{"id":"W2168169500","doi":"10.3748/wjg.15.3504","title":"Perianal disease, small bowel disease, smoking, prior steroid or early azathioprine/biological therapy are predictors of disease behavior change in patients with Crohn’s disease","year":2009,"lang":"en","type":"article","venue":"World Journal of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Disease; Azathioprine; Internal medicine; Crohn's disease; Proportional hazards model; Logistic regression; Cohort; Retrospective cohort study; Gastroenterology; Medical record; Inflammatory bowel disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002391068,0.0004983326,0.0005473994,0.0003722351,0.00008576776,0.00003944922,0.0006316705,0.00009311101,0.0001001579],"category_scores_gemma":[0.0001258366,0.0003656076,0.0003733702,0.0001412781,0.0003171622,0.00004613942,0.0001366379,0.0003338413,0.000001431677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007456372,"about_ca_system_score_gemma":0.0002640022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003221191,"about_ca_topic_score_gemma":0.0001349434,"domain_scores_codex":[0.9969313,0.0004058836,0.0009183381,0.0005721346,0.0004626268,0.0007097448],"domain_scores_gemma":[0.9966153,0.00001468062,0.0009237417,0.0006033957,0.0003569958,0.001485871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1367082,0.002044745,0.8579069,0.00003838199,0.0001122526,0.002386746,0.00003907441,0.00005224485,0.00008940812,0.000006262112,0.00008715625,0.0005285854],"study_design_scores_gemma":[0.007304072,0.002879317,0.9889276,0.0002033462,0.0002064184,0.000004618994,0.000009894701,0.00001091523,0.000008187039,0.00001606337,0.0001734644,0.0002561164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973997,0.0004838819,0.00004163785,0.0003817642,0.0002697513,0.001031528,0.0003733705,0.00001487206,0.000003470371],"genre_scores_gemma":[0.9976804,0.000173738,0.00009791581,0.001257938,0.0004493711,0.0001183344,0.0001204868,0.00005031384,0.00005146859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1310207,"threshold_uncertainty_score":0.9998796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305651162612554,"score_gpt":0.230311777384745,"score_spread":0.2172552657586195,"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."}}