{"id":"W3084305773","doi":"10.12688/wellcomeopenres.16259.1","title":"Baseline results of a living systematic review for COVID-19 funded research projects","year":2020,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health; Institute of Infection and Immunity; Canadian Institutes of Health Research","funders":"Congressionally Directed Medical Research Programs; Philippine Council for Health Research and Development; RIKEN; Science and Engineering Research Board; Canadian Institutes of Health Research; Qatar National Research Fund; National Institute of Food and Agriculture; Centers for Disease Control and Prevention; Ottawa Hospital Foundation; Consejo Nacional de Ciencia y Tecnología, Paraguay; Agence Française de Développement; Centre National pour la Recherche Scientifique et Technique; Fundação de Amparo à Pesquisa e Inovação do Espírito Santo; Elizabeth Blackwell Institute for Health Research, University of Bristol; Fundação de Amparo à Pesquisa do Estado da Bahia; New South Wales Government; Fundação de Amparo à Pesquisa e Inovação do Estado de Santa Catarina; Centre National de la Recherche Scientifique; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; Banco Bilbao Vizcaya Argentaria; Novo Nordisk; Fundação de Amparo à Pesquisa e ao Desenvolvimento Científico e Tecnológico do Maranhão; Biotechnology Industry Research Assistance Council; Bulgarian National Science Fund; Agence Nationale de Recherches sur le Sida et les Hépatites Virales; Fonds De La Recherche Scientifique - FNRS; Austrian Science Fund; Innovationsfonden; Agence Universitaire de la Francophonie; American Council of Learned Societies; Eesti Teadusagentuur; Royal Academy of Engineering; Fraunhofer-Gesellschaft; Coalition for Epidemic Preparedness Innovations; Partnership for Advanced Computing in Europe AISBL; Bundesministerium für Bildung und Forschung; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Indian Council of Social Science Research; U.S. Department of Agriculture; Bpifrance; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; European Commission; Department of Health, Social Services and Public Safety, UK Government; British Society for Antimicrobial Chemotherapy; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Saskatchewan Health Research Foundation; National Institute for Health and Care Research; European and Developing Countries Clinical Trials Partnership; Fast Grants; Japan Agency for Medical Research and Development; Svenska Forskningsrådet Formas; University of Pittsburgh; International Development Research Centre; Leibniz-Gemeinschaft; Agence Nationale de la Recherche; Fundación BBVA; Sage Foundation; Australian Government; Science Foundation Ireland; Corporación de Fomento de la Producción; Department of Biotechnology, Ministry of Science and Technology, India; Consejo Nacional de Ciencia, Tecnología e Innovación Tecnológica; Vetenskapsrådet; University of Minnesota; UK Research and Innovation; Agencia Nacional de Investigación y Desarrollo; Irish Research Council; National Health and Medical Research Council; Fundação de Apoio à Pesquisa do Estado da Paraíba; Agenția Națională pentru Cercetare și Dezvoltare; Department for Environment, Food and Rural Affairs, UK Government; Government of Ontario; Fonds National de la Recherche Luxembourg; Fundação de Amparo à Pesquisa do Estado do Amazonas; Wellcome; Burnet Institute; CHIST-ERA; Vienna Science and Technology Fund; Consejo Nacional de Ciencia y Tecnología; Styrelsen för Internationellt Utvecklingssamarbete; Agency for Healthcare Research and Quality; International Growth Centre","keywords":"Preparedness; Coronavirus disease 2019 (COVID-19); Portfolio; Thematic analysis; Political science; Medicine; Business; Qualitative research; Sociology; Disease; Infectious disease (medical specialty); Social science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1379729,0.002237389,0.009122813,0.03874017,0.002171141,0.007979373,0.003571461,0.002899959,0.0226949],"category_scores_gemma":[0.4865505,0.001757519,0.01562901,0.06360346,0.001863811,0.008623909,0.007989124,0.003254515,0.002816791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160285,"about_ca_system_score_gemma":0.0356754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01462892,"about_ca_topic_score_gemma":0.02480088,"domain_scores_codex":[0.723069,0.1122033,0.1044494,0.01633525,0.03830091,0.005642178],"domain_scores_gemma":[0.4953689,0.3611857,0.06117068,0.01435776,0.06494936,0.002967651],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001292197,0.00006093209,0.01996838,0.8174124,0.03402207,0.0002289465,0.003336105,0.0006178657,0.0003320948,0.003353473,0.06164623,0.05772925],"study_design_scores_gemma":[0.001154306,0.0005971248,0.08336173,0.6692034,0.06600348,0.0007007364,0.006060033,0.000488886,0.0005660802,0.00525411,0.166282,0.0003281535],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01967211,0.3599453,0.01343116,0.01245406,0.001845289,0.01852883,0.5641074,0.0007799271,0.009235988],"genre_scores_gemma":[0.2610078,0.2072143,0.05368838,0.01527185,0.001096186,0.2276088,0.2292502,0.001134938,0.00372752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8620271,"threshold_uncertainty_score":0.7296791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7807368862207258,"score_gpt":0.6296889478232702,"score_spread":0.1510479383974556,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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