{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001466708,0.00005746127,0.0001732062,0.00006828258,0.00002997209,0.0000344078,0.00004614753,0.00003160379,0.000002615977],"category_scores_gemma":[0.00005499347,0.00005336727,0.000007936587,0.0001664515,0.00001054751,0.0000608184,0.00008508366,0.00008158358,8.205627e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002917821,"about_ca_system_score_gemma":0.0008006315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8486376,"about_ca_topic_score_gemma":0.9925172,"domain_scores_codex":[0.9994916,0.00001866797,0.0001255331,0.0001857993,0.00004834753,0.0001300717],"domain_scores_gemma":[0.9997897,0.00006293808,0.00002069498,0.00008180623,0.00001220682,0.0000327039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01002339,0.0000411123,0.9171084,0.0005088461,0.00005152552,0.00006005196,0.0004406492,0.00008936983,0.0009199151,0.0004290625,0.002069242,0.06825843],"study_design_scores_gemma":[0.002988429,0.0007335028,0.9893876,0.0005847978,0.00001952928,0.000017818,0.0004500324,0.00291207,0.001036569,0.0003036965,0.001484171,0.00008178125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873101,0.0007903529,0.00001103553,0.0003705607,0.0000482934,0.0008153029,0.000003518722,0.00000520322,0.01064566],"genre_scores_gemma":[0.9990043,0.00002691149,0.00006983586,0.00011169,0.00001064898,0.0001702332,0.000002054455,0.000004580364,0.0005997139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1438797,"threshold_uncertainty_score":0.2176254,"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."}}