{"id":"W4407188201","doi":"10.1016/s2468-1253(24)00355-8","title":"Overcoming the challenges of overtreating and undertreating inflammatory bowel disease","year":2025,"lang":"en","type":"review","venue":"The Lancet. Gastroenterology & hepatology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Inflammatory bowel disease; Inflammatory Bowel Diseases; Medicine; Disease; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002230404,0.001258595,0.002405696,0.001472928,0.0003051932,0.001812997,0.001270088,0.002787872,0.004230816],"category_scores_gemma":[0.003322321,0.0003644375,0.0007358392,0.001470487,0.00104787,0.002136025,0.001487791,0.005717324,0.002548698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192506,"about_ca_system_score_gemma":0.00205626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001770753,"about_ca_topic_score_gemma":0.004586067,"domain_scores_codex":[0.9993308,0.0002044081,0.00006004747,0.00006824403,0.0002675932,0.00006906783],"domain_scores_gemma":[0.9977999,0.001333083,0.0002104673,0.00004212008,0.0004421555,0.0001722604],"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":[0.0001182432,0.0000486083,0.0001446892,0.01090246,0.0001441644,0.0001408434,0.00003890385,0.0003223324,0.0004832066,0.006330239,0.09890611,0.8824201],"study_design_scores_gemma":[0.00007100614,0.0001122985,0.0007541424,0.00834791,0.0001482016,0.000625274,0.00007658069,0.0001272916,0.0001046085,0.005802398,0.9838017,0.00002872387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002107512,0.9969591,0.00007268672,0.001825436,0.0007027522,0.000001297563,0.00001020212,0.00000492758,0.0004025375],"genre_scores_gemma":[0.0003713741,0.9964174,0.00017275,0.001640242,0.001038615,0.000003938265,0.00001783226,0.000001893502,0.0003358922],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004230816,"threshold_uncertainty_score":0.01415354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093748925605612,"score_gpt":0.2801233734785039,"score_spread":0.2591858842224478,"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."}}