{"id":"W3136498854","doi":"","title":"Non-invasive Tests as an Indicator of IBD Activity and Severity","year":2020,"lang":"en","type":"article","venue":"Journal of Gastrointestinal and Digestive System","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Calprotectin; Inflammatory bowel disease; Ulcerative colitis; Internal medicine; Gastroenterology; Dysplasia; Gold standard (test); Outpatient clinic; Disease; Colonoscopy; Colorectal cancer; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006253669,0.0004131111,0.0004794558,0.0008353497,0.0002276514,0.0005171529,0.0002636218,0.0003363433,0.002523992],"category_scores_gemma":[0.001791097,0.0001276599,0.0002979087,0.000752314,0.0002624932,0.0002912231,0.0002918368,0.0005429457,0.0003822166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171758,"about_ca_system_score_gemma":0.0002289932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003259587,"about_ca_topic_score_gemma":0.0005028134,"domain_scores_codex":[0.9991479,0.0002559362,0.0001232268,0.0001069882,0.0002675148,0.00009837165],"domain_scores_gemma":[0.9978642,0.0004417248,0.001145009,0.00008298056,0.00021372,0.0002523372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003630973,0.0001748004,0.9937867,0.0000672168,0.00003667659,0.0001470782,0.00005911937,0.0000398907,0.0007639635,0.00002818942,0.0001364445,0.004396833],"study_design_scores_gemma":[0.00002428966,0.001290181,0.9951327,0.00003084012,0.00005191538,0.0015111,0.0001396641,0.0001740702,0.0006462428,0.00005440171,0.0009376723,0.000006890331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921531,0.003135781,0.000543775,0.00008022341,0.00003646677,0.0001227652,0.0006052013,0.00001476223,0.003307867],"genre_scores_gemma":[0.9979066,0.0004873633,0.0005491931,0.00004557747,0.00003086435,0.00007390063,0.0003397622,0.00000241045,0.0005644883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002523992,"threshold_uncertainty_score":0.008443594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008917798262575776,"score_gpt":0.2342726071205966,"score_spread":0.2253548088580208,"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."}}