{"id":"https://openalex.org/W2947593158","doi":"https://doi.org/10.1177/1094342019852127","title":"The role of machine learning in scientific workflows","display_name":"The role of machine learning in scientific workflows","publication_year":2019,"publication_date":"2019-05-30","ids":{"openalex":"https://openalex.org/W2947593158","doi":"https://doi.org/10.1177/1094342019852127","mag":"2947593158"},"language":"en","primary_location":{"id":"doi:10.1177/1094342019852127","is_oa":true,"landing_page_url":"https://doi.org/10.1177/1094342019852127","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/1094342019852127","source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"1094-3420","issn":["1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://journals.sagepub.com/doi/pdf/10.1177/1094342019852127","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031941569","display_name":"Ewa Deelman","orcid":"https://orcid.org/0000-0001-5106-503X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ewa Deelman","raw_affiliation_strings":["University of Southern California Information Sciences Institute, Marina Del Rey, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California Information Sciences Institute, Marina Del Rey, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063480283","display_name":"Anirban Mandal","orcid":"https://orcid.org/0000-0001-5145-8618"},"institutions":[{"id":"https://openalex.org/I69048370","display_name":"Renaissance Computing Institute","ror":"https://ror.org/01s91ey96","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535","https://openalex.org/I170897317","https://openalex.org/I69048370"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anirban Mandal","raw_affiliation_strings":["Renaissance Computing Institute, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"Renaissance Computing Institute, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I69048370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056308697","display_name":"Ming Jiang","orcid":"https://orcid.org/0000-0002-1661-0538"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming Jiang","raw_affiliation_strings":["Lawrence Livermore National Laboratory, Livermore, CA, USA"],"affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore, CA, USA","institution_ids":["https://openalex.org/I1282311441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079821707","display_name":"Rizos Sakellariou","orcid":"https://orcid.org/0000-0002-6104-6649"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rizos Sakellariou","raw_affiliation_strings":["The University of Manchester, Manchester, UK"],"affiliations":[{"raw_affiliation_string":"The University of Manchester, Manchester, UK","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5031941569"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":8.8051,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.97830541,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"33","issue":"6","first_page":"1128","last_page":"1139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9998999834060669,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11937","display_name":"Research Data Management Practices","score":0.9815000295639038,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.9261200428009033},{"id":"https://openalex.org/keywords/workflow-management-system","display_name":"Workflow management system","score":0.7322677373886108},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6987318992614746},{"id":"https://openalex.org/keywords/workflow-technology","display_name":"Workflow technology","score":0.5846371054649353},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5626771450042725},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5315945744514465},{"id":"https://openalex.org/keywords/workflow-engine","display_name":"Workflow engine","score":0.5281780958175659},{"id":"https://openalex.org/keywords/realm","display_name":"Realm","score":0.508728563785553},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4548836052417755},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4520924985408783},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36040198802948},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.32703936100006104},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16841652989387512},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.14658966660499573}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.9261200428009033},{"id":"https://openalex.org/C140824633","wikidata":"https://www.wikidata.org/wiki/Q2808660","display_name":"Workflow management system","level":3,"score":0.7322677373886108},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6987318992614746},{"id":"https://openalex.org/C19612761","wikidata":"https://www.wikidata.org/wiki/Q8034836","display_name":"Workflow technology","level":3,"score":0.5846371054649353},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5626771450042725},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5315945744514465},{"id":"https://openalex.org/C188220564","wikidata":"https://www.wikidata.org/wiki/Q3325097","display_name":"Workflow engine","level":3,"score":0.5281780958175659},{"id":"https://openalex.org/C2778757428","wikidata":"https://www.wikidata.org/wiki/Q1250464","display_name":"Realm","level":2,"score":0.508728563785553},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4548836052417755},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4520924985408783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36040198802948},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.32703936100006104},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16841652989387512},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.14658966660499573},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1177/1094342019852127","is_oa":true,"landing_page_url":"https://doi.org/10.1177/1094342019852127","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/1094342019852127","source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"1094-3420","issn":["1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/766de839-967c-41eb-853f-a01558911af2","is_oa":true,"landing_page_url":null,"pdf_url":"https://www.research.manchester.ac.uk/portal/en/publications/the-role-of-machine-learning-in-scientific-workflows(766de839-967c-41eb-853f-a01558911af2).html","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:pure.atira.dk:publications/766de839-967c-41eb-853f-a01558911af2","is_oa":true,"landing_page_url":"https://research.manchester.ac.uk/en/publications/766de839-967c-41eb-853f-a01558911af2","pdf_url":"https://www.research.manchester.ac.uk/portal/en/publications/the-role-of-machine-learning-in-scientific-workflows(766de839-967c-41eb-853f-a01558911af2).html","source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Deelman, E, Mandal, A, Jiang, M & Sakellariou, R 2019, 'The role of machine learning in scientific workflows', International Journal of High Performance Computing Applications. https://doi.org/10.1177/1094342019852127","raw_type":"article"},{"id":"pmh:oai:osti.gov:1523666","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1523666","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},{"id":"pmh:oai:osti.gov:1548331","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1548331","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},{"id":"pmh:oai:osti.gov:1600091","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1600091","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null}],"best_oa_location":{"id":"doi:10.1177/1094342019852127","is_oa":true,"landing_page_url":"https://doi.org/10.1177/1094342019852127","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/1094342019852127","source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"1094-3420","issn":["1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7099999785423279}],"awards":[{"id":"https://openalex.org/G1494814522","display_name":null,"funder_award_id":"DE_AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G1969177920","display_name":null,"funder_award_id":"16-ERD-036","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G2917824471","display_name":null,"funder_award_id":"DE-AC52-07NA2734","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G3391580208","display_name":null,"funder_award_id":"DE-AC52-07NA2","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G5247473535","display_name":null,"funder_award_id":"DESC0012636","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5816449448","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5964142490","display_name":null,"funder_award_id":"E-AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G6020043373","display_name":null,"funder_award_id":"DE-AC52-07NA2734","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G7392351114","display_name":"CICI: SSC: Integrity Introspection for Scientific Workflows (IRIS)","funder_award_id":"1839900","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7806955302","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8374966015","display_name":null,"funder_award_id":"AC52-07NA27344","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8658770765","display_name":null,"funder_award_id":"DE-AC52-07NA27","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G991281326","display_name":null,"funder_award_id":"AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320338286","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2947593158.pdf","grobid_xml":"https://content.openalex.org/works/W2947593158.grobid-xml"},"referenced_works_count":77,"referenced_works":["https://openalex.org/W6915020","https://openalex.org/W173717986","https://openalex.org/W180866312","https://openalex.org/W615440381","https://openalex.org/W1511526715","https://openalex.org/W1542375738","https://openalex.org/W1568953395","https://openalex.org/W1881092091","https://openalex.org/W1887920917","https://openalex.org/W1941364944","https://openalex.org/W1968420163","https://openalex.org/W1974752004","https://openalex.org/W1985471550","https://openalex.org/W1985847831","https://openalex.org/W1994326726","https://openalex.org/W2003797551","https://openalex.org/W2008762482","https://openalex.org/W2013434113","https://openalex.org/W2019014808","https://openalex.org/W2019985296","https://openalex.org/W2020278075","https://openalex.org/W2029282088","https://openalex.org/W2039024677","https://openalex.org/W2047280416","https://openalex.org/W2053449529","https://openalex.org/W2056640105","https://openalex.org/W2068739318","https://openalex.org/W2078962046","https://openalex.org/W2084078215","https://openalex.org/W2084651355","https://openalex.org/W2086917437","https://openalex.org/W2088219312","https://openalex.org/W2095127626","https://openalex.org/W2102471334","https://openalex.org/W2102516719","https://openalex.org/W2102784281","https://openalex.org/W2109419450","https://openalex.org/W2109546901","https://openalex.org/W2122646361","https://openalex.org/W2127882368","https://openalex.org/W2134520913","https://openalex.org/W2136482257","https://openalex.org/W2141005805","https://openalex.org/W2147138172","https://openalex.org/W2157777898","https://openalex.org/W2161344864","https://openalex.org/W2213201020","https://openalex.org/W2295124130","https://openalex.org/W2299467264","https://openalex.org/W2316327132","https://openalex.org/W2337344967","https://openalex.org/W2491198319","https://openalex.org/W2496673950","https://openalex.org/W2506504610","https://openalex.org/W2583628881","https://openalex.org/W2609265534","https://openalex.org/W2615787173","https://openalex.org/W2734941459","https://openalex.org/W2746414899","https://openalex.org/W2763493608","https://openalex.org/W2767210617","https://openalex.org/W2799148064","https://openalex.org/W2805382906","https://openalex.org/W2886362482","https://openalex.org/W2888927439","https://openalex.org/W2902823611","https://openalex.org/W2904218425","https://openalex.org/W2913513779","https://openalex.org/W3130784665","https://openalex.org/W3148568294","https://openalex.org/W4233514722","https://openalex.org/W4240916550","https://openalex.org/W4245176872","https://openalex.org/W4252427272","https://openalex.org/W4252709122","https://openalex.org/W4297957988","https://openalex.org/W4389077320"],"related_works":["https://openalex.org/W2352774566","https://openalex.org/W2049143847","https://openalex.org/W2356466503","https://openalex.org/W2376671203","https://openalex.org/W2391168633","https://openalex.org/W2385499106","https://openalex.org/W1574425962","https://openalex.org/W2354357087","https://openalex.org/W2387628393","https://openalex.org/W2370201914"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML)":[2],"is":[3,30],"being":[4,31],"applied":[5],"in":[6,56,79,134,137],"a":[7],"number":[8],"of":[9,53,59,76,89],"everyday":[10],"contexts":[11],"from":[12],"image":[13],"recognition,":[14],"to":[15,19,22,67,102],"natural":[16],"language":[17],"processing,":[18],"autonomous":[20],"vehicles,":[21],"product":[23],"recommendation.":[24],"In":[25,46],"the":[26,51,57,72,87,108,118,122],"science":[27],"realm,":[28],"ML":[29,55,100,119],"used":[32],"for":[33,98],"medical":[34],"diagnosis,":[35],"new":[36],"materials":[37],"development,":[38],"smart":[39],"agriculture,":[40],"DNA":[41],"classification,":[42],"and":[43,74,81,91,95,132],"many":[44],"others.":[45],"this":[47],"article,":[48],"we":[49],"describe":[50,86],"opportunities":[52,97],"using":[54],"area":[58],"scientific":[60,93,138],"workflow":[61,110,126],"management.":[62],"Scientific":[63],"workflows":[64,94],"are":[65],"key":[66],"today\u2019s":[68],"computational":[69],"science,":[70],"enabling":[71],"definition":[73],"execution":[75],"complex":[77],"applications":[78],"heterogeneous":[80],"often":[82],"distributed":[83],"environments.":[84],"We":[85,114],"challenges":[88,105],"composing":[90],"executing":[92],"identify":[96],"applying":[99],"techniques":[101],"meet":[103],"these":[104],"by":[106,125],"enhancing":[107],"current":[109],"management":[111,127],"system":[112],"capabilities.":[113],"foresee":[115],"that":[116],"as":[117],"field":[120],"progresses,":[121],"automation":[123],"provided":[124],"systems":[128],"will":[129],"greatly":[130],"increase":[131],"result":[133],"significant":[135],"improvements":[136],"productivity.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
