{"id":"W2971399616","doi":"10.1136/gutjnl-2019-319646","title":"ESD, not EMR, should be the first-line therapy for early gastric neoplasia","year":2019,"lang":"en","type":"letter","venue":"Gut","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Endoscopic mucosal resection; Medicine; Endoscopic submucosal dissection; Endoscopy; General surgery; Gastroenterology; Internal medicine; Stomach; Cancer; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002091341,0.0004294341,0.0006561892,0.0002231343,0.0001206937,0.00008573772,0.0004443449,0.000444803,0.000408758],"category_scores_gemma":[0.00005387094,0.0002671967,0.0004787053,0.0002638949,0.00006153527,0.00005433802,0.00008690143,0.001110415,0.0002022421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032824,"about_ca_system_score_gemma":0.00009957624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001338628,"about_ca_topic_score_gemma":0.0000229939,"domain_scores_codex":[0.9979241,0.00002344432,0.0003668953,0.0004933729,0.0005975997,0.0005945524],"domain_scores_gemma":[0.9983627,0.0003737859,0.0002145805,0.0009068412,0.00009883958,0.00004326396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002572657,0.00002256801,0.006398398,0.0002389191,0.0002846581,0.00005861569,0.0001012661,0.000003050404,0.000004271648,0.00001273466,0.9833183,0.009299937],"study_design_scores_gemma":[0.003209401,0.000620211,0.02457358,0.00007179871,0.0003436406,0.00002019364,0.00001291316,0.00003610631,0.00001274596,0.00003540037,0.9708304,0.0002336473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003742805,0.0005718642,0.0005155378,0.9872828,0.001865525,0.002749922,0.0001001971,0.0001107763,0.00306062],"genre_scores_gemma":[0.004869661,0.000506594,0.0001903719,0.8789322,0.008546377,0.0002536339,0.0004343868,0.000112339,0.1061544],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1083505,"threshold_uncertainty_score":0.999978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06827997180715588,"score_gpt":0.3034828256435408,"score_spread":0.2352028538363849,"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."}}