{"id":"W4323351007","doi":"10.1093/jcag/gwac036.114","title":"A114 UNIFIED MAGNIFYING ENDOSCOPIC CLASSIFICATION (UMEC) FOR GASTROINTESTINAL LESIONS: A NORTH AMERICAN EDUCATION STUDY","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University; University of Calgary; Hotel Dieu Hospital; University Health Network; University of Toronto; Kingston General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Gastroenterology; Esophagus; Stomach; Internal medicine; Endoscopy; Gold standard (test)","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":[0.002245926,0.0003170584,0.0002161344,0.001319919,0.0008540864,0.0005953599,0.0004446238,0.0008374657,0.002948563],"category_scores_gemma":[0.00558922,0.000328919,0.0004041577,0.001065442,0.00044272,0.001387145,0.0006352051,0.0006262995,0.0006158019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006777289,"about_ca_system_score_gemma":0.0007564641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425811,"about_ca_topic_score_gemma":0.01415602,"domain_scores_codex":[0.9989257,0.0003689459,0.0001044454,0.0002132096,0.0002224567,0.0001652354],"domain_scores_gemma":[0.9943229,0.001570991,0.001383297,0.0003278886,0.001674572,0.000720286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005822282,0.0003078249,0.9962895,0.000008956108,0.00001428354,0.00005783383,0.0006528994,0.00002143187,0.00007736994,0.00002626343,0.0001635522,0.002321938],"study_design_scores_gemma":[0.00001844506,0.000348302,0.9966613,0.00002111025,0.000024864,0.0001803488,0.001889781,0.0003444187,0.00005270243,0.00002713121,0.0004246988,0.000006895375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991363,0.0000698919,0.00008561081,0.00008008784,0.000005233655,0.00001853762,0.00004093163,0.000001648993,0.0005618704],"genre_scores_gemma":[0.9993357,0.00007786879,0.0001210082,0.00009058611,0.00001371728,0.00002167775,0.00009926552,0.000001739045,0.000238396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01425811,"threshold_uncertainty_score":0.02835023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03774069933371763,"score_gpt":0.3288555556935717,"score_spread":0.291114856359854,"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."}}