{"id":"W4386260834","doi":"10.1093/crocol/otad045","title":"Persistence and Dose Escalation During Maintenance Phase and Use of Nonbiologic Medications Among Patients With Ulcerative Colitis Initiated on Ustekinumab in the United States","year":2023,"lang":"en","type":"article","venue":"Crohn s & Colitis 360","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Janssen Scientific Affairs","keywords":"Ustekinumab; Medicine; Odds ratio; Maintenance therapy; Confidence interval; Internal medicine; Ulcerative colitis; Corticosteroid; Prednisone; Disease; Chemotherapy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001232267,0.000118625,0.0001034719,0.00009819424,0.0001222102,0.00003409557,0.00007795604,0.00006888121,0.000005739645],"category_scores_gemma":[0.0001703136,0.00008954355,0.00001809789,0.0002413194,0.000382213,0.00001671365,0.00004840642,0.00007422476,0.000001042813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002018862,"about_ca_system_score_gemma":0.00004089188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009210536,"about_ca_topic_score_gemma":0.0004385627,"domain_scores_codex":[0.9990811,0.0001762766,0.0001825361,0.000246245,0.0001178686,0.0001960256],"domain_scores_gemma":[0.9994019,0.000068504,0.0001055475,0.0001935797,0.0001659102,0.00006453137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007616435,0.0005993547,0.9805282,0.0002379083,0.0001791462,0.0004752294,0.005414816,0.001027025,0.001581668,0.0006012246,0.0005176709,0.001221314],"study_design_scores_gemma":[0.002170306,0.0002430524,0.9953587,0.00008742827,0.0000189115,0.000003135065,0.0007231561,0.0008632346,0.0002815631,0.00002779845,0.0001110616,0.0001116747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989715,0.00000960643,0.0000124595,0.00005213931,0.00001536475,0.0004995511,0.0003809118,0.0000124601,0.00004603227],"genre_scores_gemma":[0.998411,0.00012907,0.00002789393,0.0001338288,0.0000118012,0.00008639078,0.001149565,0.00001039934,0.00004006209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01483047,"threshold_uncertainty_score":0.365148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204497148688626,"score_gpt":0.2542550695092782,"score_spread":0.2338053546404156,"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."}}