{"id":"W4415146824","doi":"10.1093/ibd/izaf197","title":"IBD Prediction Is Possible, but How Far Are We from Implementing It?","year":2025,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Microscopic Colitis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"Canadian Institutes of Health Research; Vetenskapsrådet; Crohn's and Colitis Foundation; Crohn's and Colitis Canada; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Disease; Inflammatory bowel disease; Risk stratification; Microbiome; Ulcerative colitis; Biomarker discovery; Identification (biology); Proteomics; Clinical trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02993824,0.001877786,0.004445123,0.002385761,0.001801603,0.009002995,0.003164414,0.00495,0.008243267],"category_scores_gemma":[0.07822794,0.0007908251,0.002979456,0.001556613,0.00384321,0.01445796,0.004049239,0.01279288,0.005685619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002061757,"about_ca_system_score_gemma":0.008571653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008783812,"about_ca_topic_score_gemma":0.008836833,"domain_scores_codex":[0.9891929,0.005896693,0.0009753256,0.001357548,0.002014293,0.0005631987],"domain_scores_gemma":[0.9418583,0.03142447,0.002996042,0.003725553,0.0154786,0.00451706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004403257,0.0002610018,0.02856779,0.003722087,0.0009777675,0.0002177549,0.0005607943,0.001027161,0.0006791638,0.01450886,0.1076512,0.8413861],"study_design_scores_gemma":[0.0002743925,0.001171245,0.03614013,0.04783624,0.002741003,0.002063991,0.006269171,0.006130092,0.001457635,0.2443357,0.6509408,0.000639725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005841678,0.3634403,0.03539487,0.5756992,0.008969908,0.0001507354,0.001076134,0.0008983387,0.008528762],"genre_scores_gemma":[0.1161226,0.5787593,0.1421168,0.1315315,0.02303228,0.0006232902,0.002601108,0.0005195551,0.004693725],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02993824,"threshold_uncertainty_score":0.1583304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403889201001586,"score_gpt":0.2748798761466161,"score_spread":0.2608409841366002,"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."}}