{"id":"W4414828950","doi":"10.1177/17562848251358168","title":"Adalimumab around the world: comparative analysis of products characteristics and patient support systems","year":2025,"lang":"en","type":"review","venue":"Therapeutic Advances in Gastroenterology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Adalimumab; Usability; Biosimilar; Dosing; MEDLINE; Patient safety; Patient satisfaction; Psychological intervention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004445052,0.0004378282,0.003293569,0.0007082981,0.00006736823,0.00001330493,0.000398741,0.0002642202,0.00006273859],"category_scores_gemma":[0.00003533025,0.0002600742,0.0002792384,0.001009736,0.0009365844,0.0000474374,0.0001813086,0.000605874,0.00000320075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005813619,"about_ca_system_score_gemma":0.00007661649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006583548,"about_ca_topic_score_gemma":0.00008843651,"domain_scores_codex":[0.9960408,0.001727892,0.001164687,0.0005532707,0.00005424435,0.0004590663],"domain_scores_gemma":[0.9975988,0.0009620033,0.0008122215,0.000517931,0.00008978026,0.00001924499],"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":[0.0005833518,0.0003746067,0.001925837,0.005523825,0.00881563,0.000009082329,0.0002946745,0.00001271451,0.0000118083,0.001937862,0.0001310934,0.9803795],"study_design_scores_gemma":[0.0003226811,0.0005658869,0.0003163408,0.001240388,0.007062986,0.00003516588,0.0001675106,0.00001397663,0.000005615921,0.00003938938,0.9900692,0.0001608888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001610431,0.9973076,0.0002238519,0.0001112625,0.0008369597,0.0008059878,0.0003028378,0.00001245422,0.000237987],"genre_scores_gemma":[0.008470662,0.9903924,0.00009776185,0.0002751148,0.00002260935,0.0001188881,0.000149301,0.00001083284,0.0004624578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9899381,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039737541785968,"score_gpt":0.3653767326916926,"score_spread":0.324979357273833,"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."}}