{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00094365,0.00006720798,0.0001146256,0.00002710311,0.0005495601,0.0001377118,0.0001363881,0.00004422406,0.00001922735],"category_scores_gemma":[0.002450733,0.00004506093,0.00003288372,0.0004309729,0.0004265567,0.0001818824,0.00005033616,0.00008703573,0.000001621186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001730549,"about_ca_system_score_gemma":0.00065833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003212349,"about_ca_topic_score_gemma":0.00006223764,"domain_scores_codex":[0.9989519,0.00004651644,0.0002289284,0.0002961968,0.0003019423,0.0001745484],"domain_scores_gemma":[0.9976387,0.0006691318,0.000026783,0.00009459843,0.0003159334,0.001254838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003364323,0.0005666745,0.2431633,0.0001117333,0.00009349224,0.000009200309,0.001526603,0.0003243137,0.001247963,0.09647804,0.00704391,0.6460704],"study_design_scores_gemma":[0.0029139,0.003763617,0.8604178,0.00001792024,0.0001101336,0.00001267905,0.0007187494,0.01659304,0.0004416273,0.02573005,0.08899578,0.0002847399],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7159064,0.00005159574,0.0155262,0.2674647,0.00005582026,0.0006494237,0.00004769058,0.00002147621,0.0002766291],"genre_scores_gemma":[0.9765921,0.00008950919,0.0005341004,0.02259912,0.0001132702,0.00002459694,0.000008909854,0.000003265696,0.00003514194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6457857,"threshold_uncertainty_score":0.4226828,"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."}}