{"id":"W1502370099","doi":"10.4161/mabs.28831","title":"Antibody biosimilars: Fears or opportunities?","year":2014,"lang":"en","type":"article","venue":"mAbs","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"Genentech","keywords":"Biosimilar; Pharmacovigilance; Context (archaeology); Agency (philosophy); Session (web analytics); European union; Business; Quality (philosophy); Competitor analysis; General partnership; Marketing; Public relations; Medicine; Political science; Finance; Pharmacology; International trade; Advertising; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004710082,0.0001509211,0.0002532857,0.00007473389,0.0001233658,0.00002220354,0.0002117704,0.0002644805,0.004957204],"category_scores_gemma":[0.000196339,0.0001006634,0.00009009369,0.000111602,0.0002451891,0.00004697361,0.00008764782,0.0002043896,0.0004041948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001203521,"about_ca_system_score_gemma":0.00002930202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009641369,"about_ca_topic_score_gemma":0.000006411221,"domain_scores_codex":[0.9989254,0.0002377937,0.0002141496,0.0002479175,0.00003243894,0.0003422856],"domain_scores_gemma":[0.9993653,0.0001856636,0.00005860324,0.0003011751,0.00004821019,0.00004099613],"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":[0.0005532485,0.0003903491,0.00316254,0.00009569414,0.0003826428,0.00005599178,0.0001776867,5.898402e-7,0.6293597,0.02128345,0.152531,0.1920071],"study_design_scores_gemma":[0.0006245674,0.0002902992,0.002717563,0.00002891279,0.00004759314,0.00005197174,0.000125824,0.00002109284,0.02406858,0.0006535412,0.9711576,0.000212489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3244798,0.008925414,0.05402748,0.1034416,0.01489353,0.001961787,0.0005263486,0.002157117,0.4895869],"genre_scores_gemma":[0.914534,0.0004553213,0.004195294,0.01732668,0.000205189,0.00001437184,0.0001869173,0.00004712463,0.06303516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8186265,"threshold_uncertainty_score":0.9959524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07391033678415444,"score_gpt":0.3336394204290503,"score_spread":0.2597290836448959,"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."}}