{"id":"W3137851134","doi":"10.1053/j.gastro.2020.07.066","title":"Predicting Outcomes in Pediatric Ulcerative Colitis for Management Optimization: Systematic Review and Consensus Statements From the Pediatric Inflammatory Bowel Disease–Ahead Program","year":2020,"lang":"en","type":"review","venue":"Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; Hospital for Sick Children","funders":"Merck Sharp and Dohme; Pfizer; Biogen; Nestlé Nutrition Institute; Prometheus; AbbVie; Danone; Janssen Biotech; Meso Scale Diagnostics; Johnson and Johnson; Takeda Pharmaceutical Company; Genentech; Nestlé Health Science; Mead Johnson Nutrition; Celgene; Gilead Sciences; ZonMw; Boehringer Ingelheim; Amgen; Hospital for Sick Children; Shire; Eli Lilly and Company; Celltrion; Roche; GlaxoSmithKline","keywords":"Medicine; Ulcerative colitis; Inflammatory bowel disease; Intensive care medicine; Inflammatory Bowel Diseases; Systematic review; MEDLINE; Disease; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004322581,0.0005979831,0.001497617,0.0001011203,0.0001148267,0.00005478497,0.0004418809,0.0001749314,0.000008400065],"category_scores_gemma":[0.0003111613,0.0004542688,0.0003664966,0.000103231,0.00009169219,0.000008436564,0.000383541,0.0002183058,0.000006435638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006888808,"about_ca_system_score_gemma":0.0001731309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000228014,"about_ca_topic_score_gemma":0.00005327106,"domain_scores_codex":[0.9959934,0.001061052,0.00138864,0.0008296624,0.0001952672,0.0005319686],"domain_scores_gemma":[0.9980541,0.0001256136,0.0009013918,0.0005803896,0.00009995735,0.0002385397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.000316393,0.0001429878,0.190735,0.8053698,0.001028356,0.0002195605,0.00002821613,0.00007333139,6.820836e-9,0.00001241021,0.001276204,0.0007977627],"study_design_scores_gemma":[0.02575089,0.004702269,0.4153331,0.2441293,0.2125218,0.0002876532,0.0005548929,0.003267028,1.093793e-7,0.0001176021,0.08742423,0.005911178],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002494128,0.9803575,0.0002261522,0.0002009789,0.0002186656,0.01501535,0.001432859,0.000044901,0.000009453108],"genre_scores_gemma":[0.0001823536,0.9887942,0.0006927554,0.0007155721,0.0002979932,0.007827077,0.001373092,0.00007843548,0.00003851056],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5612405,"threshold_uncertainty_score":0.9997909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347613079506481,"score_gpt":0.2979475339093846,"score_spread":0.2844714031143198,"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."}}