{"id":"https://openalex.org/W4313576020","doi":"https://doi.org/10.1108/lht-04-2022-0222","title":"SciBR-M: a method to map the evolution of scientific interest - A\u00a0case study in educational data mining","display_name":"SciBR-M: a method to map the evolution of scientific interest - A\u00a0case study in educational data mining","publication_year":2023,"publication_date":"2023-01-06","ids":{"openalex":"https://openalex.org/W4313576020","doi":"https://doi.org/10.1108/lht-04-2022-0222"},"language":"en","primary_location":{"id":"doi:10.1108/lht-04-2022-0222","is_oa":false,"landing_page_url":"https://doi.org/10.1108/lht-04-2022-0222","pdf_url":null,"source":{"id":"https://openalex.org/S143568823","display_name":"Library Hi Tech","issn_l":"0737-8831","issn":["0737-8831","2054-166X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Library Hi Tech","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056686523","display_name":"Luis E. Z\u00e1rate","orcid":"https://orcid.org/0000-0001-7063-1658"},"institutions":[{"id":"https://openalex.org/I170935008","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Minas Gerais","ror":"https://ror.org/03j1rr444","country_code":"BR","type":"education","lineage":["https://openalex.org/I170935008"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luis Z\u00e1rate","raw_affiliation_strings":["Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-7063-1658","affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I170935008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032133335","display_name":"Marcos W. Rodrigues","orcid":"https://orcid.org/0000-0002-5329-3367"},"institutions":[{"id":"https://openalex.org/I170935008","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Minas Gerais","ror":"https://ror.org/03j1rr444","country_code":"BR","type":"education","lineage":["https://openalex.org/I170935008"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcos W. Rodrigues","raw_affiliation_strings":["Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-5329-3367","affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I170935008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035127927","display_name":"S\u00e9rgio M. Dias","orcid":"https://orcid.org/0000-0003-2651-3034"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S\u00e9rgio Mariano Dias","raw_affiliation_strings":["Federal Data Processing Service (SERPRO), Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Data Processing Service (SERPRO), Belo Horizonte, Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048437524","display_name":"Cristiane Neri Nobre","orcid":"https://orcid.org/0000-0001-8517-9852"},"institutions":[{"id":"https://openalex.org/I170935008","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Minas Gerais","ror":"https://ror.org/03j1rr444","country_code":"BR","type":"education","lineage":["https://openalex.org/I170935008"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Cristiane Nobre","raw_affiliation_strings":["Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I170935008"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024617587","display_name":"Mark Song","orcid":"https://orcid.org/0000-0001-7315-3874"},"institutions":[{"id":"https://openalex.org/I170935008","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Minas Gerais","ror":"https://ror.org/03j1rr444","country_code":"BR","type":"education","lineage":["https://openalex.org/I170935008"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mark Song","raw_affiliation_strings":["Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-7315-3874","affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Minas Gerais, Belo Horizonte, Brazil","institution_ids":["https://openalex.org/I170935008"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7135,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7096845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"41","issue":"6","first_page":"1694","last_page":"1724"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9879000186920166,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9879000186920166,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9782000184059143,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9782000184059143,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6873527765274048},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6094953417778015},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.5935073494911194},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5785011649131775},{"id":"https://openalex.org/keywords/cultural-heritage","display_name":"Cultural heritage","score":0.5606546401977539},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5395961999893188},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.439777672290802},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.2807390093803406},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.20176222920417786},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.17778712511062622},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.11569547653198242}],"concepts":[{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6873527765274048},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6094953417778015},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.5935073494911194},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5785011649131775},{"id":"https://openalex.org/C60671577","wikidata":"https://www.wikidata.org/wiki/Q210272","display_name":"Cultural heritage","level":2,"score":0.5606546401977539},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5395961999893188},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.439777672290802},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2807390093803406},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.20176222920417786},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.17778712511062622},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.11569547653198242},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/lht-04-2022-0222","is_oa":false,"landing_page_url":"https://doi.org/10.1108/lht-04-2022-0222","pdf_url":null,"source":{"id":"https://openalex.org/S143568823","display_name":"Library Hi Tech","issn_l":"0737-8831","issn":["0737-8831","2054-166X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Library Hi Tech","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W33839134","https://openalex.org/W1493430969","https://openalex.org/W1593134838","https://openalex.org/W1969591704","https://openalex.org/W1970086395","https://openalex.org/W1975441802","https://openalex.org/W1985317711","https://openalex.org/W1987546421","https://openalex.org/W2012064947","https://openalex.org/W2012135906","https://openalex.org/W2045391522","https://openalex.org/W2046959313","https://openalex.org/W2059974116","https://openalex.org/W2074410370","https://openalex.org/W2094822703","https://openalex.org/W2098508102","https://openalex.org/W2108888515","https://openalex.org/W2116951053","https://openalex.org/W2121312514","https://openalex.org/W2125412443","https://openalex.org/W2129594960","https://openalex.org/W2135455887","https://openalex.org/W2165191280","https://openalex.org/W2284090726","https://openalex.org/W2298505244","https://openalex.org/W2344504117","https://openalex.org/W2409735172","https://openalex.org/W2477747516","https://openalex.org/W2493911078","https://openalex.org/W2498259593","https://openalex.org/W2590078805","https://openalex.org/W2721503627","https://openalex.org/W2765179427","https://openalex.org/W2766658708","https://openalex.org/W2787691417","https://openalex.org/W2789732084","https://openalex.org/W2799315307","https://openalex.org/W2888039742","https://openalex.org/W2905381563","https://openalex.org/W2924557114","https://openalex.org/W2973218917","https://openalex.org/W3021750318","https://openalex.org/W3032147312","https://openalex.org/W3043853568","https://openalex.org/W3046816256","https://openalex.org/W3080559974","https://openalex.org/W3093804023","https://openalex.org/W3098836293","https://openalex.org/W3131116300","https://openalex.org/W3202674156","https://openalex.org/W4224257700","https://openalex.org/W4234423219","https://openalex.org/W4289637286","https://openalex.org/W4294988506","https://openalex.org/W4295641331","https://openalex.org/W4298152878"],"related_works":["https://openalex.org/W2593155302","https://openalex.org/W2041415459","https://openalex.org/W3126095231","https://openalex.org/W2072812638","https://openalex.org/W2352855287","https://openalex.org/W2378906650","https://openalex.org/W2384288445","https://openalex.org/W2382526412","https://openalex.org/W4200071106","https://openalex.org/W2347474189"],"abstract_inverted_index":{"Purpose":[0],"The":[1,53,66,138,228,320],"scientific":[2,18,42,113,196,204,239,278,296],"community":[3,279],"shares":[4],"a":[5,37,62,91,102,116,177,213,242,281,335],"heritage":[6,205,333],"of":[7,14,64,76,112,119,167,188,195,202,206,221,238,244,295,301,313,334,337,351,360],"knowledge":[8,190,199,353],"generated":[9],"by":[10,69,307],"several":[11],"different":[12,252],"fields":[13],"research.":[15,65,362],"Identifying":[16],"how":[17],"interest":[19,43,114,240,297,314],"evolves":[20],"is":[21,200,288,305],"relevant":[22],"for":[23,144],"recording":[24],"and":[25,29,101,129,171,191,208,215,223,255,328,354,356],"understanding":[26],"research":[27],"trends":[28],"society\u2019s":[30],"demands.":[31],"Design/methodology/approach":[32],"This":[33,198,303],"article":[34],"presents":[35],"SciBR-M,":[36],"novel":[38],"method":[39,67,143,322,346],"to":[40,56,78,108,132,176,185,192,218,241,251,290,326,347],"identify":[41,79,291],"evolution":[44,60,111,194,237,294,304],"from":[45,259,276],"bibliographic":[46,249],"material":[47,250],"based":[48,230],"on":[49,231],"Formal":[50,232],"Concept":[51,233],"Analysis.":[52],"SciBR-M":[54,142,163,246,321],"aims":[55],"describe":[57],"the":[58,74,80,110,123,134,141,145,155,159,165,168,186,193,203,224,236,277,292,299,308,318,330,341,345,349,358],"thematic":[59],"surrounding":[61],"field":[63,75,118,150,243,300,336],"begins":[68],"hierarchically":[70,247],"organising":[71],"sub-domains":[72],"within":[73],"study":[77,178],"themes":[81,270],"that":[82,94,272],"are":[83,106],"more":[84,274],"relevant.":[85],"After":[86],"this":[87,257],"organisation,":[88],"we":[89,125],"apply":[90],"temporal":[92,293],"analysis":[93],"extracts":[95],"implication":[96,261],"rules":[97,264],"with":[98],"minimal":[99],"premises":[100],"single":[103],"conclusion,":[104],"which":[105],"helpful":[107],"observe":[109],"in":[115,174,212,298,315,317],"specific":[117,282],"study.":[120,245,302,338],"To":[121],"analyse":[122,329],"results,":[124],"consider":[126],"support,":[127],"confidence,":[128],"lift":[130],"metrics":[131],"evaluate":[133],"extracted":[135],"implications.":[136],"Findings":[137],"authors":[139,342],"applied":[140],"Educational":[146],"Data":[147],"Mining":[148],"(EDM)":[149],"considering":[151],"23":[152],"years":[153],"since":[154],"first":[156],"publications.":[157],"In":[158,339],"digital":[160],"libraries":[161],"context,":[162],"allows":[164],"integration":[166],"academy,":[169],"education,":[170],"cultural":[172,332],"memory,":[173],"relation":[175],"domain.":[179,319],"Social":[180],"implications":[181],"Cultural":[182],"changes":[183],"lead":[184],"production":[187],"new":[189,361],"interest.":[197],"part":[201],"society":[207],"should":[209],"be":[210,324],"transmitted":[211],"structured":[214],"organised":[216],"form":[217],"future":[219],"generations":[220],"scientists":[222],"general":[225],"public.":[226],"Originality/value":[227],"method,":[229],"Analysis,":[234],"identifies":[235],"organises":[248],"time":[253],"periods":[254],"explores":[256],"hierarchy":[258],"proper":[260],"rules.":[262],"These":[263],"permit":[265],"identifying":[266],"recurring":[267],"themes,":[268],"i.e.":[269],"subset":[271],"received":[273],"attention":[275],"during":[280],"period.":[283],"Analysing":[284],"these":[285],"rules,":[286],"it":[287],"possible":[289],"observed":[306],"emergence,":[309],"increase":[310],"or":[311],"decrease":[312],"topics":[316],"can":[323,343],"used":[325],"register":[327],"scientific,":[331],"addition,":[340],"use":[344],"stimulate":[348],"process":[350],"creating":[352],"innovation":[355],"encouraging":[357],"emergence":[359]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
