{"id":"W4416175662","doi":"10.17235/reed.2025.11653/2025","title":"Biosimilar Switching in IBD: Safety, Efficacy, and Immunogenicity in 10,812 Patients � A Systematic Review and Meta-analysis","year":2025,"lang":"en","type":"article","venue":"Revista Española de Enfermedades Digestivas","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Immunogenicity; Biological drugs; Drug; Clinical trial; Interchangeability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01189154,0.002553159,0.0180654,0.007150493,0.0006052445,0.002855201,0.001771596,0.002012489,0.003176517],"category_scores_gemma":[0.02142418,0.001436489,0.03813692,0.008114912,0.0006547125,0.001503624,0.001352542,0.001429013,0.000308734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0025399,"about_ca_system_score_gemma":0.003424046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005190013,"about_ca_topic_score_gemma":0.01042345,"domain_scores_codex":[0.9904196,0.004309867,0.003103194,0.0008647185,0.001039663,0.0002629933],"domain_scores_gemma":[0.9870221,0.008779806,0.002674083,0.0003690211,0.000964703,0.0001902148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002713179,0.00004437333,0.003335973,0.3273717,0.6537424,0.0001412478,0.00007340148,0.0004919805,0.0002540429,0.00009498966,0.0004866039,0.01125009],"study_design_scores_gemma":[0.0009092697,0.0002021058,0.002910083,0.01835069,0.9761388,0.00009578685,0.00003277094,0.0001491324,0.00009230726,0.000108874,0.0009905235,0.00001964589],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009018333,0.9885575,0.0005230161,0.0001696447,0.00009305147,0.0004383896,0.0008807727,0.0000259217,0.0002933717],"genre_scores_gemma":[0.2021543,0.7908471,0.002541239,0.0008153525,0.0001975703,0.001601758,0.001477652,0.00003170828,0.0003333889],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0180654,"threshold_uncertainty_score":0.06288922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301623661059654,"score_gpt":0.3123278830371655,"score_spread":0.289311646426569,"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."}}