{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008369069,0.0002282941,0.0004670041,0.0005243769,0.0001887034,0.00006524062,0.0004804799,0.0005032864,0.0001867815],"category_scores_gemma":[0.01294601,0.0001966012,0.0001433456,0.0003307348,0.00260033,0.0002277023,0.0007554628,0.002413646,0.0001251768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006290508,"about_ca_system_score_gemma":0.0001998651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004182469,"about_ca_topic_score_gemma":0.0001056284,"domain_scores_codex":[0.9907444,0.006277354,0.0009546318,0.0008429283,0.000119761,0.001060907],"domain_scores_gemma":[0.9939167,0.004931962,0.0001407463,0.0005683454,0.0002521232,0.0001901009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00832871,0.002056481,0.9400322,0.00007571415,0.0002795852,0.0002731307,0.00003020963,9.374394e-7,0.00231699,0.001350026,0.03150105,0.01375494],"study_design_scores_gemma":[0.005561947,0.002890667,0.5275179,0.0002330176,0.0002054283,0.00005650129,0.0005886896,0.00008076692,0.0002066057,0.001599324,0.4608248,0.0002343587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252165,0.004170458,0.0003154542,0.1660868,0.001133675,0.0007597415,0.00003427377,0.00005482406,0.002228256],"genre_scores_gemma":[0.9568125,0.004411446,0.002255579,0.0345418,0.0001134479,0.000116243,0.00001957909,0.00003008637,0.001699315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4293237,"threshold_uncertainty_score":0.9998878,"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."}}