{"id":"https://openalex.org/W4323313785","doi":"https://doi.org/10.1186/s40537-023-00702-x","title":"An exploratory approach to data driven knowledge creation","display_name":"An exploratory approach to data driven knowledge creation","publication_year":2023,"publication_date":"2023-03-06","ids":{"openalex":"https://openalex.org/W4323313785","doi":"https://doi.org/10.1186/s40537-023-00702-x"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-023-00702-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00702-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00702-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00702-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109332978","display_name":"Costantino Thanos","orcid":null},"institutions":[{"id":"https://openalex.org/I122991210","display_name":"Istituto di Scienza e Tecnologie dell'Informazione \"Alessandro Faedo\"","ror":"https://ror.org/05kacka20","country_code":"IT","type":"facility","lineage":["https://openalex.org/I122991210","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Costantino Thanos","raw_affiliation_strings":["Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]},{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069545386","display_name":"Carlo Meghini","orcid":"https://orcid.org/0000-0003-0069-7429"},"institutions":[{"id":"https://openalex.org/I122991210","display_name":"Istituto di Scienza e Tecnologie dell'Informazione \"Alessandro Faedo\"","ror":"https://ror.org/05kacka20","country_code":"IT","type":"facility","lineage":["https://openalex.org/I122991210","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlo Meghini","raw_affiliation_strings":["Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]},{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004559117","display_name":"Valentina Bartalesi","orcid":"https://orcid.org/0000-0001-9024-0822"},"institutions":[{"id":"https://openalex.org/I122991210","display_name":"Istituto di Scienza e Tecnologie dell'Informazione \"Alessandro Faedo\"","ror":"https://ror.org/05kacka20","country_code":"IT","type":"facility","lineage":["https://openalex.org/I122991210","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valentina Bartalesi","raw_affiliation_strings":["Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]},{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009188742","display_name":"Gianpaolo Coro","orcid":"https://orcid.org/0000-0001-7232-191X"},"institutions":[{"id":"https://openalex.org/I122991210","display_name":"Istituto di Scienza e Tecnologie dell'Informazione \"Alessandro Faedo\"","ror":"https://ror.org/05kacka20","country_code":"IT","type":"facility","lineage":["https://openalex.org/I122991210","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianpaolo Coro","raw_affiliation_strings":["Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell\u2019Informazione \u201cA. Faedo\u201d (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]},{"raw_affiliation_string":"Istituto di Scienza e Tecnologie dell'Informazione \"A. Faedo\" (ISTI), CNR, Pisa, Italy","institution_ids":["https://openalex.org/I122991210"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5109332978"],"corresponding_institution_ids":["https://openalex.org/I122991210"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":1.7629,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.87272085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9976000189781189,"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"}},"topics":[{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9976000189781189,"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/T11937","display_name":"Research Data Management Practices","score":0.9950000047683716,"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"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8588540554046631},{"id":"https://openalex.org/keywords/interconnectivity","display_name":"Interconnectivity","score":0.8127954006195068},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7218571901321411},{"id":"https://openalex.org/keywords/exploratory-data-analysis","display_name":"Exploratory data analysis","score":0.5285476446151733},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4707877039909363},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41850149631500244},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.41438984870910645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20779043436050415}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8588540554046631},{"id":"https://openalex.org/C25516864","wikidata":"https://www.wikidata.org/wiki/Q1665949","display_name":"Interconnectivity","level":2,"score":0.8127954006195068},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7218571901321411},{"id":"https://openalex.org/C120894424","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory data analysis","level":2,"score":0.5285476446151733},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4707877039909363},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41850149631500244},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.41438984870910645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20779043436050415},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/s40537-023-00702-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00702-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00702-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:dnet:people______::e21f43aa3df83266733ad861393ab381","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S7407055261","display_name":"ISTI Open Portal","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"JOURNAL OF BIG DATA, vol. 10","raw_type":"Journal article"},{"id":"pmh:oai:doaj.org/article:6874a5db571e4097baaf3a09ea3ba980","is_oa":true,"landing_page_url":"https://doaj.org/article/6874a5db571e4097baaf3a09ea3ba980","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 10, Iss 1, Pp 1-15 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-023-00702-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00702-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00702-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4323313785.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W20504188","https://openalex.org/W1967363039","https://openalex.org/W1977714272","https://openalex.org/W1980590619","https://openalex.org/W1981951557","https://openalex.org/W2029554959","https://openalex.org/W2079796819","https://openalex.org/W2088378932","https://openalex.org/W2089433175","https://openalex.org/W2130072301","https://openalex.org/W2134865903","https://openalex.org/W2157583440","https://openalex.org/W2165700458","https://openalex.org/W2400361686","https://openalex.org/W2567172879","https://openalex.org/W2966562087","https://openalex.org/W3123169729","https://openalex.org/W3136715459","https://openalex.org/W3187753223","https://openalex.org/W3199526269","https://openalex.org/W4239617640","https://openalex.org/W4248304517","https://openalex.org/W6712738254"],"related_works":["https://openalex.org/W174982720","https://openalex.org/W2151173140","https://openalex.org/W4386857536","https://openalex.org/W2511973026","https://openalex.org/W1981008129","https://openalex.org/W1800442676","https://openalex.org/W2804418842","https://openalex.org/W2038194959","https://openalex.org/W2778290364","https://openalex.org/W3118081318"],"abstract_inverted_index":{"Abstract":[0],"This":[1,178],"paper":[2],"describes":[3],"a":[4,71,96,152,164],"new":[5,27,145,153],"approach":[6,22,154],"to":[7,56,92,105,120,143,158],"knowledge":[8],"creation":[9,180],"that":[10,86,128,135,155],"is":[11],"instrumental":[12],"for":[13],"the":[14,24,30,78,93,113,122,129,137,185],"emerging":[15],"paradigm":[16],"of":[17,26,39,47,63,108,124,140,181],"data-intensive":[18],"science.":[19],"The":[20,45],"proposed":[21],"enables":[23,156,184],"acquisition":[25],"insights":[28],"from":[29],"data":[31,48,58,68,73,80,98,109,116,161,166,182,187],"by":[32,168],"exploiting":[33,169],"existing":[34],"relationships":[35,173],"between":[36,174],"diverse":[37],"types":[38,62],"datasets":[40,64,94],"acquired":[41],"through":[42],"various":[43],"modalities.":[44],"value":[46],"consistently":[49],"improves":[50],"when":[51],"it":[52],"can":[53],"be":[54],"linked":[55],"other":[57],"because":[59],"linking":[60,123],"multiple":[61],"allows":[65],"creating":[66],"novel":[67],"patterns":[69,76,162,183],"within":[70],"scientific":[72,97],"space.":[74],"These":[75],"enable":[77,121],"exploratory":[79,186],"analysis":[81,84,188],",":[82],"an":[83,102],"strategy":[85],"emphasizes":[87],"incremental":[88],"and":[89,171],"adaptive":[90],"access":[91],"constituting":[95],"space":[99,167],"while":[100],"maintaining":[101],"open":[103],"mind":[104],"alternative":[106],"possibilities":[107],"interconnectivity.":[110],"A":[111],"technology,":[112],"Linked":[114],"Open":[115],"(LOD),":[117],"was":[118],"developed":[119],"datasets.":[125,177],"We":[126],"argue":[127],"LOD":[130],"technology":[131,142],"presents":[132],"several":[133],"limitations":[134],"prevent":[136],"full":[138],"exploitation":[139],"this":[141,148],"acquire":[144],"insights.":[146],"In":[147],"paper,":[149],"we":[150],"outline":[151],"researchers":[157],"dynamically":[159],"create":[160],"in":[163],"research":[165,176],"explicit":[170],"implicit/hidden":[172],"distributed":[175],"dynamic":[179],"strategy.":[189]},"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":1}],"updated_date":"2026-03-17T17:19:04.345684","created_date":"2025-10-10T00:00:00"}
