{"id":"W4401034735","doi":"10.5639/gabij.2023.1201.006","title":"Non-medical switching of biologicals/biosimilars: Canada, Europe and the US – a webinar report","year":2023,"lang":"en","type":"article","venue":"Generics and Biosimilars Initiative Journal","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Business; Medicine; Internal medicine","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":[0.01028532,0.0004384742,0.0002336548,0.002036151,0.00340589,0.003902206,0.0008976049,0.001717553,0.01522951],"category_scores_gemma":[0.0148108,0.000301557,0.0004563252,0.002893861,0.000950691,0.001547555,0.001916532,0.002371089,0.001547548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03089579,"about_ca_system_score_gemma":0.09490718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8560333,"about_ca_topic_score_gemma":0.8854425,"domain_scores_codex":[0.9924819,0.0009386172,0.0004144716,0.000285344,0.004236427,0.001643206],"domain_scores_gemma":[0.9713333,0.004311473,0.001060976,0.000280772,0.01841926,0.004594194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006108182,0.0008351606,0.03669702,0.001931137,0.00005840015,0.001739901,0.01102125,0.0008905143,0.001702429,0.005183709,0.6591002,0.2802296],"study_design_scores_gemma":[0.00008705141,0.0002085461,0.1068456,0.00175537,0.00004335963,0.0006181066,0.01875624,0.0009055874,0.001784341,0.0005776201,0.8683072,0.0001108548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2923169,0.03332376,0.004809705,0.1870707,0.004773336,0.00386001,0.02803398,0.001379115,0.4444326],"genre_scores_gemma":[0.7882318,0.03199214,0.006464812,0.04435889,0.001122197,0.0007927991,0.01922019,0.0004357483,0.1073813],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1439667,"threshold_uncertainty_score":0.289629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511126627845165,"score_gpt":0.2745983956887593,"score_spread":0.2494871294103076,"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."}}