{"id":"W7143403309","doi":"10.5146/tjpath.2026.12897","title":"Evaluation of dysplasia grading in colorectal adenomas according to current guidelines: a nationwide survey among pathologists in tÃƒÂ¼rkiye","year":2025,"lang":"en","type":"article","venue":"Turkish Journal of Pathology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Grading (engineering); Guideline; Dysplasia; Abnormality; Adenocarcinoma; Adenoma","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008916706,0.0001452853,0.0005859956,0.001516436,0.00002927336,0.00001194504,0.0001348194,0.0001480348,0.00001096484],"category_scores_gemma":[0.009389226,0.0001360095,0.0001007263,0.001242793,0.00006419668,0.0001200818,0.00005871278,0.0004966267,0.000001244925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005452526,"about_ca_system_score_gemma":0.00055939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002269788,"about_ca_topic_score_gemma":0.002792128,"domain_scores_codex":[0.9969889,0.0008273812,0.001178804,0.0002376127,0.0005386451,0.0002286595],"domain_scores_gemma":[0.9973826,0.0002975718,0.0004819678,0.0001217053,0.001642843,0.00007335002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002102454,0.0001303284,0.9194694,0.00004025733,0.0000246408,0.0002188876,0.0005837163,0.001956837,0.008062151,0.00001348674,0.0001284746,0.06726934],"study_design_scores_gemma":[0.002702103,0.001163507,0.9874822,0.0007667053,0.0001096904,0.0004625288,0.0004751376,0.0030558,0.003336662,0.0003298486,0.00002091508,0.00009484557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944372,0.00167375,0.001866687,0.0002626168,0.001057504,0.0004009014,0.000005457359,0.00001090809,0.0002849947],"genre_scores_gemma":[0.9989309,0.00007290193,0.0007846549,0.00006131658,0.0001001137,0.00002575058,0.000006937167,0.00001010008,0.000007350152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06801283,"threshold_uncertainty_score":0.9989551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09186552541395149,"score_gpt":0.4075865537231055,"score_spread":0.315721028309154,"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."}}