{"id":"W6921781302","doi":"10.1016/s2214-109x%2823%2900007-4","title":"Global investments in pandemic preparedness and COVID-19","year":2023,"lang":"en","type":"article","venue":"Corvinus Research Archive (Corvinus University of Budapest)","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stanford Cardiovascular Institute, School of Medicine, Stanford University; Division of Human Resource Development; National Heart, Lung, and Blood Institute; Faculty of Medicine and Health, University of Sydney; Dipartimento di Medicina e Chirurgia, Università degli Studi di Milano-Bicocca; Lee Kong Chian School of Medicine, Nanyang Technological University; Care and Public Health Research Institute, Universiteit Maastricht; National Health and Medical Research Council; Samsung; Uniwersytet Opolski; Farhangian University; George Institute for Global Health; Moscow Institute of Physics and Technology; Universitas Syiah Kuala; Universiti Sultan Zainal Abidin; Alborz University of Medical Sciences; Gonabad University of Medical Sciences; Qazvin University of Medical Sciences; Masarykova Univerzita; Istituto Auxologico Italiano; University of Reading; Mekelle University; University of Peradeniya; Dire Dawa University; Tarbiat Modares University; University of Gondar; Universitatea din București; Urmia University; Zagazig University; Universitas Indonesia; Xiamen University; Universidad de Chile; Akademiska Sjukhuset; Jimma University; Manipal College of Pharmaceutical Sciences, Manipal Academy of Higher Education; Flinders University; Universiteit Utrecht; Nankai University; Universidade Federal de Minas Gerais; Ahvaz Jundishapur University of Medical Sciences; University of Veterinary and Animal Sciences; Chinese University of Hong Kong; Haramaya University; Inyuvesi Yakwazulu-Natali; Western Sydney University; Tartu Ülikool; George Mason University; Uppsala Universitet; Kerman University of Medical Sciences; Universiti Putra Malaysia; U.S. Department of Veterans Affairs; University of Crete; Universiti Malaya; King Abdulaziz University; Madda Walabu University; Institució Catalana de Recerca i Estudis Avançats; University of the Western Cape; Rajshahi University; Fundación Valle del Lili; Universitat de València; Helsingin Yliopisto; Delhi Technological University; Directorate for Biological Sciences; Menofia University; Bushehr University of Medical Sciences; Islamic Azad University; Gachon University; Centro de Investigación Biomédica en Red de Salud Mental; Universidad ICESI; University of New South Wales; Public Health England; Universiteit Maastricht; Ain Shams University; Wuhan University; Rijksuniversiteit Groningen; Amity University; University of Leeds; National Research University Higher School of Economics; Süleyman Demirel Üniversitesi; Hamadan University of Medical Sciences; Pirogov Russian National Research Medical University; Saveetha Dental College; Korea University; Kasturba Medical College, Manipal; Ewha Womans University; Krishna Institute Of Medical Sciences Deemed To Be University; Central University of Kerala; National Center of Neurology and Psychiatry; Tribhuvan University; Monash University; South Eastern Sydney Local Health District; Yazd University; Bill and Melinda Gates Foundation; Instituto de Salud Carlos III; Università degli Studi di Milano; University of South Carolina; Bournemouth University; Kermanshah University of Medical Sciences; Vanderbilt University; London School of Economics and Political Science; Case Western Reserve University; Rice University; Jazan University; Public Health Wales; Tulane University; Bundesministerium für Gesundheit; Nanyang Technological University; Universidade da Beira Interior; University of Georgia; Johns Hopkins University; Jahrom University of Medical Sciences; London South Bank University; Debre Tabor University; University Of Nigeria Nsukka; Università di Bologna; Jackson State University; Ahmadu Bello University; Jordan University of Science and Technology; McMaster University; Rajarata University of Sri Lanka; Yale University; Kyung Hee University; Universidad de Concepción; Universidad de Antioquia; Università degli Studi di Napoli Federico II; University of Ottawa","keywords":"Preparedness; Pandemic; Government (linguistics); Global health; Investment (military); Public health; Health spending; Coronavirus disease 2019 (COVID-19); Health care","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001118594,0.000560687,0.0002374616,0.002426017,0.0003874311,0.0023942,0.0003438526,0.0004368669,0.01041062],"category_scores_gemma":[0.004607223,0.0001470889,0.0004034481,0.006470273,0.0007390298,0.001871005,0.002530592,0.0007326971,0.0007856524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673042,"about_ca_system_score_gemma":0.003940311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01986431,"about_ca_topic_score_gemma":0.01590918,"domain_scores_codex":[0.998816,0.000318528,0.00006430599,0.00009850116,0.0002360771,0.0004665593],"domain_scores_gemma":[0.9977836,0.0004498714,0.0007622949,0.00009875168,0.0003796128,0.0005259551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003695694,0.0001566692,0.4470459,0.003028728,0.0006963052,0.0008960352,0.002102826,0.0351425,0.0008887189,0.1681065,0.07779688,0.2637694],"study_design_scores_gemma":[0.00004471656,0.0002413764,0.4348499,0.003179965,0.0002775881,0.0007145416,0.005215421,0.00657262,0.001249345,0.02235445,0.5252283,0.00007182394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.541376,0.03475861,0.004046386,0.04658595,0.0008387277,0.0001860206,0.07188248,0.0003361917,0.2999897],"genre_scores_gemma":[0.9528542,0.02041501,0.00178697,0.001320585,0.000283979,0.0001137434,0.01608816,0.00006463721,0.007072793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01986431,"threshold_uncertainty_score":0.03949738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2336406965314979,"score_gpt":0.47028958045576,"score_spread":0.2366488839242621,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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