{"id":"W4404438015","doi":"10.1016/j.gie.2024.11.021","title":"Clinical management of patients with colorectal intramucosal carcinoma compared to high-grade dysplasia and T1 colorectal cancer","year":2024,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Montreal General Hospital; Université de Montréal; University of Ottawa","funders":"Canadian Institutes of Health Research; Ministère de la Santé; Canadian Association of Gastroenterology; Fonds de Recherche du Québec - Santé; Ministère de la Santé et des Services sociaux","keywords":"Medicine; Colorectal cancer; Dysplasia; Internal medicine; Gastroenterology; Carcinoma; Cancer; Oncology; Colonoscopy; General surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000188168,0.0002890943,0.0005575424,0.0002058884,0.00004782786,0.00004537437,0.0001309583,0.00003289244,0.0001435131],"category_scores_gemma":[0.00003515866,0.0002288594,0.00009258345,0.000435078,0.0001995624,0.00007819387,0.0001591047,0.0002600406,0.00002137007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439708,"about_ca_system_score_gemma":0.00009949386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000225601,"about_ca_topic_score_gemma":0.00007993862,"domain_scores_codex":[0.9980339,0.00004749135,0.0005013605,0.0005393061,0.000446046,0.000431843],"domain_scores_gemma":[0.9991482,0.0001704658,0.00009708128,0.0001728588,0.0001065548,0.000304809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003982344,0.0002472306,0.9869506,0.0005679788,0.0002457593,0.0003504366,0.00007846743,0.00002061619,0.0004689616,0.0004628252,0.001987366,0.004637419],"study_design_scores_gemma":[0.004263657,0.003206638,0.989482,0.001078852,0.0004865624,0.0001422478,0.0001389508,0.0003659744,0.0002095354,0.0000182343,0.000439982,0.0001673035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956971,0.0001177005,0.001299688,0.0006734504,0.000402576,0.001060648,0.00009488824,0.0001183019,0.0005355789],"genre_scores_gemma":[0.9522085,0.00002234878,0.04710882,0.0001096104,0.0001444196,0.00008711203,0.00007347674,0.0000391024,0.000206655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04580913,"threshold_uncertainty_score":0.9332614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558248551353406,"score_gpt":0.2957445319689911,"score_spread":0.2801620464554571,"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."}}