{"id":"https://openalex.org/W4415223303","doi":"https://doi.org/10.1371/journal.pcbi.1013554","title":"Impact of the COVID-19 pandemic on computational biology early career researchers: A global retrospective study","display_name":"Impact of the COVID-19 pandemic on computational biology early career researchers: A global retrospective study","publication_year":2025,"publication_date":"2025-10-15","ids":{"openalex":"https://openalex.org/W4415223303","doi":"https://doi.org/10.1371/journal.pcbi.1013554","pmid":"https://pubmed.ncbi.nlm.nih.gov/41091691"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1013554","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1013554","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1371/journal.pcbi.1013554","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017913509","display_name":"Pradeep Eranti","orcid":"https://orcid.org/0000-0002-3060-3967"},"institutions":[{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I204730241","display_name":"Universit\u00e9 Paris Cit\u00e9","ror":"https://ror.org/05f82e368","country_code":"FR","type":"education","lineage":["https://openalex.org/I204730241"]},{"id":"https://openalex.org/I4210091437","display_name":"Sorbonne Paris Cit\u00e9","ror":"https://ror.org/001z21q04","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210091437"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pradeep Eranti","raw_affiliation_strings":["Universit\u00e9 Paris Cit\u00e9, Inserm, T3S, Paris, France"],"raw_orcid":"https://orcid.org/0000-0002-3060-3967","affiliations":[{"raw_affiliation_string":"Universit\u00e9 Paris Cit\u00e9, Inserm, T3S, Paris, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I204730241","https://openalex.org/I4210091437"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102964549","display_name":"Megha Hegde","orcid":"https://orcid.org/0009-0008-2523-4619"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]},{"id":"https://openalex.org/I4210154901","display_name":"Kingston University","ror":"https://ror.org/0517ce304","country_code":"US","type":"education","lineage":["https://openalex.org/I4210154901"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Megha Hegde","raw_affiliation_strings":["School of Computing and Mathematics, Faculty of Engineering, Computing, and the Environment, Kingston University London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematics, Faculty of Engineering, Computing, and the Environment, Kingston University London, London, United Kingdom","institution_ids":["https://openalex.org/I205051169","https://openalex.org/I4210154901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026289920","display_name":"Syed Muktadir Al Sium","orcid":"https://orcid.org/0000-0002-9497-5380"},"institutions":[{"id":"https://openalex.org/I17404232","display_name":"Bangladesh Council of Scientific and Industrial Research","ror":"https://ror.org/03njdre41","country_code":"BD","type":"government","lineage":["https://openalex.org/I17404232"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Syed Muktadir Al Sium","raw_affiliation_strings":["Industrial Microbiology Research Division, BCSIR Chattogram Laboratories, Bangladesh Council of Scientific and Industrial Research (BCSIR), Chattogram, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0002-9497-5380","affiliations":[{"raw_affiliation_string":"Industrial Microbiology Research Division, BCSIR Chattogram Laboratories, Bangladesh Council of Scientific and Industrial Research (BCSIR), Chattogram, Bangladesh","institution_ids":["https://openalex.org/I17404232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019958241","display_name":"R. Gonzalo Parra","orcid":"https://orcid.org/0000-0003-2446-016X"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"R. Gonzalo Parra","raw_affiliation_strings":["Computational Biology Group, Life Sciences Department, Barcelona Supercomputing Center, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2446-016X","affiliations":[{"raw_affiliation_string":"Computational Biology Group, Life Sciences Department, Barcelona Supercomputing Center, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004851534","display_name":"Alastair M. Kilpatrick","orcid":"https://orcid.org/0000-0002-4795-8799"},"institutions":[{"id":"https://openalex.org/I4210108209","display_name":"MRC Centre for Regenerative Medicine","ror":"https://ror.org/01x802g65","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210087105","https://openalex.org/I4210108209","https://openalex.org/I90344618","https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alastair M. Kilpatrick","raw_affiliation_strings":["Centre for Regenerative Medicine, Institute for Regeneration and Repair, The University of Edinburgh, 4-5 Little France Drive, Edinburgh BioQuarter, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-4795-8799","affiliations":[{"raw_affiliation_string":"Centre for Regenerative Medicine, Institute for Regeneration and Repair, The University of Edinburgh, 4-5 Little France Drive, Edinburgh BioQuarter, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I4210108209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049865368","display_name":"Sayane Shome","orcid":"https://orcid.org/0000-0001-7959-470X"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sayane Shome","raw_affiliation_strings":["Department of Anesthesia, Perioperative, and Pain Medicine, Stanford University School of Medicine, Stanford, California, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesia, Perioperative, and Pain Medicine, Stanford University School of Medicine, Stanford, California, United States of America","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057079573","display_name":"Farzana Rahman","orcid":"https://orcid.org/0000-0002-4785-5845"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]},{"id":"https://openalex.org/I4210154901","display_name":"Kingston University","ror":"https://ror.org/0517ce304","country_code":"US","type":"education","lineage":["https://openalex.org/I4210154901"]}],"countries":["GB","US"],"is_corresponding":true,"raw_author_name":"Farzana Rahman","raw_affiliation_strings":["School of Computing and Mathematics, Faculty of Engineering, Computing, and the Environment, Kingston University London, London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-4785-5845","affiliations":[{"raw_affiliation_string":"School of Computing and Mathematics, Faculty of Engineering, Computing, and the Environment, Kingston University London, London, United Kingdom","institution_ids":["https://openalex.org/I205051169","https://openalex.org/I4210154901"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5057079573"],"corresponding_institution_ids":["https://openalex.org/I205051169","https://openalex.org/I4210154901"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":0.733,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76796255,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"21","issue":"10","first_page":"e1013554","last_page":"e1013554"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9477999806404114,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9477999806404114,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10168","display_name":"COVID-19 and Mental Health","score":0.940500020980835,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pandemic","display_name":"Pandemic","score":0.6776000261306763},{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.5953999757766724},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.5378000140190125},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.5224000215530396},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4986000061035156},{"id":"https://openalex.org/keywords/h1n1-pandemic","display_name":"H1n1 pandemic","score":0.49470001459121704},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.44769999384880066},{"id":"https://openalex.org/keywords/severe-acute-respiratory-syndrome-coronavirus-2","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","score":0.414000004529953},{"id":"https://openalex.org/keywords/2019-20-coronavirus-outbreak","display_name":"2019-20 coronavirus outbreak","score":0.3853999972343445}],"concepts":[{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.6776000261306763},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.5953999757766724},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.5378000140190125},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.5224000215530396},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5113999843597412},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4986000061035156},{"id":"https://openalex.org/C3017774372","wikidata":"https://www.wikidata.org/wiki/Q101452","display_name":"H1n1 pandemic","level":5,"score":0.49470001459121704},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.44769999384880066},{"id":"https://openalex.org/C3007834351","wikidata":"https://www.wikidata.org/wiki/Q82069695","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","level":5,"score":0.414000004529953},{"id":"https://openalex.org/C3006700255","wikidata":"https://www.wikidata.org/wiki/Q81068910","display_name":"2019-20 coronavirus outbreak","level":3,"score":0.3853999972343445},{"id":"https://openalex.org/C46578552","wikidata":"https://www.wikidata.org/wiki/Q2725393","display_name":"Global health","level":3,"score":0.3553999960422516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34209999442100525},{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.33160001039505005},{"id":"https://openalex.org/C2777362162","wikidata":"https://www.wikidata.org/wiki/Q5594431","display_name":"Grand Challenges","level":2,"score":0.322299987077713},{"id":"https://openalex.org/C84084929","wikidata":"https://www.wikidata.org/wiki/Q339557","display_name":"Human biology","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3190000057220459},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.3142000138759613},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.29089999198913574},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2904999852180481},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.28360000252723694},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27959999442100525},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C195732255","wikidata":"https://www.wikidata.org/wiki/Q981008","display_name":"Sociology of scientific knowledge","level":2,"score":0.25690001249313354},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.2547000050544739}],"mesh":[{"descriptor_ui":"D000085326","descriptor_name":"Teleworking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000085326","descriptor_name":"Teleworking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000085326","descriptor_name":"Teleworking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000085326","descriptor_name":"Teleworking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086402","descriptor_name":"SARS-CoV-2","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058873","descriptor_name":"Pandemics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1371/journal.pcbi.1013554","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1013554","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:41091691","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41091691","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:pure.ed.ac.uk:openaire/268febbc-6cf4-4627-8c5c-0110e1b7ef27","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/268febbc-6cf4-4627-8c5c-0110e1b7ef27","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Eranti, P, Hegde, M, Al Sium, S M, Parra, R G, Kilpatrick, A M, Shome, S & Rahman, F 2025, 'Impact of the COVID-19 pandemic on computational biology early career researchers : A global retrospective study', PLoS Computational Biology, vol. 21, no. 10, pp. e1013554. https://doi.org/10.1371/journal.pcbi.1013554","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:europepmc.org:11331936","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12527158","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:0113fa962e1646bba3fa8987218df77e","is_oa":true,"landing_page_url":"https://doaj.org/article/0113fa962e1646bba3fa8987218df77e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 21, Iss 10, p e1013554 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1013554","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1013554","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2011301426","https://openalex.org/W2139436361","https://openalex.org/W2342249984","https://openalex.org/W2971335322","https://openalex.org/W3014562315","https://openalex.org/W3022396962","https://openalex.org/W3033163537","https://openalex.org/W3035844284","https://openalex.org/W3043042346","https://openalex.org/W3078988672","https://openalex.org/W3112578572","https://openalex.org/W3130972236","https://openalex.org/W3150414517","https://openalex.org/W3150635270","https://openalex.org/W3182483854","https://openalex.org/W3198909865","https://openalex.org/W3215675213","https://openalex.org/W4225753362","https://openalex.org/W4281633630","https://openalex.org/W4285033687","https://openalex.org/W4288885937","https://openalex.org/W4311212976"],"related_works":[],"abstract_inverted_index":{"The":[0],"COVID-19":[1,150,264],"pandemic":[2,265],"led":[3],"to":[4,30,33,64,71,84,148,163,195,215,222],"devastating":[5],"physical,":[6],"psychological,":[7],"and":[8,43,60,90,114,141,174,198,218,259,266],"financial":[9],"impacts":[10],"on":[11,75,172,228],"millions":[12],"of":[13,48,127,159,169,179,184,201,210,248,278],"people":[14],"across":[15,117],"the":[16,24,81,131,149,160,167,170,182,190,199,241,257,263,276],"world.":[17],"Amidst":[18],"a":[19,61,155,208,224,234,244],"rapidly":[20],"evolving":[21],"research":[22,45],"landscape,":[23],"global":[25],"scientific":[26],"community":[27],"was":[28,220],"forced":[29],"swiftly":[31],"adapt":[32],"novel":[34],"working":[35,66],"methods,":[36],"including":[37],"remote":[38,65,85,103],"collaboration":[39,116],"tools,":[40],"virtual":[41],"conferences,":[42],"online":[44],"platforms.":[46],"Surveys":[47],"life":[49],"sciences":[50],"researchers":[51,173,280],"have":[52,223],"indicated":[53],"that":[54],"computational":[55,128],"biologists":[56,129],"experienced":[57],"less":[58],"disruption":[59],"smoother":[62],"transition":[63],"than":[67],"experimental":[68],"biologists,":[69],"due":[70,147],"their":[72,175],"reduced":[73],"reliance":[74],"laboratory":[76],"equipment.":[77],"Despite":[78],"this":[79],"adaptability,":[80],"sudden":[82],"shift":[83],"work,":[86],"compounded":[87],"by":[88,233,255],"stress":[89],"social":[91],"isolation,":[92],"has":[93,105],"posed":[94],"significant":[95,225],"mental":[96,216],"health":[97,217],"challenges":[98,258],"for":[99,109,134,243,272],"these":[100,122,205,249],"workers.":[101],"However,":[102],"work":[104,112],"also":[106],"facilitated":[107],"opportunities":[108,260],"more":[110,245],"flexible":[111],"arrangements":[113],"increased":[115],"geographical":[118],"boundaries.":[119],"To":[120],"investigate":[121],"impacts,":[123],"we":[124],"conducted":[125],"surveys":[126],"during":[130],"Intelligent":[132],"Systems":[133],"Molecular":[135],"Biology":[136],"(ISMB)":[137],"conferences":[138],"in":[139,192,203,251,281],"2020":[140],"2021,":[142],"which":[143],"were":[144],"held":[145],"virtually":[146],"lockdowns.":[151],"This":[152],"study":[153,239,269],"implements":[154],"thorough":[156],"statistical":[157],"analysis":[158],"survey":[161],"results":[162],"offer":[164],"insights":[165],"into":[166],"repercussions":[168],"lockdowns":[171],"work.":[176],"Key":[177],"areas":[178],"investigation":[180],"include":[181],"effects":[183],"institutional":[185,211],"support":[186,212],"(or":[187],"lack":[188,209],"thereof),":[189],"difference":[191],"productivity":[193],"compared":[194],"pre-lockdown":[196],"levels,":[197],"significance":[200],"gender":[202],"determining":[204],"impacts.":[206],"Notably,":[207],"with":[213],"regard":[214],"finances":[219],"shown":[221],"negative":[226],"effect":[227],"early-career":[229,279],"researchers.":[230],"Although":[231],"limited":[232],"small":[235],"sample":[236],"size,":[237],"our":[238,268],"sets":[240],"stage":[242],"robust":[246],"exploration":[247],"trends":[250],"future":[252],"research.":[253],"Importantly,":[254],"illuminating":[256],"arising":[261],"from":[262],"lockdowns,":[267],"offers":[270],"hope":[271],"potential":[273],"solutions":[274],"supporting":[275],"well-being":[277],"unprecedented":[282],"circumstances.":[283]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-16T00:00:00"}
