{"id":"https://openalex.org/W3129201251","doi":"https://doi.org/10.1371/journal.pcbi.1008661","title":"An integrated, modular approach to data science education in microbiology","display_name":"An integrated, modular approach to data science education in microbiology","publication_year":2021,"publication_date":"2021-02-25","ids":{"openalex":"https://openalex.org/W3129201251","doi":"https://doi.org/10.1371/journal.pcbi.1008661","mag":"3129201251","pmid":"https://pubmed.ncbi.nlm.nih.gov/33630850"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1008661","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1008661","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1008661&type=printable","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://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1008661&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015540039","display_name":"Kimberly A. Dill\u2010McFarland","orcid":"https://orcid.org/0000-0003-1481-7065"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kimberly A. Dill-McFarland","raw_affiliation_strings":["Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1481-7065","affiliations":[{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067086667","display_name":"Stephan K\u00f6nig","orcid":"https://orcid.org/0000-0002-1597-3628"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Stephan G. K\u00f6nig","raw_affiliation_strings":["Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1597-3628","affiliations":[{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053410524","display_name":"Florent Mazel","orcid":"https://orcid.org/0000-0003-0572-9901"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Florent Mazel","raw_affiliation_strings":["Department of Botany and Biodiversity Centre, University of British Columbia, Vancouver, British Columbia, Canada","Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0003-0572-9901","affiliations":[{"raw_affiliation_string":"Department of Botany and Biodiversity Centre, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013070266","display_name":"David C. Oliver","orcid":"https://orcid.org/0000-0002-5451-6446"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"David C. Oliver","raw_affiliation_strings":["Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5451-6446","affiliations":[{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047203870","display_name":"Lisa M. McEwen","orcid":"https://orcid.org/0000-0002-0500-9173"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Lisa M. McEwen","raw_affiliation_strings":["Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","School of Health Information Science, Faculty of Human and Social Development, University of Victoria, Victoria, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0500-9173","affiliations":[{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"School of Health Information Science, Faculty of Human and Social Development, University of Victoria, Victoria, British Columbia, Canada","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070874726","display_name":"Kris Y. Hong","orcid":"https://orcid.org/0000-0002-5011-9398"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kris Y. Hong","raw_affiliation_strings":["Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5011-9398","affiliations":[{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101411528","display_name":"Steven Hallam","orcid":"https://orcid.org/0000-0002-4889-6876"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I4210132220","display_name":"Genome British Columbia","ror":"https://ror.org/03gne5057","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210132220"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Steven J. Hallam","raw_affiliation_strings":["Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","Genome Science and Technology Program, University of British Columbia, Vancouver, British Columbia, Canada","Graduate Program in Bioinformatics, University of British Columbia, Genome Sciences Centre, Vancouver, British Columbia, Canada","Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada"],"raw_orcid":"https://orcid.org/0000-0002-4889-6876","affiliations":[{"raw_affiliation_string":"Department of Microbiology and Immunology, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"ECOSCOPE, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Genome Science and Technology Program, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I4210132220","https://openalex.org/I141945490"]},{"raw_affiliation_string":"Graduate Program in Bioinformatics, University of British Columbia, Genome Sciences Centre, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I4210132220","https://openalex.org/I141945490"]},{"raw_affiliation_string":"Life Sciences Institute, University of British Columbia, Vancouver, British Columbia, Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101411528"],"corresponding_institution_ids":["https://openalex.org/I141945490","https://openalex.org/I4210132220"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":1.0585,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.75430545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"17","issue":"2","first_page":"e1008661","last_page":"e1008661"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13280","display_name":"Biomedical and Engineering Education","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9402999877929688,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6849517822265625},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.5363553762435913},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5313007831573486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47990521788597107},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.47061899304389954},{"id":"https://openalex.org/keywords/science-education","display_name":"Science education","score":0.4671791195869446},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.46717458963394165},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.4120374917984009},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3856356143951416},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3812773823738098},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.2138679027557373},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.205943763256073},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.142798513174057},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12445327639579773}],"concepts":[{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6849517822265625},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.5363553762435913},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5313007831573486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47990521788597107},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.47061899304389954},{"id":"https://openalex.org/C44877443","wikidata":"https://www.wikidata.org/wiki/Q2485457","display_name":"Science education","level":2,"score":0.4671791195869446},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.46717458963394165},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.4120374917984009},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3856356143951416},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3812773823738098},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2138679027557373},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.205943763256073},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.142798513174057},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12445327639579773},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D001955","descriptor_name":"British Columbia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001955","descriptor_name":"British Columbia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001955","descriptor_name":"British Columbia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001955","descriptor_name":"British Columbia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005178","descriptor_name":"Faculty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005178","descriptor_name":"Faculty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005178","descriptor_name":"Faculty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005178","descriptor_name":"Faculty","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":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008829","descriptor_name":"Microbiology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D008829","descriptor_name":"Microbiology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D008829","descriptor_name":"Microbiology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D008829","descriptor_name":"Microbiology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014495","descriptor_name":"Universities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014495","descriptor_name":"Universities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014495","descriptor_name":"Universities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014495","descriptor_name":"Universities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017145","descriptor_name":"Models, Educational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017145","descriptor_name":"Models, Educational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017145","descriptor_name":"Models, Educational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017145","descriptor_name":"Models, Educational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018794","descriptor_name":"Problem-Based Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018794","descriptor_name":"Problem-Based Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018794","descriptor_name":"Problem-Based Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018794","descriptor_name":"Problem-Based Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000193","qualifier_name":"education","is_major_topic":false},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1371/journal.pcbi.1008661","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1008661","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1008661&type=printable","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:33630850","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33630850","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:doaj.org/article:91a092c34a58441093d9b6106110d016","is_oa":true,"landing_page_url":"https://doaj.org/article/91a092c34a58441093d9b6106110d016","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 17, Iss 2, p e1008661 (2021)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7906378","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7906378","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Comput Biol","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1008661","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1008661","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1008661&type=printable","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":[{"id":"https://openalex.org/G6314759123","display_name":"Ecosystem Services, Commercialization and Entrepreneurship (ECOSCOPE)","funder_award_id":"466096-2015","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3129201251.pdf","grobid_xml":"https://content.openalex.org/works/W3129201251.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W260994251","https://openalex.org/W598214807","https://openalex.org/W1486155755","https://openalex.org/W1495086477","https://openalex.org/W1548849615","https://openalex.org/W1591465231","https://openalex.org/W1662320496","https://openalex.org/W1761828760","https://openalex.org/W1988496957","https://openalex.org/W2010593734","https://openalex.org/W2057090415","https://openalex.org/W2086110764","https://openalex.org/W2104846587","https://openalex.org/W2135088505","https://openalex.org/W2197734702","https://openalex.org/W2391204536","https://openalex.org/W2514664437","https://openalex.org/W2620485168","https://openalex.org/W2742478344","https://openalex.org/W2748763715","https://openalex.org/W2765275410","https://openalex.org/W2766255725","https://openalex.org/W2801860740","https://openalex.org/W2887135138","https://openalex.org/W2945424237","https://openalex.org/W4235114045"],"related_works":["https://openalex.org/W2693365417","https://openalex.org/W1966385878","https://openalex.org/W2966019666","https://openalex.org/W2374229278","https://openalex.org/W2361686311","https://openalex.org/W2945465523","https://openalex.org/W2088157131","https://openalex.org/W2078042687","https://openalex.org/W3125019152","https://openalex.org/W4294860830"],"abstract_inverted_index":{"We":[0],"live":[1],"in":[2,26,42,80,86,196],"an":[3,18],"increasingly":[4],"data-driven":[5],"world,":[6],"where":[7],"high-throughput":[8],"sequencing":[9],"and":[10,32,36,71,88,129,153,176,198,206,220],"mass":[11],"spectrometry":[12],"platforms":[13],"are":[14],"transforming":[15],"biology":[16],"into":[17,127,217],"information":[19],"science.":[20,200],"This":[21],"has":[22,65],"shifted":[23],"major":[24],"challenges":[25],"biological":[27],"research":[28,70,154],"from":[29,156],"data":[30,47,62,110,123,165,214],"generation":[31],"processing":[33],"to":[34,68,84,107,159,164,178],"interpretation":[35],"knowledge":[37],"translation.":[38],"However,":[39],"postsecondary":[40],"training":[41],"bioinformatics,":[43],"or":[44],"more":[45],"generally":[46],"science":[48,63,98,111,124,166,215],"for":[49,99,167,211],"life":[50,82,168,224],"scientists,":[51,169],"lags":[52],"behind":[53],"current":[54],"demand.":[55],"In":[56],"particular,":[57],"development":[58],"of":[59,116,144,147,213],"accessible,":[60],"undergraduate":[61,218],"curricula":[64],"the":[66,81,95,223],"potential":[67],"improve":[69],"learning":[72,209],"outcomes":[73],"as":[74,76],"well":[75],"better":[77],"prepare":[78],"students":[79,121],"sciences":[83],"thrive":[85],"public":[87],"private":[89],"sector":[90],"careers.":[91],"Here,":[92],"we":[93],"describe":[94],"Experiential":[96],"Data":[97],"Undergraduate":[100],"Cross-Disciplinary":[101],"Education":[102],"(EDUCE)":[103],"initiative,":[104],"which":[105],"aims":[106],"progressively":[108],"build":[109],"competency":[112],"across":[113,222],"several":[114,161],"years":[115],"integrated":[117,126],"practice.":[118],"Through":[119],"EDUCE,":[120],"complete":[122],"modules":[125],"required":[128],"elective":[130],"courses":[131,219],"augmented":[132],"with":[133],"coordinated":[134],"cocurricular":[135],"activities.":[136],"The":[137],"EDUCE":[138,202],"initiative":[139],"draws":[140],"on":[141],"a":[142,187,204],"community":[143],"practice":[145],"consisting":[146],"teaching":[148],"assistants":[149],"(TAs),":[150],"postdocs,":[151],"instructors,":[152],"faculty":[155],"multiple":[157],"disciplines":[158],"overcome":[160],"reported":[162],"barriers":[163],"including":[170],"instructor":[171],"capacity,":[172],"student":[173,191],"prior":[174],"knowledge,":[175],"relevance":[177],"discipline-specific":[179],"problems.":[180],"Preliminary":[181],"survey":[182],"results":[183],"indicate":[184],"that":[185],"even":[186],"single":[188],"module":[189],"improves":[190],"self-reported":[192],"interest":[193],"and/or":[194],"experience":[195],"bioinformatics":[197],"computer":[199],"Thus,":[201],"provides":[203],"flexible":[205],"extensible":[207],"active":[208],"framework":[210],"integration":[212],"curriculum":[216],"programs":[221],"sciences.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
