{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003147585,0.0009058745,0.002548037,0.0002173894,0.0005748696,0.0001878033,0.0009824308,0.0003699645,0.0001624552],"category_scores_gemma":[0.004357204,0.00040196,0.0003587569,0.001846261,0.001021469,0.0001012668,0.0008790206,0.002282973,0.00005463224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00174471,"about_ca_system_score_gemma":0.004338894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009442438,"about_ca_topic_score_gemma":0.0001702748,"domain_scores_codex":[0.9940132,0.001000955,0.001038939,0.001118084,0.001707571,0.001121221],"domain_scores_gemma":[0.9950008,0.002579791,0.000267712,0.00106882,0.000285301,0.0007976117],"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":[0.00007341717,0.0001398766,0.002452844,0.01094723,0.0008995368,0.0005375909,0.0005354204,4.37938e-9,0.000007464046,0.0008768113,0.01003964,0.9734902],"study_design_scores_gemma":[0.002885057,0.00008930563,0.00002832812,0.004019659,0.00211682,0.002761744,0.0004992,0.0000242595,0.00001245685,0.0001380267,0.9870421,0.0003830695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002311937,0.9080252,0.0002233771,0.08778301,0.0005265776,0.00220073,0.00001303454,0.0001445308,0.0008523181],"genre_scores_gemma":[0.000691167,0.8663753,0.00008331012,0.1303419,0.001612017,0.000482803,0.0000777165,0.00007256422,0.0002632451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9770024,"threshold_uncertainty_score":0.9998432,"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."}}