{"id":"W4408894856","doi":"10.1055/s-0045-1805438","title":"ESD for Oesophageal SCC: Absolute vs outside criteria resection and outcomes","year":2025,"lang":"en","type":"article","venue":"Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Resection; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001648017,0.0001336594,0.0002743063,0.0001524209,0.0001342425,0.00004114467,0.00005095362,0.00005717211,0.0001140871],"category_scores_gemma":[0.000168784,0.0001052942,0.00008129262,0.0001202371,0.00005853334,0.00007429837,0.00004348271,0.0001192327,0.00001948369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307645,"about_ca_system_score_gemma":0.0001195023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001778567,"about_ca_topic_score_gemma":0.00007171925,"domain_scores_codex":[0.9990519,0.00002895924,0.0001696997,0.0002781367,0.0001657424,0.0003055767],"domain_scores_gemma":[0.999388,0.0001510901,0.00002708629,0.0002234728,0.00006909407,0.0001412675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009974226,0.0005675014,0.9035391,0.00153672,0.001084676,0.0003820656,0.0004749775,0.000001670276,0.003471715,0.005102429,0.05757858,0.01628631],"study_design_scores_gemma":[0.0145549,0.002952527,0.90271,0.0002599093,0.0002540236,0.00001082741,0.00009131558,0.0003065765,0.065762,0.00470695,0.008211159,0.0001798101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355955,0.01942461,0.0036956,0.01872356,0.001768723,0.003994241,0.0001798627,0.0003308298,0.01628711],"genre_scores_gemma":[0.9854052,0.000148853,0.003225109,0.0007716278,0.0001325594,0.0002590582,0.00003423392,0.00001626966,0.0100071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06229028,"threshold_uncertainty_score":0.4293774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02324890923892318,"score_gpt":0.3929010464950631,"score_spread":0.3696521372561399,"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."}}