{"id":"W4408636424","doi":"10.1002/jgh3.70113","title":"Dysplasia and Malignancy in Colonic Polyps: Preparing for a Resect and Discard Strategy in Canada","year":2025,"lang":"en","type":"article","venue":"JGH Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Malignancy; Dysplasia; General surgery; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004593836,0.0002665193,0.0001826975,0.001422673,0.003151233,0.000842882,0.0008039273,0.0005347696,0.002324748],"category_scores_gemma":[0.00177863,0.0003184935,0.000334846,0.002410161,0.0007659675,0.0002829943,0.0008386433,0.0007410608,0.0002248031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02708133,"about_ca_system_score_gemma":0.04998925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9864464,"about_ca_topic_score_gemma":0.9921004,"domain_scores_codex":[0.9992156,0.00004626738,0.00005118242,0.00007967518,0.0002695989,0.0003376614],"domain_scores_gemma":[0.9976723,0.0001083403,0.0004153373,0.00003069992,0.0008086074,0.0009647257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008816585,0.00004944472,0.9848519,0.00006785681,0.00001617344,0.0009069851,0.0006026306,0.0001048215,0.0005078377,0.0001477428,0.00159195,0.01106449],"study_design_scores_gemma":[0.00001092769,0.00004717167,0.994736,0.0000719147,0.00001783145,0.0009010499,0.002058647,0.0002869626,0.0001293847,0.00004527401,0.001679611,0.00001515567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891404,0.001993833,0.0001601922,0.002728318,0.00003082315,0.00006889209,0.001191512,0.00002106694,0.004665099],"genre_scores_gemma":[0.996254,0.001619853,0.0004310284,0.0004447815,0.00001638833,0.00001061571,0.0005028563,0.000006845288,0.0007136661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02708133,"threshold_uncertainty_score":0.1964898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01905101410460137,"score_gpt":0.3148093159320012,"score_spread":0.2957583018273998,"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."}}