{"id":"W201436908","doi":"10.1016/j.gtc.2014.05.004","title":"Who Should Receive Biologic Therapy for IBD?","year":2014,"lang":"en","type":"review","venue":"Gastroenterology Clinics of North America","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Inflammatory bowel disease; Biomarker; Risk stratification; Intensive care medicine; Inflammatory Bowel Diseases; Inflammation; Therapeutic approach; Ulcerative colitis; Disease; Immunology; Bioinformatics; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003833528,0.000652013,0.002146724,0.0001387635,0.00007303474,0.000009536609,0.00091328,0.0006003752,0.00002250494],"category_scores_gemma":[0.0003933065,0.0005455644,0.001500115,0.00008750113,0.0006340903,0.000003084735,0.0002285003,0.0003506366,0.00002735003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001832655,"about_ca_system_score_gemma":0.0002400495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001776681,"about_ca_topic_score_gemma":0.00003144888,"domain_scores_codex":[0.9963514,0.0005861908,0.001320353,0.0009508531,0.0001255196,0.0006657285],"domain_scores_gemma":[0.9966969,0.0001568168,0.001621586,0.001096462,0.0002351645,0.000193056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001686513,0.0002404475,0.02141179,0.002449382,0.001035695,0.00001363163,0.00000804071,0.00002113544,0.000002433423,0.000003602468,0.007583559,0.9655437],"study_design_scores_gemma":[0.0009227478,0.003386239,0.003082706,0.0002809836,0.0003588145,0.00001218759,0.000002758777,0.000007691228,7.784997e-7,0.00001244232,0.9916419,0.0002907208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01921299,0.973492,0.002552435,0.00005743574,0.0008005424,0.002282656,0.001489553,0.00003953831,0.00007279254],"genre_scores_gemma":[0.0003137105,0.9925492,0.001086037,0.001658358,0.0005617568,0.0004471334,0.003168094,0.0001031607,0.0001125448],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9840584,"threshold_uncertainty_score":0.9996996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03917133709936558,"score_gpt":0.3417282842258358,"score_spread":0.3025569471264702,"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."}}