{"id":"W4415764198","doi":"10.1016/j.dld.2025.10.019","title":"Author's Reply: “Pathologists emphasize diagnostic consistency in colorectal early neoplasia”","year":2025,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Pride; Consistency (knowledge bases); Colorectal cancer; MEDLINE; Colorectal Polyp","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":[0.0001259842,0.0001545098,0.0002443167,0.0001815285,0.0001002587,0.00003080962,0.0000411242,0.00006682618,0.00002637351],"category_scores_gemma":[0.001682232,0.0001433782,0.00007307762,0.0003350192,0.0001939597,0.00008257711,0.00005624453,0.0001894197,0.00001283036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009161508,"about_ca_system_score_gemma":0.0002328053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005973856,"about_ca_topic_score_gemma":0.0001276368,"domain_scores_codex":[0.9989934,0.00007767158,0.0001901338,0.0003961612,0.0001271257,0.0002155016],"domain_scores_gemma":[0.9990077,0.0004848836,0.00004385225,0.0001516598,0.00008183614,0.0002300681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005575444,0.0001865289,0.9772087,0.00009033825,0.00003284404,0.001306428,0.0004591497,0.000003534723,0.00009370253,0.0003638615,0.0004719825,0.01420749],"study_design_scores_gemma":[0.001332941,0.0008247551,0.9956231,0.0003181754,0.0001665526,0.00002545766,0.0001162604,0.0001810161,0.0001819481,0.000262085,0.0008348812,0.0001328764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906626,0.003841844,0.00008287276,0.001042857,0.0001917856,0.0004709755,0.0000259572,0.00009377745,0.003587382],"genre_scores_gemma":[0.9980003,0.0001314477,0.00006008935,0.0005980877,0.0000490128,0.0001130417,0.00001615708,0.000009240912,0.001022606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01841435,"threshold_uncertainty_score":0.5846795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350328357395003,"score_gpt":0.2757391362652524,"score_spread":0.2622358526913023,"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."}}