{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002572995,0.00005456482,0.0001172432,0.0001137388,0.00001322819,0.000003637057,0.00002253465,0.00001934243,0.0001737825],"category_scores_gemma":[0.00001473775,0.00004280277,0.0000485949,0.0002453862,0.00001634212,0.00002324885,0.00001492353,0.00002180087,0.0001596693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005828387,"about_ca_system_score_gemma":0.00001965621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000757985,"about_ca_topic_score_gemma":0.00003198838,"domain_scores_codex":[0.9995623,0.000008011301,0.0000987618,0.0001061474,0.0001134126,0.0001113901],"domain_scores_gemma":[0.999769,0.00001845555,0.00002520181,0.000140643,0.00001673654,0.00002999646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004077774,0.0001156994,0.9021925,0.000178517,0.00009331367,0.0001527765,0.0005939032,0.000002200404,0.000725733,0.0001257527,0.008048548,0.0873633],"study_design_scores_gemma":[0.001265197,0.0007829558,0.9704589,0.00003350279,0.00006275541,0.000003355533,0.00007688002,0.00004331728,0.000878479,0.00004676437,0.02631546,0.00003245607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943475,0.0002938153,0.00001696831,0.0009458012,0.0003712471,0.0002121441,0.00000414996,0.0000574094,0.003751024],"genre_scores_gemma":[0.9883334,0.0003022375,0.00008200727,0.00002903674,0.0001405388,0.00004797718,0.00001497173,0.000005422221,0.01104441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08733084,"threshold_uncertainty_score":0.205228,"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."}}