{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003192697,0.0002909346,0.0006534833,0.0001364488,0.000553308,0.00005252012,0.0003454967,0.0003432807,0.0001728881],"category_scores_gemma":[0.001387891,0.0001575797,0.0001308813,0.0006012461,0.0008632025,0.0000624979,0.0004104247,0.0008847802,0.000002878451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002858293,"about_ca_system_score_gemma":0.0005012656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001995801,"about_ca_topic_score_gemma":0.001489055,"domain_scores_codex":[0.9974793,0.0005893797,0.0008193578,0.0003753115,0.0002166826,0.0005199341],"domain_scores_gemma":[0.9981494,0.0007034913,0.0004862355,0.0002282755,0.0002831885,0.0001493866],"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":[0.0007762004,0.0001757225,0.03367352,0.00009265411,0.00132589,0.002418861,0.0005259353,0.000007289879,0.06569889,0.0003124132,0.8814104,0.0135822],"study_design_scores_gemma":[0.01181457,0.001653023,0.202338,0.0006145937,0.0008128787,0.01840997,0.002277947,0.00194031,0.04461482,0.004145115,0.7097931,0.001585697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7361115,0.01384377,0.001837584,0.2409364,0.003037154,0.0006579792,0.0002266092,0.00008113575,0.003267964],"genre_scores_gemma":[0.8814834,0.02582713,0.001265367,0.09079572,0.0003402378,0.00001676761,0.00003325153,0.00004712573,0.0001909946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716174,"threshold_uncertainty_score":0.6425912,"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."}}