{"id":"W4378549567","doi":"10.1016/j.humpath.2023.05.008","title":"Colorectal dysplasia in chronic inflammatory bowel disease: a contemporary consensus classification and interobserver study","year":2023,"lang":"en","type":"article","venue":"Human Pathology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"Friedrich-Alexander-Universität Erlangen-Nürnberg","keywords":"Dysplasia; Grading (engineering); Medicine; Inflammatory bowel disease; Gastroenterology; Pathology; Internal medicine; Disease; Biology","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":[0.0003945446,0.0001912776,0.0001557878,0.0001499781,0.00009774307,0.0000194613,0.0001521636,0.0001421209,0.0000170358],"category_scores_gemma":[0.00008599842,0.0002087512,0.00004822515,0.00008007454,0.0002665257,0.000005567855,0.0002138715,0.0001444666,0.00005549571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006100459,"about_ca_system_score_gemma":0.0002452097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004710852,"about_ca_topic_score_gemma":0.0004159026,"domain_scores_codex":[0.9983809,0.0003437008,0.0003323152,0.0005383824,0.0000952324,0.0003094419],"domain_scores_gemma":[0.9993271,0.00001738678,0.0001023459,0.0003798513,0.0000465743,0.0001267534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004605135,0.0001191073,0.8783198,0.00006813223,0.00003245201,0.003009577,0.0003587767,0.00002812901,0.1156886,0.0004523344,0.001398242,0.00006432669],"study_design_scores_gemma":[0.001811922,0.0002922249,0.9961905,0.00001602985,0.00001439593,0.00001709525,0.0004911188,0.0002486378,0.0001588604,0.000139073,0.0004146995,0.0002053688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985242,0.0002385698,0.000002258914,0.00005913399,0.0001107352,0.0006945978,0.00002982338,0.00006398453,0.0002766326],"genre_scores_gemma":[0.9990153,0.00001875195,0.000003824486,0.00006802305,0.0001038968,0.0002319949,0.0002405514,0.00003356119,0.0002840886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178708,"threshold_uncertainty_score":0.8512627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02749150725054006,"score_gpt":0.2842542941243947,"score_spread":0.2567627868738547,"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."}}