{"id":"https://openalex.org/W4406552162","doi":"https://doi.org/10.1145/3712587","title":"Getting the Data in Shape for Your Process Mining Analysis: An In-Depth Analysis of the Pre-Analysis Stage","display_name":"Getting the Data in Shape for Your Process Mining Analysis: An In-Depth Analysis of the Pre-Analysis Stage","publication_year":2025,"publication_date":"2025-01-18","ids":{"openalex":"https://openalex.org/W4406552162","doi":"https://doi.org/10.1145/3712587"},"language":"en","primary_location":{"id":"doi:10.1145/3712587","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712587","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://documentserver.uhasselt.be//bitstream/1942/45193/1/3712587.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shameer K. Pradhan","orcid":"https://orcid.org/0000-0001-8969-8772"},"institutions":[{"id":"https://openalex.org/I878454856","display_name":"Hasselt University","ror":"https://ror.org/04nbhqj75","country_code":"BE","type":"education","lineage":["https://openalex.org/I878454856"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Shameer K. Pradhan","raw_affiliation_strings":["Digital Future Lab, Hasselt University, Diepenbeek, Belgium","Faculty of Business Economics, Hasselt University, Diepenbeek, Belgium"],"raw_orcid":"https://orcid.org/0000-0001-8969-8772","affiliations":[{"raw_affiliation_string":"Digital Future Lab, Hasselt University, Diepenbeek, Belgium","institution_ids":["https://openalex.org/I878454856"]},{"raw_affiliation_string":"Faculty of Business Economics, Hasselt University, Diepenbeek, Belgium","institution_ids":["https://openalex.org/I878454856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085007639","display_name":"Mieke Jans","orcid":"https://orcid.org/0000-0002-9171-2403"},"institutions":[{"id":"https://openalex.org/I209991678","display_name":"Maastricht School of Management","ror":"https://ror.org/04zb8fk81","country_code":"NL","type":"education","lineage":["https://openalex.org/I209991678"]},{"id":"https://openalex.org/I34352273","display_name":"Maastricht University","ror":"https://ror.org/02jz4aj89","country_code":"NL","type":"education","lineage":["https://openalex.org/I34352273"]},{"id":"https://openalex.org/I878454856","display_name":"Hasselt University","ror":"https://ror.org/04nbhqj75","country_code":"BE","type":"education","lineage":["https://openalex.org/I878454856"]}],"countries":["BE","NL"],"is_corresponding":false,"raw_author_name":"Mieke Jans","raw_affiliation_strings":["Digital Future Lab, Hasselt University, Diepenbeek, Belgium","Faculty of Business Economics, Hasselt University, Diepenbeek, Belgium","School of Business and Economics, Maastricht University, Maastricht, Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-9171-2403","affiliations":[{"raw_affiliation_string":"Digital Future Lab, Hasselt University, Diepenbeek, Belgium","institution_ids":["https://openalex.org/I878454856"]},{"raw_affiliation_string":"Faculty of Business Economics, Hasselt University, Diepenbeek, Belgium","institution_ids":["https://openalex.org/I878454856"]},{"raw_affiliation_string":"School of Business and Economics, Maastricht University, Maastricht, Netherlands","institution_ids":["https://openalex.org/I209991678","https://openalex.org/I34352273"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020596856","display_name":"Niels Martin","orcid":"https://orcid.org/0000-0003-3279-3853"},"institutions":[{"id":"https://openalex.org/I878454856","display_name":"Hasselt University","ror":"https://ror.org/04nbhqj75","country_code":"BE","type":"education","lineage":["https://openalex.org/I878454856"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Niels Martin","raw_affiliation_strings":["Digital Future Lab, Hasselt University, Diepenbeek, Belgium","Faculty of Business Economics, Hasselt University, Diepenbeek Belgium"],"raw_orcid":"https://orcid.org/0000-0003-3279-3853","affiliations":[{"raw_affiliation_string":"Digital Future Lab, Hasselt University, Diepenbeek, Belgium","institution_ids":["https://openalex.org/I878454856"]},{"raw_affiliation_string":"Faculty of Business Economics, Hasselt University, Diepenbeek Belgium","institution_ids":["https://openalex.org/I878454856"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":16.0993,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.98881174,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"57","issue":"6","first_page":"1","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9998999834060669,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9746999740600586,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.855841875076294},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.6037027835845947},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5904067754745483},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47981953620910645},{"id":"https://openalex.org/keywords/process-analysis","display_name":"Process analysis","score":0.42932072281837463},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40123751759529114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35526207089424133},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.34401053190231323},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.15390723943710327},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11722862720489502}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.855841875076294},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.6037027835845947},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5904067754745483},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47981953620910645},{"id":"https://openalex.org/C2983072294","wikidata":"https://www.wikidata.org/wiki/Q7247257","display_name":"Process analysis","level":2,"score":0.42932072281837463},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40123751759529114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35526207089424133},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.34401053190231323},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.15390723943710327},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11722862720489502},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3712587","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712587","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:openaire_cris_publications/775bb0b8-96a9-4412-93e6-1ce1f46f7248","is_oa":false,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/775bb0b8-96a9-4412-93e6-1ce1f46f7248","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pradhan, S K, Jans, M & Martin, N 2025, 'Getting the Data in Shape for Your Process Mining Analysis : An In-Depth Analysis of the Pre-Analysis Stage', ACM Computing Surveys, vol. 57, no. 6, 159, pp. 1-37. https://doi.org/10.1145/3712587","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:documentserver.uhasselt.be:1942/45193","is_oa":true,"landing_page_url":"http://hdl.handle.net/1942/45193","pdf_url":"https://documentserver.uhasselt.be//bitstream/1942/45193/1/3712587.pdf","source":{"id":"https://openalex.org/S4306401926","display_name":"Document Server@UHasselt (UHasselt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I878454856","host_organization_name":"Hasselt University","host_organization_lineage":["https://openalex.org/I878454856"],"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":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:documentserver.uhasselt.be:1942/45193","is_oa":true,"landing_page_url":"http://hdl.handle.net/1942/45193","pdf_url":"https://documentserver.uhasselt.be//bitstream/1942/45193/1/3712587.pdf","source":{"id":"https://openalex.org/S4306401926","display_name":"Document Server@UHasselt (UHasselt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I878454856","host_organization_name":"Hasselt University","host_organization_lineage":["https://openalex.org/I878454856"],"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":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G903259933","display_name":null,"funder_award_id":"BOF24TT02","funder_id":"https://openalex.org/F4320325866","funder_display_name":"Universiteit Hasselt"}],"funders":[{"id":"https://openalex.org/F4320325866","display_name":"Universiteit Hasselt","ror":"https://ror.org/04nbhqj75"},{"id":"https://openalex.org/F4320335227","display_name":"Bijzonder Onderzoeksfonds UGent","ror":"https://ror.org/00cv9y106"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406552162.pdf","grobid_xml":"https://content.openalex.org/works/W4406552162.grobid-xml"},"referenced_works_count":222,"referenced_works":["https://openalex.org/W13060766","https://openalex.org/W65541227","https://openalex.org/W93439653","https://openalex.org/W377384883","https://openalex.org/W603635993","https://openalex.org/W628759393","https://openalex.org/W649212855","https://openalex.org/W651919889","https://openalex.org/W1508436075","https://openalex.org/W1567641778","https://openalex.org/W1588641552","https://openalex.org/W1592254591","https://openalex.org/W1598798710","https://openalex.org/W1613711303","https://openalex.org/W1690397624","https://openalex.org/W1824264389","https://openalex.org/W1827770152","https://openalex.org/W1843670702","https://openalex.org/W1885841618","https://openalex.org/W1906228815","https://openalex.org/W1910074535","https://openalex.org/W1930074288","https://openalex.org/W1943320619","https://openalex.org/W1967251051","https://openalex.org/W1968928304","https://openalex.org/W1991768440","https://openalex.org/W1997188338","https://openalex.org/W2002554683","https://openalex.org/W2002994249","https://openalex.org/W2015852679","https://openalex.org/W2021365718","https://openalex.org/W2021852921","https://openalex.org/W2042874475","https://openalex.org/W2047246003","https://openalex.org/W2061555214","https://openalex.org/W2066434327","https://openalex.org/W2068351378","https://openalex.org/W2079344889","https://openalex.org/W2092898466","https://openalex.org/W2101238481","https://openalex.org/W2123695715","https://openalex.org/W2126844997","https://openalex.org/W2133674686","https://openalex.org/W2133943399","https://openalex.org/W2135155509","https://openalex.org/W2149536267","https://openalex.org/W2150614413","https://openalex.org/W2151461605","https://openalex.org/W2159561256","https://openalex.org/W2159904898","https://openalex.org/W2163192934","https://openalex.org/W2164777277","https://openalex.org/W2167091921","https://openalex.org/W2234784943","https://openalex.org/W2268480907","https://openalex.org/W2296466349","https://openalex.org/W2322695415","https://openalex.org/W2336423265","https://openalex.org/W2352713551","https://openalex.org/W2460110227","https://openalex.org/W2468067389","https://openalex.org/W2472724528","https://openalex.org/W2484331096","https://openalex.org/W2492054532","https://openalex.org/W2504748297","https://openalex.org/W2514071779","https://openalex.org/W2514875262","https://openalex.org/W2515263588","https://openalex.org/W2515301985","https://openalex.org/W2524473748","https://openalex.org/W2526226593","https://openalex.org/W2550908448","https://openalex.org/W2578913734","https://openalex.org/W2584641377","https://openalex.org/W2588660802","https://openalex.org/W2599456843","https://openalex.org/W2604624821","https://openalex.org/W2605373998","https://openalex.org/W2610566771","https://openalex.org/W2612465601","https://openalex.org/W2617698946","https://openalex.org/W2624133163","https://openalex.org/W2741341327","https://openalex.org/W2750168540","https://openalex.org/W2751370015","https://openalex.org/W2765378438","https://openalex.org/W2766656246","https://openalex.org/W2767915832","https://openalex.org/W2783146113","https://openalex.org/W2783560153","https://openalex.org/W2786666982","https://openalex.org/W2789615162","https://openalex.org/W2789970714","https://openalex.org/W2803223001","https://openalex.org/W2804500369","https://openalex.org/W2804517486","https://openalex.org/W2806702821","https://openalex.org/W2806881200","https://openalex.org/W2808376309","https://openalex.org/W2808666411","https://openalex.org/W2892026656","https://openalex.org/W2897520520","https://openalex.org/W2899575253","https://openalex.org/W2899840054","https://openalex.org/W2904898389","https://openalex.org/W2906106713","https://openalex.org/W2907891621","https://openalex.org/W2912697332","https://openalex.org/W2913766885","https://openalex.org/W2914710517","https://openalex.org/W2922004583","https://openalex.org/W2925051330","https://openalex.org/W2940451250","https://openalex.org/W2942514375","https://openalex.org/W2944745716","https://openalex.org/W2945930006","https://openalex.org/W2949076889","https://openalex.org/W2951419760","https://openalex.org/W2953566312","https://openalex.org/W2964000561","https://openalex.org/W2964773331","https://openalex.org/W2965446139","https://openalex.org/W2966184750","https://openalex.org/W2967547316","https://openalex.org/W2969599141","https://openalex.org/W2970951336","https://openalex.org/W2971435374","https://openalex.org/W2971437256","https://openalex.org/W2973725863","https://openalex.org/W2978182208","https://openalex.org/W2979918170","https://openalex.org/W2979930862","https://openalex.org/W2997452545","https://openalex.org/W2998713966","https://openalex.org/W3002043692","https://openalex.org/W3004123496","https://openalex.org/W3005115843","https://openalex.org/W3008584949","https://openalex.org/W3009388162","https://openalex.org/W3011377158","https://openalex.org/W3015373378","https://openalex.org/W3018157678","https://openalex.org/W3021261667","https://openalex.org/W3029676490","https://openalex.org/W3030145482","https://openalex.org/W3030845798","https://openalex.org/W3031031729","https://openalex.org/W3031815385","https://openalex.org/W3037016170","https://openalex.org/W3037498616","https://openalex.org/W3037785086","https://openalex.org/W3041298191","https://openalex.org/W3041848303","https://openalex.org/W3075414687","https://openalex.org/W3081098539","https://openalex.org/W3083162280","https://openalex.org/W3083253029","https://openalex.org/W3083294935","https://openalex.org/W3083653425","https://openalex.org/W3084167926","https://openalex.org/W3085412222","https://openalex.org/W3089859011","https://openalex.org/W3090727495","https://openalex.org/W3091024008","https://openalex.org/W3093575763","https://openalex.org/W3093665239","https://openalex.org/W3093786299","https://openalex.org/W3094293898","https://openalex.org/W3094563240","https://openalex.org/W3099652335","https://openalex.org/W3100812499","https://openalex.org/W3113298451","https://openalex.org/W3121962896","https://openalex.org/W3122183613","https://openalex.org/W3122238742","https://openalex.org/W3124548602","https://openalex.org/W3133897986","https://openalex.org/W3139791411","https://openalex.org/W3145250024","https://openalex.org/W3157705513","https://openalex.org/W3158015518","https://openalex.org/W3169710019","https://openalex.org/W3170039324","https://openalex.org/W3170343681","https://openalex.org/W3171221572","https://openalex.org/W3172731935","https://openalex.org/W3175554834","https://openalex.org/W3181508132","https://openalex.org/W3189373506","https://openalex.org/W3190222600","https://openalex.org/W3190695173","https://openalex.org/W3191799130","https://openalex.org/W3193503248","https://openalex.org/W3197270713","https://openalex.org/W3197646991","https://openalex.org/W3199362347","https://openalex.org/W3201914322","https://openalex.org/W3203485357","https://openalex.org/W3207602811","https://openalex.org/W3209732324","https://openalex.org/W3209796148","https://openalex.org/W3210032359","https://openalex.org/W3210378470","https://openalex.org/W3213679486","https://openalex.org/W3217468777","https://openalex.org/W4200015011","https://openalex.org/W4200023001","https://openalex.org/W4206002899","https://openalex.org/W4206908609","https://openalex.org/W4206954255","https://openalex.org/W4211186511","https://openalex.org/W4220775938","https://openalex.org/W4220950762","https://openalex.org/W4225709018","https://openalex.org/W4230587794","https://openalex.org/W4238904897","https://openalex.org/W4243932450","https://openalex.org/W4285187659","https://openalex.org/W6639773672","https://openalex.org/W6696906602","https://openalex.org/W6767491819","https://openalex.org/W6902077587"],"related_works":["https://openalex.org/W2329386257","https://openalex.org/W2503350049","https://openalex.org/W2397616145","https://openalex.org/W2397320258","https://openalex.org/W4324058133","https://openalex.org/W648618910","https://openalex.org/W4393624937","https://openalex.org/W4296658948","https://openalex.org/W3167355683","https://openalex.org/W2326994841"],"abstract_inverted_index":{"Process":[0],"mining":[1,36,95],"enables":[2],"organizations":[3],"to":[4,24,130],"analyze":[5],"the":[6,45,77,90,113,118,122,127,132,156,161,172,184],"data":[7,22,128,143,181],"stored":[8],"in":[9,63,93,165,199],"their":[10,17,74,80,116],"information":[11],"systems":[12],"and":[13,76,102,126,140,146,158],"derive":[14],"insights":[15],"regarding":[16,73],"business":[18],"processes.":[19],"However,":[20],"raw":[21,46],"needs":[23],"be":[25,32,42],"converted":[26],"into":[27,34],"a":[28,60,69,85,194],"format":[29],"that":[30,151,171,189],"can":[31,41],"fed":[33],"process":[35,64,94,200],"algorithms.":[37],"Various":[38],"pre-analysis":[39,57,91,114,138,192],"activities":[40,58,92,111,139],"performed":[43],"on":[44,191],"data,":[47],"such":[48],"as":[49],"imperfection":[50],"removal":[51],"or":[52],"granularity":[53],"level":[54],"change.":[55],"Although":[56],"play":[59],"crucial":[61],"role":[62],"mining,":[65],"there":[66],"is":[67,155,193],"currently":[68],"limited":[70],"overview":[71],"available":[72],"scope":[75],"extent":[78],"of":[79,89,106,183,197],"examination.":[81],"This":[82,186],"study":[83,187],"presents":[84],"systematic":[86],"literature":[87],"review":[88],"projects.":[96],"To":[97],"better":[98],"understand":[99],"this":[100],"stage":[101],"its":[103],"current":[104],"state":[105],"research,":[107],"we":[108],"explore":[109],"which":[110],"constitute":[112],"stage,":[115],"goals,":[117],"applied":[119],"research":[120,124,133,154,163,190],"methodologies,":[121],"proposed":[123,173],"outcomes,":[125],"used":[129],"evaluate":[131],"outcomes.":[134],"We":[135,148,168],"identify":[136],"15":[137],"concepts,":[141],"e.g.,":[142],"extraction,":[144],"generation,":[145],"cleaning.":[147],"also":[149,169],"discover":[150],"design":[152],"science":[153],"methodology":[157],"methods":[159],"are":[160],"primary":[162],"outcome":[164],"previous":[166],"studies.":[167],"realize":[170],"outcomes":[174],"have":[175],"been":[176],"evaluated":[177],"using":[178],"only":[179],"real-life":[180],"most":[182],"time.":[185],"reveals":[188],"growing":[195],"field":[196],"interest":[198],"mining.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}