{"id":"W2896276965","doi":"10.1016/j.gie.2018.09.037","title":"Pine-cone and villi patterns are endoscopic signs suggestive of ulcerative colitis-associated colorectal cancer and dysplasia","year":2018,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Ministry of Health, British Columbia","keywords":"Medicine; Ulcerative colitis; Dysplasia; Colorectal cancer; Gastroenterology; Cancer; Colonoscopy; Internal medicine; Colitis; Pathology; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001438885,0.0002597187,0.00026322,0.00005118412,0.0001173928,0.00002519802,0.0001082321,0.00007322714,0.00006674517],"category_scores_gemma":[0.0005462816,0.0002640689,0.00004465005,0.00006473868,0.0005305339,0.0000105411,0.0001345968,0.000116214,0.000003558302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003804067,"about_ca_system_score_gemma":0.0001527378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001558338,"about_ca_topic_score_gemma":0.001498528,"domain_scores_codex":[0.9986461,0.0001350533,0.0002755364,0.0004289893,0.0001460219,0.0003682621],"domain_scores_gemma":[0.9989284,0.00005975412,0.0002557113,0.0001503601,0.0004104475,0.0001952766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001092829,0.00005425623,0.5493037,0.00005536243,0.00006194793,0.00006481141,0.0001081012,0.000003423346,0.4488694,0.00004494281,0.0002398182,0.0001014188],"study_design_scores_gemma":[0.001775778,0.001533341,0.9152288,0.0004202308,0.00005381283,0.0001568451,0.0002290466,0.0001012612,0.08025534,0.00002938297,0.00002487748,0.0001912266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979198,0.00008673046,0.0006455824,0.00008215428,0.00007884359,0.0003348571,0.0006121952,0.00002091006,0.000218954],"genre_scores_gemma":[0.9972248,0.00005177767,0.002176699,0.0001074258,0.0001755679,0.00006448455,0.00006950679,0.00003030629,0.00009941519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3686141,"threshold_uncertainty_score":0.9999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00804153792875036,"score_gpt":0.2478314201652187,"score_spread":0.2397898822364684,"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."}}