{"id":"https://openalex.org/W4391033846","doi":"https://doi.org/10.1162/dint_a_00244","title":"Optimizing ASReview Simulations: A generic Multiprocessing Solution for \u2018Light-data\u2019 and \u2018Heavy-data\u2019 Users","display_name":"Optimizing ASReview Simulations: A generic Multiprocessing Solution for \u2018Light-data\u2019 and \u2018Heavy-data\u2019 Users","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391033846","doi":"https://doi.org/10.1162/dint_a_00244"},"language":"en","primary_location":{"id":"doi:10.1162/dint_a_00244","is_oa":true,"landing_page_url":"https://doi.org/10.1162/dint_a_00244","pdf_url":"https://direct.mit.edu/dint/article-pdf/doi/10.1162/dint_a_00244/2213171/dint_a_00244.pdf","source":{"id":"https://openalex.org/S4210186383","display_name":"Data Intelligence","issn_l":"2096-7004","issn":["2096-7004","2641-435X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://direct.mit.edu/dint/article-pdf/doi/10.1162/dint_a_00244/2213171/dint_a_00244.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045619599","display_name":"Sergei Romanov","orcid":"https://orcid.org/0000-0002-5649-9491"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Sergei Romanov","raw_affiliation_strings":["Applied Data Science, Department of Information and Computing Science, Faculty of Science, Utrecht University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Data Science, Department of Information and Computing Science, Faculty of Science, Utrecht University","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081683346","display_name":"Abel Soares Siqueira","orcid":"https://orcid.org/0000-0003-4451-281X"},"institutions":[{"id":"https://openalex.org/I4210095242","display_name":"Netherlands eScience Center","ror":"https://ror.org/00rbjv475","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2800991832","https://openalex.org/I4210090210","https://openalex.org/I4210095242"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Abel Soares Siqueira","raw_affiliation_strings":["Netherlands eScience Center, Amsterdam, NL"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Netherlands eScience Center, Amsterdam, NL","institution_ids":["https://openalex.org/I4210095242"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027479191","display_name":"Jonathan De Bruin","orcid":"https://orcid.org/0000-0002-4297-0502"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jonathan de Bruin","raw_affiliation_strings":["Department of Research and Data Management Services, Information Technology Services, Utrecht University, Utrecht, the Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Data Management Services, Information Technology Services, Utrecht University, Utrecht, the Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077076273","display_name":"Jelle Jasper Teijema","orcid":"https://orcid.org/0000-0001-9282-4311"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jelle Teijema","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083943994","display_name":"Laura Hofstee","orcid":"https://orcid.org/0000-0001-9638-7657"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Laura Hofstee","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041799420","display_name":"Rens van de Schoot","orcid":"https://orcid.org/0000-0001-7736-2091"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Rens van de Schoot","raw_affiliation_strings":["Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5045619599"],"corresponding_institution_ids":["https://openalex.org/I193662353"],"apc_list":null,"apc_paid":null,"fwci":5.8594,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.95843378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"6","issue":"2","first_page":"320","last_page":"343"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9993000030517578,"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":0.9993000030517578,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9751999974250793,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9724000096321106,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8532028794288635},{"id":"https://openalex.org/keywords/multiprocessing","display_name":"Multiprocessing","score":0.8028290271759033},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6828801035881042},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6675543785095215},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4761126935482025},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4734877049922943},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.46262335777282715},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4505121409893036},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4333774149417877},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4275514483451843},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3895547091960907},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3595369756221771},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2249927818775177},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.20515373349189758},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.10160666704177856},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08348441123962402}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8532028794288635},{"id":"https://openalex.org/C4822641","wikidata":"https://www.wikidata.org/wiki/Q846651","display_name":"Multiprocessing","level":2,"score":0.8028290271759033},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6828801035881042},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6675543785095215},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4761126935482025},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4734877049922943},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.46262335777282715},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4505121409893036},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4333774149417877},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4275514483451843},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3895547091960907},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3595369756221771},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2249927818775177},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.20515373349189758},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.10160666704177856},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08348441123962402},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1162/dint_a_00244","is_oa":true,"landing_page_url":"https://doi.org/10.1162/dint_a_00244","pdf_url":"https://direct.mit.edu/dint/article-pdf/doi/10.1162/dint_a_00244/2213171/dint_a_00244.pdf","source":{"id":"https://openalex.org/S4210186383","display_name":"Data Intelligence","issn_l":"2096-7004","issn":["2096-7004","2641-435X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5fcd35be3edb4a9ba96411742752c96d","is_oa":false,"landing_page_url":"https://doaj.org/article/5fcd35be3edb4a9ba96411742752c96d","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Intelligence, Vol 6, Iss 2 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1162/dint_a_00244","is_oa":true,"landing_page_url":"https://doi.org/10.1162/dint_a_00244","pdf_url":"https://direct.mit.edu/dint/article-pdf/doi/10.1162/dint_a_00244/2213171/dint_a_00244.pdf","source":{"id":"https://openalex.org/S4210186383","display_name":"Data Intelligence","issn_l":"2096-7004","issn":["2096-7004","2641-435X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.44999998807907104,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320314239","display_name":"Netherlands eScience Center","ror":"https://ror.org/00rbjv475"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391033846.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W168362576","https://openalex.org/W1036550761","https://openalex.org/W1594407938","https://openalex.org/W2008396581","https://openalex.org/W2024122052","https://openalex.org/W2044460006","https://openalex.org/W2135490589","https://openalex.org/W2147257531","https://openalex.org/W2296335794","https://openalex.org/W2329414964","https://openalex.org/W2517850251","https://openalex.org/W2536539875","https://openalex.org/W2613409207","https://openalex.org/W2746157094","https://openalex.org/W2783658081","https://openalex.org/W2903158431","https://openalex.org/W2906926620","https://openalex.org/W2921847140","https://openalex.org/W3006320574","https://openalex.org/W3093336514","https://openalex.org/W3111278950","https://openalex.org/W3139098936","https://openalex.org/W3210196236","https://openalex.org/W4247533817","https://openalex.org/W4300777909","https://openalex.org/W4376645833","https://openalex.org/W4381435533","https://openalex.org/W4382520168","https://openalex.org/W4385787736","https://openalex.org/W4388230782","https://openalex.org/W4388537127","https://openalex.org/W4391653771","https://openalex.org/W6697144307","https://openalex.org/W6701921056","https://openalex.org/W6758076146"],"related_works":["https://openalex.org/W96612179","https://openalex.org/W2770234245","https://openalex.org/W2566006169","https://openalex.org/W2987774938","https://openalex.org/W632915154","https://openalex.org/W4229499248","https://openalex.org/W4378874356","https://openalex.org/W2055733372","https://openalex.org/W2369811061","https://openalex.org/W3089997100"],"abstract_inverted_index":{"ABSTRACT":[0],"Active":[1],"learning":[2],"can":[3,24,118,140],"be":[4,25,119],"used":[5,26],"for":[6,55,72],"optimizing":[7],"and":[8,69,87,107,129],"speeding":[9],"up":[10],"the":[11,21,29,38,64,83,99,113,130,137,152,156,160],"screening":[12,22],"phase":[13],"of":[14,31,40,82,105,159],"systematic":[15],"reviews.":[16],"Running":[17],"simulation":[18,59,148],"studies":[19,60],"mimicking":[20],"process":[23],"to":[27,36,92,115,142],"test":[28],"performance":[30],"different":[32,41],"machine-learning":[33],"models":[34],"or":[35],"study":[37],"impact":[39],"training":[42],"data.":[43],"This":[44],"paper":[45,139],"presents":[46],"an":[47],"architecture":[48,86,131],"design":[49,132],"with":[50,74,121,145],"a":[51,79],"multiprocessing":[52,122],"computational":[53,100],"strategy":[54,128],"running":[56],"many":[57],"such":[58],"in":[61,136],"parallel,":[62],"using":[63,102],"ASReview":[65],"Makita":[66],"workflow":[67],"generator":[68],"Kubernetes":[70],"software":[71],"deployment":[73],"cloud":[75,85],"technologies.":[76],"We":[77],"provide":[78],"technical":[80],"explanation":[81],"proposed":[84],"its":[88],"usage.":[89,124],"In":[90],"addition":[91],"that,":[93],"we":[94],"conducted":[95],"1140":[96],"simulations":[97,117],"investigating":[98],"time":[101,149],"various":[103],"numbers":[104],"CPUs":[106],"RAM":[108],"settings.":[109],"Our":[110],"analysis":[111],"demonstrates":[112],"degree":[114],"which":[116],"accelerated":[120],"computing":[123],"The":[125],"parallel":[126],"computation":[127],"that":[133],"was":[134],"developed":[135],"present":[138],"contribute":[141],"future":[143],"research":[144],"more":[146],"optimal":[147],"and,":[150],"at":[151],"same":[153],"time,":[154],"ensure":[155],"safe":[157],"completion":[158],"needed":[161],"processes.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}