{"id":"W4405139084","doi":"10.2147/jir.s478529","title":"Assessing Functional Similarity of Biosimilar ABP 654 and Ustekinumab in Samples from Patients with Crohn’s Disease","year":2024,"lang":"en","type":"article","venue":"Journal of Inflammation Research","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amgen (Canada)","funders":"Amgen","keywords":"Ustekinumab; Biosimilar; Crohn's disease; Medicine; Crohn disease; Similarity (geometry); Disease; Internal medicine; Immunology; Infliximab; Artificial intelligence; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001812285,0.0000996731,0.0002464693,0.0004988773,0.00008810449,0.0001018534,0.00011658,0.00014861,0.0004978129],"category_scores_gemma":[0.0006865854,0.00006627163,0.00006321446,0.0003571738,0.0003266719,0.000311754,0.00006517658,0.0006837024,0.000003806618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007563168,"about_ca_system_score_gemma":0.0002656447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003174157,"about_ca_topic_score_gemma":0.0000240511,"domain_scores_codex":[0.9982871,0.0005606629,0.00053209,0.0001697391,0.0002430419,0.0002073667],"domain_scores_gemma":[0.9980581,0.001052154,0.0001419472,0.0001140819,0.0005731649,0.00006052518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00482189,0.0006436924,0.7779928,0.0006172442,0.0008241017,0.0002785632,0.0007645924,0.0001493023,0.1008377,0.002568973,0.005451372,0.1050497],"study_design_scores_gemma":[0.001064257,0.0001408724,0.9854214,0.0004900718,0.00004564898,0.000004990009,0.0001852562,0.0002215536,0.007441419,0.002182362,0.002718617,0.00008358486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948235,0.002146428,0.0007643957,0.001781197,0.0001835203,0.0001462679,0.00004421973,0.000005710326,0.0001047237],"genre_scores_gemma":[0.9983446,0.0001071755,0.001358515,0.0000262608,0.00007275727,0.000002797486,0.00001722734,0.000008439978,0.00006225307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2074285,"threshold_uncertainty_score":0.5450702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0883939579232651,"score_gpt":0.374831963070583,"score_spread":0.2864380051473179,"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."}}