{"id":"W3154747455","doi":"10.1053/j.gastro.2021.04.029","title":"How to Manage the Large Nonpedunculated Colorectal Polyp","year":2021,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; St. Paul's Hospital","funders":"Boston Scientific Corporation","keywords":"Endoscopic mucosal resection; Medicine; Colonoscopy; Sedation; Colorectal cancer; Endoscopic submucosal dissection; General surgery; Colorectal Polyp; Surgery; Resection; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001170975,0.0001323047,0.0002551638,0.00008429552,0.00007337685,0.00004837278,0.0001255393,0.00004362184,0.0002894721],"category_scores_gemma":[0.00006188425,0.00009471634,0.0001222012,0.0002309562,0.00003867726,0.00003528654,0.0002218956,0.0001583221,0.00006985094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000481396,"about_ca_system_score_gemma":0.00001580904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001172655,"about_ca_topic_score_gemma":0.0002623174,"domain_scores_codex":[0.9988708,0.00006280184,0.0001375604,0.0002750811,0.0001629862,0.0004907913],"domain_scores_gemma":[0.9994332,0.00002096944,0.0000407861,0.0003231305,0.00006472231,0.0001171949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001162126,0.0002303421,0.9360017,0.00004717062,0.0004890665,0.001191513,0.0004177676,0.00001029367,0.003457661,0.0007127537,0.05391013,0.002369495],"study_design_scores_gemma":[0.00282078,0.0007321127,0.8394547,0.0000138872,0.0001901407,0.0003498847,0.0005041761,0.0000956792,0.0003395749,0.00002738465,0.1554037,0.00006807656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114983,0.00006395052,0.002719593,0.08361133,0.0004754239,0.000296326,0.000009688677,0.00006067639,0.001264672],"genre_scores_gemma":[0.9735963,0.0000128188,0.0004770324,0.01680977,0.0002043393,0.00003089639,0.00004259486,0.00001626881,0.008810034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1014935,"threshold_uncertainty_score":0.386242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009594319358644016,"score_gpt":0.2441821979073134,"score_spread":0.2345878785486694,"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."}}