{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09933353,0.0004800494,0.001352151,0.01098338,0.002111517,0.002805407,0.002472625,0.001576572,0.0008867516],"category_scores_gemma":[0.1118256,0.0005830236,0.00114078,0.008683663,0.002205802,0.003104965,0.003434453,0.0009842503,0.0003612853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002249397,"about_ca_system_score_gemma":0.002513989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003640747,"about_ca_topic_score_gemma":0.005055135,"domain_scores_codex":[0.9293873,0.03040037,0.01424708,0.005237114,0.01951969,0.001208509],"domain_scores_gemma":[0.8255135,0.0411519,0.01479279,0.01209245,0.1037714,0.002677891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005303355,0.0001661219,0.8240269,0.001268213,0.0007457817,0.0006662518,0.008653373,0.0006111555,0.001681897,0.001571558,0.004390407,0.155688],"study_design_scores_gemma":[0.0001125286,0.0006124365,0.9403717,0.001515356,0.000780574,0.005306977,0.01529971,0.007160235,0.001198486,0.002187087,0.02526449,0.000190611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9008201,0.03512133,0.04113758,0.002445102,0.001361229,0.001520067,0.0008159551,0.0002477412,0.01653087],"genre_scores_gemma":[0.9732512,0.004818487,0.01879818,0.0002895768,0.0003286759,0.0007968794,0.001180333,0.00009235133,0.0004442085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09933353,"threshold_uncertainty_score":0.5253322,"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."}}