{"id":"W3089000299","doi":"10.1053/j.gastro.2020.07.065","title":"Predicting Outcomes in Pediatric Crohn’s Disease 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":108,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; SickKids Foundation; University of Ottawa; Hospital for Sick Children; University of Toronto","funders":"Nestlé; Biocodex France; Janssen Pharmaceuticals; Takeda Canada; ZonMw; Ferring Pharmaceuticals; European Crohn's and Colitis Organisation; Ferring; Merck Sharp and Dohme; Pfizer; Nestlé Nutrition Institute; AbbVie; Danone; Genentech; Nestlé Health Science; AbbVie Canada; Mead Johnson Nutrition; Celgene; Gilead Sciences; Celltrion; Roche; Boehringer Ingelheim; Amgen; Shire; Eli Lilly and Company; Johnson and Johnson; Merck; GlaxoSmithKline","keywords":"Medicine; Inflammatory bowel disease; Crohn's disease; Disease; Intensive care medicine; Consensus conference; 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":[0.0004305354,0.0007029272,0.00150564,0.0001256052,0.0001251787,0.00006550249,0.0005913153,0.0001616671,0.000009139326],"category_scores_gemma":[0.0004327074,0.0005308295,0.0005003563,0.0001139173,0.00009830824,0.00001021765,0.0005153655,0.000233936,0.000009009053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000671368,"about_ca_system_score_gemma":0.0002267128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001485465,"about_ca_topic_score_gemma":0.00001483405,"domain_scores_codex":[0.9957229,0.0008761561,0.001542729,0.0009934907,0.0002452574,0.0006194743],"domain_scores_gemma":[0.9975597,0.0001110646,0.0009579124,0.0008391354,0.00008978863,0.0004423505],"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":[0.0002990849,0.0001622302,0.2852296,0.7113684,0.0006352211,0.0005826665,0.000009921841,0.00009861738,5.409537e-9,0.000005402277,0.001037989,0.0005708489],"study_design_scores_gemma":[0.01279505,0.001231115,0.6274608,0.1382544,0.1664311,0.00007874974,0.00013532,0.002132757,2.065264e-8,0.00006768157,0.04781472,0.003598365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003299965,0.9806494,0.0001969434,0.0002503359,0.0002468521,0.01386533,0.001430162,0.00005688675,0.000004129674],"genre_scores_gemma":[0.0002454068,0.9882602,0.0005231071,0.0008683053,0.000355847,0.00796991,0.001632531,0.0001032388,0.00004146286],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.573114,"threshold_uncertainty_score":0.9997143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360280352834017,"score_gpt":0.295533331766973,"score_spread":0.2819305282386328,"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."}}