{"id":"W2978147562","doi":"10.22270/ijdra.v7i3.341","title":"Regulatory architecture of biosimilars in Singapore: A critical overview","year":2019,"lang":"en","type":"article","venue":"International Journal of Drug Regulatory Affairs","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Business; Biological drugs; Product (mathematics); Agency (philosophy); Medicine; Clinical trial; Traditional medicine; Disease","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":[0.0348427,0.001363246,0.001102287,0.004886848,0.002001389,0.01551333,0.002891422,0.007130108,0.005684618],"category_scores_gemma":[0.02001944,0.001022647,0.0017319,0.004874649,0.00497241,0.01232312,0.004397375,0.006674743,0.001610245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02253761,"about_ca_system_score_gemma":0.03318352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01561992,"about_ca_topic_score_gemma":0.01526086,"domain_scores_codex":[0.9796056,0.00832353,0.002426903,0.001068334,0.007066075,0.001509624],"domain_scores_gemma":[0.9797463,0.006673926,0.004186633,0.0008371933,0.007235247,0.001320811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002035851,0.0003240413,0.00600919,0.00479252,0.0001367205,0.002951009,0.002604759,0.01011136,0.002691459,0.657222,0.03862617,0.2743271],"study_design_scores_gemma":[0.00006322507,0.0009929048,0.01075364,0.009165304,0.0001610791,0.002649416,0.002659756,0.006952394,0.002886249,0.09460171,0.8689114,0.0002028786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03426762,0.377623,0.04636445,0.2705954,0.003007447,0.002014594,0.0005235825,0.0006543637,0.2649494],"genre_scores_gemma":[0.3914839,0.4415095,0.05908231,0.06078034,0.004342613,0.001414842,0.0009123134,0.0002611237,0.04021314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0348427,"threshold_uncertainty_score":0.184268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133215128321611,"score_gpt":0.2978711697517574,"score_spread":0.2845496569195963,"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."}}