{"id":"https://openalex.org/W3021243284","doi":"https://doi.org/10.1371/journal.pcbi.1007695","title":"Ad hoc efforts for advancing data science education","display_name":"Ad hoc efforts for advancing data science education","publication_year":2020,"publication_date":"2020-05-07","ids":{"openalex":"https://openalex.org/W3021243284","doi":"https://doi.org/10.1371/journal.pcbi.1007695","mag":"3021243284","pmid":"https://pubmed.ncbi.nlm.nih.gov/32379822"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1007695","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007695","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007695&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.1007695&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040192162","display_name":"Orianna DeMasi","orcid":"https://orcid.org/0000-0002-2101-6189"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Orianna DeMasi","raw_affiliation_strings":["Department of Computer Science, University of California, Davis, California, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-2101-6189","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Davis, California, United States of America","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072659290","display_name":"Alexandra Paxton","orcid":"https://orcid.org/0000-0002-8603-015X"},"institutions":[{"id":"https://openalex.org/I140172145","display_name":"University of Connecticut","ror":"https://ror.org/02der9h97","country_code":"US","type":"education","lineage":["https://openalex.org/I140172145"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexandra Paxton","raw_affiliation_strings":["Center for the Ecological Study of Perception and Action, University of Connecticut, Storrs, Connecticut, United States of America","Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-8603-015X","affiliations":[{"raw_affiliation_string":"Center for the Ecological Study of Perception and Action, University of Connecticut, Storrs, Connecticut, United States of America","institution_ids":["https://openalex.org/I140172145"]},{"raw_affiliation_string":"Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut, United States of America","institution_ids":["https://openalex.org/I140172145"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073269709","display_name":"Kevin Koy","orcid":"https://orcid.org/0000-0002-8479-4404"},"institutions":[{"id":"https://openalex.org/I182003036","display_name":"IDEO (United States)","ror":"https://ror.org/039d85044","country_code":"US","type":"company","lineage":["https://openalex.org/I182003036"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin Koy","raw_affiliation_strings":["IDEO, San Francisco, California, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-8479-4404","affiliations":[{"raw_affiliation_string":"IDEO, San Francisco, California, United States of America","institution_ids":["https://openalex.org/I182003036"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5040192162"],"corresponding_institution_ids":["https://openalex.org/I84218800"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":0.3344,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.56636057,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"16","issue":"5","first_page":"e1007695","last_page":"e1007695"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9995999932289124,"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":0.9995999932289124,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9925000071525574,"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"}},{"id":"https://openalex.org/T13280","display_name":"Biomedical and Engineering Education","score":0.9682000279426575,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6399507522583008},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5678708553314209},{"id":"https://openalex.org/keywords/post-hoc","display_name":"Post hoc","score":0.49854421615600586},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43128710985183716},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.3969588577747345},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.36654701828956604},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34408867359161377},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3420461416244507},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.3417905867099762},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1965007483959198},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1900535523891449},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.17353424429893494},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.07808306813240051}],"concepts":[{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6399507522583008},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5678708553314209},{"id":"https://openalex.org/C2992886853","wikidata":"https://www.wikidata.org/wiki/Q18381816","display_name":"Post hoc","level":2,"score":0.49854421615600586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43128710985183716},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3969588577747345},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36654701828956604},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34408867359161377},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3420461416244507},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3417905867099762},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1965007483959198},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1900535523891449},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.17353424429893494},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.07808306813240051},{"id":"https://openalex.org/C199343813","wikidata":"https://www.wikidata.org/wiki/Q12128","display_name":"Dentistry","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":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":"Q000639","qualifier_name":"trends","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":"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}],"locations_count":5,"locations":[{"id":"doi:10.1371/journal.pcbi.1007695","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007695","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007695&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:32379822","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32379822","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:RePEc:plo:pcbi00:1007695","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007695","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:f4c56a3789aa4dcc9ae86eba71a45087","is_oa":true,"landing_page_url":"https://doaj.org/article/f4c56a3789aa4dcc9ae86eba71a45087","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"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 16, Iss 5, p e1007695 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7205211","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7205211","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.1007695","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1007695","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1007695&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":[{"display_name":"Industry, innovation and infrastructure","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3021243284.pdf","grobid_xml":"https://content.openalex.org/works/W3021243284.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W257140906","https://openalex.org/W636100131","https://openalex.org/W1607675442","https://openalex.org/W1891950882","https://openalex.org/W1968587598","https://openalex.org/W2035980858","https://openalex.org/W2045679843","https://openalex.org/W2078684842","https://openalex.org/W2087628652","https://openalex.org/W2117363952","https://openalex.org/W2129098710","https://openalex.org/W2131966673","https://openalex.org/W2150104072","https://openalex.org/W2156545100","https://openalex.org/W2163185915","https://openalex.org/W2598257148","https://openalex.org/W2724111113","https://openalex.org/W2734766782","https://openalex.org/W2748763715","https://openalex.org/W2749913437","https://openalex.org/W2758160336","https://openalex.org/W2765308866","https://openalex.org/W2770529570","https://openalex.org/W2781546096","https://openalex.org/W2791462835","https://openalex.org/W2801733428","https://openalex.org/W2808646869","https://openalex.org/W2942125963","https://openalex.org/W2943903992","https://openalex.org/W2950880037","https://openalex.org/W2952108012","https://openalex.org/W2952157594","https://openalex.org/W2969507519","https://openalex.org/W2974774054","https://openalex.org/W3017863658","https://openalex.org/W3105065677","https://openalex.org/W3209631320","https://openalex.org/W4236185640","https://openalex.org/W4239562062","https://openalex.org/W6677513853","https://openalex.org/W6739710495","https://openalex.org/W6746806437","https://openalex.org/W6835883614"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W4294565801","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W2741781807"],"abstract_inverted_index":{"With":[0],"increasing":[1,177],"demand":[2],"for":[3,29,91,105,143,213],"training":[4],"in":[5,43,50,167,217],"data":[6,37,51,106,114,189],"science,":[7,107],"extracurricular":[8,25],"or":[9],"\"ad":[10],"hoc\"":[11],"education":[12,39,116],"efforts":[13,26,63,117,156,195],"have":[14,126],"emerged":[15],"to":[16,81,118,125,196],"help":[17],"individuals":[18],"acquire":[19],"relevant":[20],"skills":[21,161],"and":[22,54,88,131,162,220],"expertise.":[23],"Although":[24],"already":[27],"exist":[28],"many":[30],"computationally":[31],"intensive":[32],"disciplines,":[33],"their":[34,68,198],"support":[35],"of":[36,48,60,67,100,111,129,153,179,187],"science":[38,52,115],"has":[40,71],"significantly":[41],"helped":[42],"coping":[44],"with":[45,169,184,192],"the":[46,58,75,83,98,123,150,200,207,214],"speed":[47],"innovation":[49],"practice":[53],"formal":[55,170],"curricula.":[56],"While":[57],"proliferation":[59],"ad":[61,102,112,154,193],"hoc":[62,103,113,155,194],"is":[64],"an":[65],"indication":[66],"popularity,":[69],"less":[70],"been":[72],"documented":[73],"about":[74],"needs":[76],"that":[77,85,149,203],"they":[78,86],"are":[79],"designed":[80],"meet,":[82],"limitations":[84],"face,":[87],"practical":[89],"suggestions":[90,212],"holding":[92],"successful":[93],"efforts.":[94,223],"To":[95],"holistically":[96],"understand":[97,119],"role":[99],"different":[101],"formats":[104],"we":[108,204],"surveyed":[109],"organizers":[110,121],"how":[120],"perceived":[122,151],"events":[124,142],"gone-including":[127],"areas":[128,132],"strength":[130],"requiring":[133],"growth.":[134],"We":[135],"also":[136],"gathered":[137],"recommendations":[138],"from":[139,181,206],"these":[140],"past":[141],"future":[144,222],"organizers.":[145],"Our":[146],"results":[147],"suggest":[148],"benefits":[152],"go":[157],"beyond":[158],"developing":[159],"technical":[160],"may":[163],"provide":[164,210],"continued":[165],"benefit":[166],"conjunction":[168],"curricula,":[171],"which":[172],"warrants":[173],"further":[174],"investigation.":[175],"As":[176],"numbers":[178],"researchers":[180],"computational":[182],"fields":[183],"a":[185],"history":[186],"complex":[188],"become":[190],"involved":[191],"share":[197],"skills,":[199],"lessons":[201],"learned":[202],"extract":[205],"surveys":[208],"will":[209],"concrete":[211],"practitioner-leaders":[215],"interested":[216],"creating,":[218],"improving,":[219],"sustaining":[221]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}