{"id":"W4407636047","doi":"10.1016/j.bpg.2025.101992","title":"Biobetters and biosimilars in inflammatory bowel disease","year":2025,"lang":"en","type":"article","venue":"Best Practice & Research Clinical Gastroenterology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Biosimilar; Inflammatory bowel disease; Medicine; Inflammatory Bowel Diseases; Gastroenterology; Internal medicine; Intensive care medicine; Disease","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":[0.01132044,0.000423311,0.00116031,0.002441335,0.0005326094,0.003500108,0.0005315234,0.004063766,0.005204885],"category_scores_gemma":[0.01709653,0.0002846251,0.0006991726,0.002355487,0.002260932,0.002819987,0.002143234,0.004532034,0.001337504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381522,"about_ca_system_score_gemma":0.00228816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006742255,"about_ca_topic_score_gemma":0.001004113,"domain_scores_codex":[0.9926112,0.004160831,0.00100528,0.000413122,0.001534844,0.0002746888],"domain_scores_gemma":[0.9835729,0.009144012,0.003196868,0.0005241265,0.002436541,0.001125491],"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":[0.001744163,0.0002753273,0.002629835,0.005543545,0.0001561266,0.0005459621,0.0003324729,0.0006437504,0.003542085,0.04358189,0.04610378,0.8949011],"study_design_scores_gemma":[0.0004915306,0.001488174,0.007761708,0.01084356,0.0002640533,0.003568086,0.0006138448,0.001279086,0.004088565,0.05102628,0.9184862,0.00008901388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005110553,0.9459549,0.001843035,0.03428162,0.003406642,0.00001565925,0.00004609644,0.00004284802,0.009298576],"genre_scores_gemma":[0.1579344,0.7710077,0.01074057,0.03348722,0.01795208,0.0000889786,0.0002761207,0.00007413547,0.008438864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01132044,"threshold_uncertainty_score":0.05986893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0722861784055998,"score_gpt":0.463917414269884,"score_spread":0.3916312358642842,"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."}}