{"id":"W4200283654","doi":"10.1016/j.gie.2021.11.032","title":"Incremental benefit of dye-based chromoendoscopy to predict the risk of submucosal invasive cancer in large nonpedunculated colorectal polyps","year":2021,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Chromoendoscopy; Interquartile range; Radiology; Lesion; Confidence interval; dBc; Colorectal cancer; Nuclear medicine; Surgery; Internal medicine; Colonoscopy; Cancer","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":[0.002402981,0.001070665,0.001063829,0.0007213659,0.0002396604,0.001197452,0.0006584376,0.001445224,0.00199749],"category_scores_gemma":[0.01420661,0.0004238559,0.001596731,0.0004392636,0.0004495275,0.001265367,0.0006449349,0.001303684,0.0003932994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003799334,"about_ca_system_score_gemma":0.000482977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002688352,"about_ca_topic_score_gemma":0.003591097,"domain_scores_codex":[0.9990464,0.0004161976,0.00005738977,0.0001962753,0.0001668392,0.0001168453],"domain_scores_gemma":[0.9882919,0.009152761,0.0005495971,0.0007054107,0.0005185166,0.000781764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02312976,0.0003489643,0.937977,0.0001225102,0.001416858,0.000570062,0.00006232756,0.003618895,0.003149399,0.0001842402,0.0004654184,0.02895459],"study_design_scores_gemma":[0.0004865814,0.003741914,0.9489186,0.00006632989,0.005482188,0.001288547,0.0001748573,0.03548287,0.002174366,0.001219754,0.0008759509,0.00008803337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991788,0.003458896,0.001241006,0.0006308595,0.0001448381,0.00002556471,0.0005008604,0.00005086459,0.00215914],"genre_scores_gemma":[0.9982577,0.0004180933,0.0004593469,0.00009560496,0.0001582981,0.000004813198,0.000329281,0.00001012281,0.0002668501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002688352,"threshold_uncertainty_score":0.01270831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105719840730633,"score_gpt":0.2659294782153026,"score_spread":0.2553574941422393,"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."}}