{"id":"W4411554595","doi":"10.58931/cibdt.2025.3142","title":"Is There Still a Role for Proactive Therapeutic Drug Monitoring (TDM) in Inflammatory Bowel Disease (IBD): A Review of the Literature","year":2025,"lang":"en","type":"review","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"McGill University","keywords":"Inflammatory bowel disease; Medicine; Therapeutic drug monitoring; Drug; Intensive care medicine; Disease; Inflammatory Bowel Diseases; Internal medicine; Pharmacology","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":[0.0003176395,0.000541824,0.0007214287,0.0001993715,0.00009696223,0.00005071804,0.0008124909,0.0003725164,0.0000228489],"category_scores_gemma":[0.0002789479,0.0004117177,0.0008758733,0.0002998624,0.00009153133,0.000009901599,0.0001161552,0.0003800314,0.000004461753],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000301166,"about_ca_system_score_gemma":0.00632963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003119747,"about_ca_topic_score_gemma":0.002644961,"domain_scores_codex":[0.9977037,0.0003553235,0.0006095621,0.0006398447,0.0001820512,0.0005094583],"domain_scores_gemma":[0.9977976,0.0000479503,0.0003394021,0.001182892,0.0002220644,0.000410111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001711394,0.0001225104,0.006169318,0.6632891,0.001343927,0.0002793199,0.0009305932,0.000005155586,0.00002199885,0.0004154072,0.01150599,0.3157455],"study_design_scores_gemma":[0.0002242165,0.00001030978,0.003553016,0.1270462,0.000594338,0.000002420715,0.0000279629,0.000001466133,0.00003111835,0.0000814334,0.8680092,0.0004182471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004480518,0.9929255,8.432064e-7,0.0001620406,0.0003395876,0.003756267,0.001933992,0.000007684597,0.0004260947],"genre_scores_gemma":[0.001206593,0.9935168,0.00001357823,0.0007109906,0.0002922411,0.001499433,0.0002893982,0.0000818679,0.002389103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8565032,"threshold_uncertainty_score":0.9998335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018281083329612,"score_gpt":0.2688398041164764,"score_spread":0.2586569932831803,"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."}}