{"id":"W3116865264","doi":"10.12688/wellcomeopenres.16259.4","title":"A living mapping review for COVID-19 funded research projects: nine-month update","year":2021,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":26,"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":"European and Developing Countries Clinical Trials Partnership; IDA Ireland; Science and Engineering Research Board; National Health and Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; National Institutes of Health; New South Wales Government; Innosuisse - Schweizerische Agentur für Innovationsförderung; H. Lundbeck A/S; Medical Research Council; African Academy of Sciences; Animal Free Research UK; Sociedad Española de Neumología y Cirugía Torácica; Chinesisch-Deutsche Zentrum für Wissenschaftsförderung; Banco Bilbao Vizcaya Argentaria; Foreign, Commonwealth and Development Office; Centre National de la Recherche Scientifique; NordForsk; State Government of Victoria; Indian Council of Medical Research; Lundbeckfonden; National Medical Research Council; Fundação Cearense de Apoio ao Desenvolvimento Científico e Tecnológico; Fundação Araucária; Ministério da Ciência, Tecnologia e Inovação; UNICEF; Consejo Nacional de Ciencia y Tecnología; Fonds Wetenschappelijk Onderzoek; Fonds De La Recherche Scientifique - FNRS; Health Canada; Eesti Teadusagentuur; Malta Council for Science and Technology; Indian Council of Social Science Research; World Health Organization; Vienna Science and Technology Fund; Research Nova Scotia; Vetenskapsrådet; National Research Foundation of Korea; National Natural Science Foundation of China; Snow Medical; Government of Ontario; Department for Environment, Food and Rural Affairs, UK Government; Institut National de la Santé et de la Recherche Médicale; Agence Nationale de la Recherche; Austrian Science Fund; Alberta Innovates; Centre de Coopération Internationale en Recherche Agronomique pour le Développement; National Institute for Health and Care Research; National Research Foundation; National Aeronautics and Space Administration; Ministerio de Ciencia, Tecnología e Innovación Productiva; Department of Health, Social Services and Public Safety, UK Government; Enterprise Ireland; Royal Society of Tropical Medicine and Hygiene; Universidad de los Llanos; Bill and Melinda Gates Foundation; Social Sciences and Humanities Research Council of Canada; British Society for Antimicrobial Chemotherapy; Royal Academy of Engineering; Fondation pour la Recherche Médicale; International Development Research Centre; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Saskatchewan Health Research Foundation; Bulgarian National Science Fund; Ministerio de Ciencia, Tecnología, Conocimiento e Innovación; Science Foundation Ireland; Consejo Nacional de Ciencia y Tecnología, Paraguay; National Science Foundation; UK Research and Innovation; Innovationsfonden; Corporación de Fomento de la Producción; Agency for Healthcare Research and Quality; International Growth Centre; Qatar National Research Fund; Research Manitoba; Wellcome; Fonds National de la Recherche Luxembourg; Norges Forskningsråd; Fundación BBVA; European Commission","keywords":"Preparedness; Coronavirus disease 2019 (COVID-19); Global health; Pandemic; Portfolio; Thematic analysis; Resource (disambiguation); Political science; Business; Knowledge management; Medicine; Infectious disease (medical specialty); Computer science; Disease; Qualitative research; Sociology; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05982254,0.0005723012,0.002124554,0.00143875,0.001297542,0.002027697,0.003520886,0.0006291603,0.009990636],"category_scores_gemma":[0.03137985,0.0005116247,0.0005360802,0.002817638,0.0004808109,0.0002174815,0.01292965,0.005521557,0.0003068307],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002291989,"about_ca_system_score_gemma":0.03414886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01202284,"about_ca_topic_score_gemma":0.0005525017,"domain_scores_codex":[0.9835733,0.00536485,0.001557327,0.002701517,0.003853548,0.002949432],"domain_scores_gemma":[0.9831812,0.005033732,0.000319123,0.003911771,0.004188917,0.003365213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008866146,0.001825179,0.001409802,0.2180241,0.0007074098,0.0009246242,0.002394423,0.00001981135,0.00003676908,0.00444864,0.722641,0.04668169],"study_design_scores_gemma":[0.002004744,0.0006415082,0.0006710452,0.05509309,0.000119634,0.00006785705,0.007478992,0.00163178,0.00000769513,0.001573842,0.9300897,0.0006201437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.008449537,0.2104722,0.001915327,0.3478441,0.001360416,0.09268072,0.0008801664,0.0003868434,0.3360107],"genre_scores_gemma":[0.1916347,0.3858692,0.03949236,0.06874997,0.00705425,0.05861561,0.01040895,0.00139437,0.2367806],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2790941,"threshold_uncertainty_score":0.9997335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5875964363500694,"score_gpt":0.5696921093658343,"score_spread":0.01790432698423516,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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