{"id":"W2960106648","doi":"10.1007/s40120-019-0145-0","title":"Biosimilar Drugs for Multiple Sclerosis: An Unmet International Need or a Regulatory Risk?","year":2019,"lang":"en","type":"article","venue":"Neurology and Therapy","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Medicine; Biopharmaceutical; Multiple sclerosis; Pharmacy; Intensive care medicine; Family medicine; Internal medicine; Psychiatry; Biotechnology","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":[0.00044648,0.0001743201,0.0002814037,0.0000901782,0.0001446975,0.00001571204,0.0002259095,0.0004406541,0.0007538673],"category_scores_gemma":[0.00007012883,0.0001215157,0.00009082531,0.00006990565,0.0002515278,0.00008337277,0.00004399531,0.0002986419,0.00002726715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004059601,"about_ca_system_score_gemma":0.00002174778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001465411,"about_ca_topic_score_gemma":0.00000990489,"domain_scores_codex":[0.9987055,0.000346425,0.000208324,0.0004296151,0.00002888345,0.0002812467],"domain_scores_gemma":[0.9990504,0.0004893977,0.0001016911,0.0002706693,0.00005152668,0.00003634945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04190328,0.0009800268,0.1958544,0.00002745478,0.001231286,0.000005623169,0.0007960505,0.000007783105,0.4989563,0.003838847,0.006540261,0.2498588],"study_design_scores_gemma":[0.01856844,0.0069847,0.2117049,0.00001913536,0.0001036817,0.0000762035,0.0001867163,0.0008048499,0.09664088,0.003366226,0.6609082,0.000636108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934867,0.001450963,0.0001305535,0.002794931,0.001374763,0.0004083779,0.0001027293,0.00006500733,0.000185981],"genre_scores_gemma":[0.988175,0.001627428,0.000705561,0.00849901,0.00007996707,0.00003402398,0.00003155492,0.00002118429,0.0008262891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6543679,"threshold_uncertainty_score":0.8254319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03701353244648724,"score_gpt":0.2776106795977571,"score_spread":0.2405971471512698,"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."}}