{"id":"W2994262754","doi":"10.1136/jclinpath-2019-206247","title":"Histological and molecular diversity and heterogeneity of precancerous lesions associated with inflammatory bowel diseases","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Calgary Laboratory Services","keywords":"Inflammatory Bowel Diseases; Pathology; Medicine; Inflammatory bowel disease; Intestinal polyp; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004121535,0.0001720703,0.0002708337,0.002930489,0.000219586,0.0005808611,0.0001961993,0.0002800294,0.001032086],"category_scores_gemma":[0.001327631,0.0001676396,0.0002130898,0.0007541738,0.000373868,0.0002276525,0.0003497569,0.0001303121,0.0002356612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001194181,"about_ca_system_score_gemma":0.00009957713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004108995,"about_ca_topic_score_gemma":0.0006975629,"domain_scores_codex":[0.9996258,0.00007363358,0.00006708781,0.00009406281,0.0000732668,0.00006616164],"domain_scores_gemma":[0.9991208,0.0002503302,0.0003407748,0.00007410543,0.0001258378,0.00008819714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005909755,0.00002039265,0.9072745,0.0001892134,0.0001213249,0.002858855,0.0002990334,0.0001497732,0.07391486,0.0001445906,0.0000634708,0.01437311],"study_design_scores_gemma":[0.000007082784,0.00008135718,0.985776,0.00001744244,0.00005542155,0.01068754,0.0002359475,0.0001529713,0.002405246,0.0001104524,0.0004654253,0.000004933925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956334,0.003113963,0.0003180398,0.000016506,0.000003570998,0.00001483941,0.0001332487,0.00001062881,0.0007557574],"genre_scores_gemma":[0.9987558,0.0006108078,0.000310202,0.000006433067,0.000008834112,0.000008122973,0.0001865843,0.000001984458,0.0001112294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002930489,"threshold_uncertainty_score":0.003452659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077754958325933,"score_gpt":0.2940176340703612,"score_spread":0.2732400844871019,"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."}}