{"id":"W4378877688","doi":"10.1211/pj.2023.1.187380","title":"United States, Japan and Australia added to UK fast-track medicines approvals list","year":2023,"lang":"en","type":"article","venue":"Pharmaceutical journal/˜The œpharmaceutical journal","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Track (disk drive); Fast track; Business; Medicine; Engineering; Surgery; Mechanical engineering","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006926387,0.0008586692,0.001311851,0.00152862,0.001373794,0.001455513,0.001616552,0.0003339765,0.005842948],"category_scores_gemma":[0.0008065765,0.000705558,0.0005662433,0.002174552,0.0008046584,0.00056812,0.0006071606,0.004347316,0.003843109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003993064,"about_ca_system_score_gemma":0.0001274893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004952028,"about_ca_topic_score_gemma":0.00001252096,"domain_scores_codex":[0.9927936,0.0004179908,0.002836123,0.0009331728,0.0004726996,0.002546435],"domain_scores_gemma":[0.9927863,0.001040753,0.0007917522,0.0005321626,0.0003067847,0.00454219],"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":[0.00178844,0.0009679626,0.03470865,0.000370285,0.002827123,0.001392247,0.005380799,0.005512433,0.003334155,0.05433219,0.8429627,0.04642306],"study_design_scores_gemma":[0.004009612,0.0002408948,0.003127368,0.0000994808,0.0002420014,0.003116159,0.000532407,0.05065421,0.0006007772,0.02622875,0.9101515,0.0009968774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7428004,0.00568735,0.002817305,0.2356359,0.005964066,0.001486869,0.0006649097,0.0003543006,0.004588938],"genre_scores_gemma":[0.9056548,0.01971917,0.0005632561,0.06709418,0.00438768,0.00005540308,0.00005605874,0.0002079268,0.002261562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1685417,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1507743150114733,"score_gpt":0.3890188955159428,"score_spread":0.2382445805044696,"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."}}