{"id":"W4221077079","doi":"10.1053/j.gastro.2022.03.022","title":"Rio de Janeiro Global Consensus on Landmarks, Definitions, and Classifications in Barrett’s Esophagus: World Endoscopy Organization Delphi Study","year":2022,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Foundation for Promotion of Cancer Research","keywords":"Medicine; Voting; General surgery; Delphi method; Grading (engineering); Esophagus; Endoscopy; Evidence-based medicine; Barrett's esophagus; Medical physics; Family medicine; Surgery; Internal medicine; Pathology; Artificial intelligence; Political science; Alternative medicine; Computer science; Adenocarcinoma","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":[0.04103674,0.0003858088,0.0007949213,0.003074012,0.001243488,0.001879401,0.001071573,0.001102527,0.00210955],"category_scores_gemma":[0.05194964,0.0005362498,0.00120767,0.002978778,0.001633995,0.001337169,0.004348047,0.001301693,0.0002944227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0034673,"about_ca_system_score_gemma":0.01030892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01359622,"about_ca_topic_score_gemma":0.02019991,"domain_scores_codex":[0.977545,0.01436142,0.003057095,0.001057333,0.002153679,0.001825455],"domain_scores_gemma":[0.975976,0.01429507,0.002029906,0.001531716,0.005346172,0.0008211376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002387207,0.0003612224,0.4084616,0.01138673,0.0009562427,0.001245898,0.1736288,0.00136771,0.004736781,0.04087362,0.02880557,0.3257887],"study_design_scores_gemma":[0.0005693118,0.0006905743,0.4960201,0.01598399,0.001468976,0.00183571,0.2719299,0.003562817,0.003033631,0.01128038,0.1932864,0.0003383093],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8779167,0.01916554,0.01652054,0.02055294,0.000796366,0.002731189,0.003306171,0.0001035843,0.05890696],"genre_scores_gemma":[0.9711788,0.00476325,0.01619439,0.00231058,0.00008481845,0.00232063,0.001275814,0.00007826214,0.001793502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04103674,"threshold_uncertainty_score":0.2170256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487209895931934,"score_gpt":0.3103001171325953,"score_spread":0.2754280181732759,"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."}}