001123935,0.0001777904,0.0006800694,0.0004606527,0.0001394869,0.0002426871,0.0003597032,0.0003854939,0.000643249],"category_scores_gemma":[0.003381586,0.000099642,0.0007704437,0.0002861542,0.0002452841,0.0002316846,0.0002422005,0.0003665941,0.0001843963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002463784,"about_ca_system_score_gemma":0.0002366226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001985678,"about_ca_topic_score_gemma":0.0004109428,"domain_scores_codex":[0.9992862,0.0003003151,0.00009658202,0.00008368208,0.0001580606,0.00007507698],"domain_scores_gemma":[0.9984488,0.0004950688,0.0006897523,0.0001355045,0.00008933126,0.0001413862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02297584,0.001522891,0.434332,0.003426817,0.002373633,0.009267263,0.0005641924,0.001832464,0.02783321,0.0002139381,0.001761709,0.493896],"study_design_scores_gemma":[0.0007865708,0.03571067,0.9058117,0.000506209,0.0009782811,0.03731424,0.0002826093,0.00174857,0.0103696,0.0001819646,0.00626862,0.00004096369],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848014,0.01266092,0.0009069961,0.0001793945,0.0000389439,0.00006593137,0.00004734789,0.00005602015,0.001243155],"genre_scores_gemma":[0.9975212,0.001489298,0.0004965583,0.00008994936,0.00006712897,0.0000314428,0.0001156099,0.000005581933,0.0001831509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001123935,"threshold_uncertainty_score":0.005944014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.033062827347407,"score_gpt":0.3111362456627015,"score_spread":0.2780734183152945,"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."}}