{"id":"W4389568597","doi":"10.1016/j.gie.2023.12.007","title":"Outcomes of cold snare EMR of nonampullary duodenal adenomas ≥1 cm: a multicenter study","year":2023,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Perforation; Duodenum; Endoscopic mucosal resection; Adverse effect; Retrospective cohort study; Adenoma; Dysplasia; Surgery; Multicenter study; Gastroenterology; Internal medicine; Endoscopy; Randomized controlled trial","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":[0.0003302514,0.0002620094,0.0007311046,0.0003982724,0.00004305848,0.00001049472,0.0002221935,0.00002658309,0.0002268633],"category_scores_gemma":[0.0003930414,0.0002219103,0.0002367154,0.00061963,0.000114518,0.00007269669,0.0002157116,0.0001919376,0.00006417427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005672204,"about_ca_system_score_gemma":0.00008349823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002094693,"about_ca_topic_score_gemma":0.00003690282,"domain_scores_codex":[0.9978836,0.00006169507,0.0006587221,0.0003376816,0.0006300191,0.0004282891],"domain_scores_gemma":[0.998656,0.0002895176,0.000282259,0.0004392295,0.0001874405,0.0001455636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006734309,0.0005979686,0.9847736,0.0002769418,0.0001630061,0.0003530899,0.0002936462,0.00004600018,0.0105924,0.00006019868,0.002044881,0.0001248278],"study_design_scores_gemma":[0.005730509,0.002167265,0.9875059,0.0003577086,0.0003000475,0.0001030815,0.002330866,0.000320497,0.0008841673,0.000008625481,0.0001708074,0.0001205429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966316,0.00003947708,0.0004795048,0.0006191286,0.0001753493,0.0009900079,0.00003525138,0.0001374089,0.0008922602],"genre_scores_gemma":[0.9862477,0.000007412953,0.01092977,0.0001080591,0.00007338927,0.00004013679,0.00002802895,0.00003635123,0.002529153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01045027,"threshold_uncertainty_score":0.9049239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583016728030923,"score_gpt":0.3029011665847471,"score_spread":0.2770709993044378,"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."}}