{"id":"W2029930411","doi":"10.1007/s40259-014-0099-9","title":"Similar Names for Similar Biologics","year":2014,"lang":"en","type":"article","venue":"BioDrugs","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Probity Medical Research","funders":"Amicus Therapeutics; Amgen","keywords":"Biosimilar; Pharmacovigilance; Interchangeability; Medicine; Product (mathematics); Pharmacology; Computer science; Adverse effect","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001432811,0.001468189,0.001109783,0.003248692,0.002050909,0.003537575,0.001426942,0.002446962,0.04847387],"category_scores_gemma":[0.004850835,0.0003444187,0.001424766,0.004956887,0.003952804,0.005363673,0.002492184,0.004962626,0.03359335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214711,"about_ca_system_score_gemma":0.001566196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006171754,"about_ca_topic_score_gemma":0.0009706504,"domain_scores_codex":[0.9978971,0.0006203998,0.0003116405,0.0004081961,0.0004513142,0.0003112909],"domain_scores_gemma":[0.9958389,0.001385366,0.000781982,0.0007532776,0.0008566261,0.0003839474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003569894,0.0001114213,0.0005053623,0.00189706,0.00009114343,0.001088007,0.0008381646,0.0003469943,0.01123473,0.5052488,0.2783915,0.1998898],"study_design_scores_gemma":[0.00001028898,0.00004198464,0.0001605501,0.00009214657,0.00001463789,0.0007415085,0.0001023786,0.00009903614,0.001106268,0.01254929,0.9850689,0.0000131033],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01799577,0.07057581,0.1724901,0.0211304,0.1476137,0.0008258478,0.005078983,0.00441995,0.5598694],"genre_scores_gemma":[0.1424744,0.06062271,0.1973697,0.03177575,0.02357767,0.001294453,0.01161624,0.003304704,0.5279644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04847387,"threshold_uncertainty_score":0.1621612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234148561895411,"score_gpt":0.2784489941231749,"score_spread":0.2561075085042208,"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."}}