{"id":"W4318186118","doi":"10.1093/ibd/izac247.025","title":"EVALUATION OF CLINICAL VARIABLES, RADIOLOGICAL VISUAL ANALOG SCORING, AND RADIOMICS FEATURES ON CT ENTEROGRAPHY FOR CHARACTERIZING SEVERE INFLAMMATION AND FIBROSIS IN STRICTURING CROHN’S DISEASE","year":2023,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Fibrosis; Inflammation; Stenosis; Histopathology; Crohn's disease; Radiology; Radiomics; Disease; Inflammatory bowel disease; Internal medicine; Pathology","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":[0.003367915,0.000493805,0.0003450579,0.001490359,0.0001628131,0.0008148479,0.0002635497,0.0003450395,0.0009494966],"category_scores_gemma":[0.005288305,0.0001746336,0.0003401846,0.0006518597,0.0003938659,0.0004823536,0.0003934066,0.0003049739,0.0003609424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000175031,"about_ca_system_score_gemma":0.0001454502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002781508,"about_ca_topic_score_gemma":0.0005305831,"domain_scores_codex":[0.998139,0.0009554889,0.0001727609,0.0002897328,0.0003573106,0.00008569445],"domain_scores_gemma":[0.9955245,0.001531542,0.001473668,0.0004372035,0.0006653506,0.0003677326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001305733,0.0001202457,0.9847473,0.00003334718,0.00007231775,0.0000680128,0.00006617152,0.0003338913,0.004171243,0.00003467121,0.0001372223,0.008909847],"study_design_scores_gemma":[0.0000282921,0.001250364,0.9921492,0.00000837833,0.00004559385,0.0004061148,0.000101012,0.003604737,0.002102487,0.00004537354,0.000247201,0.00001128555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965827,0.0003032279,0.001821557,0.00001467732,0.000008592433,0.00005571575,0.0002890968,0.00002470269,0.0008998106],"genre_scores_gemma":[0.9984112,0.00003636322,0.001205654,0.000007295038,0.000006764635,0.00002288765,0.0002017423,0.000003200059,0.0001048126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003367915,"threshold_uncertainty_score":0.01781148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535153451428879,"score_gpt":0.3115408795347172,"score_spread":0.2861893450204284,"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."}}