{"id":"W3203314040","doi":"10.1007/s40290-021-00402-y","title":"How the Global COVID-19 Pandemic Brought Drug and Vaccine Development into the Public Mainstream","year":2021,"lang":"en","type":"review","venue":"Pharmaceutical Medicine","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Pandemic; Drug development; Mainstream; Pharmacovigilance; Public health; Medicine; Coronavirus disease 2019 (COVID-19); Pharmaceutical industry; Procurement; Business; Public relations; Political science; Drug; Economic growth; Pharmacology; Disease; Infectious disease (medical specialty); Marketing","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":[0.002000942,0.0008715222,0.001889151,0.002681067,0.0003930227,0.002567567,0.0008957253,0.003032807,0.007699566],"category_scores_gemma":[0.003366684,0.0004099853,0.001068598,0.003026938,0.0008077618,0.003261364,0.001127331,0.00433258,0.002031509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363694,"about_ca_system_score_gemma":0.005702421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004907985,"about_ca_topic_score_gemma":0.01172612,"domain_scores_codex":[0.999373,0.0001889373,0.00007020437,0.00009063243,0.0001937375,0.00008354342],"domain_scores_gemma":[0.9979271,0.001294609,0.0001886808,0.00003330881,0.0004343963,0.0001218509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001763729,0.00006917051,0.0001334032,0.03271475,0.0002719048,0.0001237327,0.0001163024,0.0005164967,0.0008321906,0.0175125,0.06911726,0.8784159],"study_design_scores_gemma":[0.00005224409,0.00008412401,0.000485474,0.01656217,0.0002507516,0.000229082,0.0001075744,0.00008336482,0.0001332584,0.004806938,0.9771828,0.00002221664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003953554,0.9971421,0.00004112913,0.001757987,0.0003059197,0.000002920821,0.00002532442,0.000003808299,0.0006812643],"genre_scores_gemma":[0.0004666421,0.997577,0.00008864233,0.001268414,0.00022773,0.000005333269,0.00002448199,0.00000127305,0.0003404218],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007699566,"threshold_uncertainty_score":0.02575767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2416920572438608,"score_gpt":0.4934767466812031,"score_spread":0.2517846894373423,"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."}}