{"id":"W3111997618","doi":"10.1111/cts.12954","title":"The COVID‐19 crisis as an opportunity to strengthen global regulatory coordination for sustained enhanced access to diagnostics and therapeutics","year":2020,"lang":"en","type":"article","venue":"Clinical and Translational Science","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Business; Virology; Internal medicine","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":[0.04082048,0.00153664,0.001202712,0.001567008,0.007437273,0.02114869,0.003824156,0.01810642,0.02133695],"category_scores_gemma":[0.03395581,0.0008570518,0.001343668,0.001932784,0.009053194,0.02412901,0.02136022,0.02732615,0.005704952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01020982,"about_ca_system_score_gemma":0.04545684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007061047,"about_ca_topic_score_gemma":0.007194223,"domain_scores_codex":[0.9758382,0.00887751,0.001591615,0.002096429,0.006774828,0.004821355],"domain_scores_gemma":[0.9620543,0.008998801,0.003743512,0.002486029,0.007225235,0.01549231],"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":[0.000358741,0.0003565506,0.002577121,0.001393867,0.00007338965,0.001129037,0.003839628,0.001378765,0.002448921,0.2863769,0.5552548,0.1448123],"study_design_scores_gemma":[0.00005020186,0.0001563559,0.001265852,0.001082847,0.00001595024,0.0004896062,0.003464313,0.0006234803,0.0008369439,0.05857002,0.9333669,0.00007750031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006620808,0.02679919,0.01052409,0.899621,0.01410533,0.0001844848,0.0004272111,0.0005452245,0.04117262],"genre_scores_gemma":[0.1917301,0.04813788,0.04036449,0.665592,0.01580055,0.0005888334,0.002415159,0.000908334,0.03446271],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04082048,"threshold_uncertainty_score":0.2158819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2242319973196489,"score_gpt":0.4992895891028692,"score_spread":0.2750575917832203,"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."}}