{"id":"https://openalex.org/W2113905872","doi":"https://doi.org/10.1093/llc/fqv031","title":"Semantic Enrichment for Recommendation of Primary Studies in a Systematic Literature Review","display_name":"Semantic Enrichment for Recommendation of Primary Studies in a Systematic Literature Review","publication_year":2015,"publication_date":"2015-08-13","ids":{"openalex":"https://openalex.org/W2113905872","doi":"https://doi.org/10.1093/llc/fqv031","mag":"2113905872"},"language":"en","primary_location":{"id":"doi:10.1093/llc/fqv031","is_oa":false,"landing_page_url":"https://doi.org/10.1093/llc/fqv031","pdf_url":null,"source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://porto.polito.it/2617310/1/semanticreview.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088463134","display_name":"Giuseppe Rizzo","orcid":"https://orcid.org/0000-0003-0083-813X"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Giuseppe Rizzo","raw_affiliation_strings":["EURECOM Sophia Antipolis, France#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EURECOM Sophia Antipolis, France#TAB#","institution_ids":["https://openalex.org/I1902872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057201052","display_name":"Federico Tomassetti","orcid":"https://orcid.org/0000-0001-6348-3941"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Tomassetti","raw_affiliation_strings":["Politecnico di Torino, Turin, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Turin, ITALY","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047965231","display_name":"Antonio Vetr\u00f2","orcid":"https://orcid.org/0000-0003-2027-3308"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Antonio Vetr\u00f2","raw_affiliation_strings":["Technische Universitat, Munchen, Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universitat, Munchen, Germany#TAB#","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040165772","display_name":"Luca Ardito","orcid":"https://orcid.org/0000-0002-0501-7886"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Ardito","raw_affiliation_strings":["Politecnico di Torino, Turin, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Turin, ITALY","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015536188","display_name":"Marco Torchiano","orcid":"https://orcid.org/0000-0001-5328-368X"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Torchiano","raw_affiliation_strings":["Politecnico di Torino, Turin, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Turin, ITALY","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084048546","display_name":"Maurizio Morisio","orcid":"https://orcid.org/0000-0001-7362-906X"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Morisio","raw_affiliation_strings":["Politecnico di Torino, Turin, ITALY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Turin, ITALY","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022574838","display_name":"Rapha\u00ebl Troncy","orcid":"https://orcid.org/0000-0003-0457-1436"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Rapha\u00ebl Troncy","raw_affiliation_strings":["EURECOM Sophia Antipolis, France#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EURECOM Sophia Antipolis, France#TAB#","institution_ids":["https://openalex.org/I1902872"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2522,"currency":"GBP","value_usd":3093},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.05291609,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"fqv031","last_page":"fqv031"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9970999956130981,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9970999956130981,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9923999905586243,"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/primary","display_name":"Primary (astronomy)","score":0.7281640768051147},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.47874802350997925},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3817078471183777},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.36993974447250366},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3344690799713135},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.16475018858909607},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.04619854688644409}],"concepts":[{"id":"https://openalex.org/C2777977315","wikidata":"https://www.wikidata.org/wiki/Q7243056","display_name":"Primary (astronomy)","level":2,"score":0.7281640768051147},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.47874802350997925},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3817078471183777},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.36993974447250366},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3344690799713135},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.16475018858909607},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.04619854688644409},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1093/llc/fqv031","is_oa":false,"landing_page_url":"https://doi.org/10.1093/llc/fqv031","pdf_url":null,"source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-article"},{"id":"pmh:oai:fr.eurecom:4675","is_oa":false,"landing_page_url":"http://www.eurecom.fr/publication/4675","pdf_url":null,"source":{"id":"https://openalex.org/S4377196942","display_name":"Graduate School and Research Center in Digital Science (EURECOM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1902872","host_organization_name":"EURECOM","host_organization_lineage":["https://openalex.org/I1902872"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Digital Scholarship in the Humanities, Oxford University Press, 13 August 2015","raw_type":"Journal"},{"id":"pmh:oai:porto.polito.it:2617310","is_oa":true,"landing_page_url":"http://porto.polito.it/2617310/1/semanticreview.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306402038","display_name":"PORTO Publications Open Repository TOrino (Politecnico di Torino)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177477856","host_organization_name":"Politecnico di Torino","host_organization_lineage":["https://openalex.org/I177477856"],"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":"ISSN:2055-7671","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:porto.polito.it:2617310","is_oa":true,"landing_page_url":"http://porto.polito.it/2617310/1/semanticreview.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306402038","display_name":"PORTO Publications Open Repository TOrino (Politecnico di Torino)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177477856","host_organization_name":"Politecnico di Torino","host_organization_lineage":["https://openalex.org/I177477856"],"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":"ISSN:2055-7671","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320333065","display_name":"Seventh Framework Programme","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W167016754","https://openalex.org/W168362576","https://openalex.org/W1495837896","https://openalex.org/W1503398984","https://openalex.org/W1538632262","https://openalex.org/W1553682320","https://openalex.org/W1565201084","https://openalex.org/W1766594731","https://openalex.org/W1925475774","https://openalex.org/W1987762341","https://openalex.org/W2017522900","https://openalex.org/W2053724458","https://openalex.org/W2068882115","https://openalex.org/W2094897889","https://openalex.org/W2098162425","https://openalex.org/W2108177663","https://openalex.org/W2112175176","https://openalex.org/W2140336868","https://openalex.org/W2144314367","https://openalex.org/W2151511199","https://openalex.org/W2153225416","https://openalex.org/W2154352790","https://openalex.org/W2154776925","https://openalex.org/W2168894761","https://openalex.org/W2325343629","https://openalex.org/W2414372196","https://openalex.org/W2912486915","https://openalex.org/W3143822685","https://openalex.org/W4230683138","https://openalex.org/W6606837198","https://openalex.org/W6632289321","https://openalex.org/W6633798749","https://openalex.org/W6676797367","https://openalex.org/W6681046083","https://openalex.org/W6682981795"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2949989742","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2130043461","https://openalex.org/W2530322880"],"abstract_inverted_index":{"A":[0,111],"Systematic":[1],"Literature":[2],"Review":[3],"(SLR)":[4],"identifies,":[5],"evaluates,":[6],"and":[7,23,63,103,150,208],"synthesizes":[8],"the":[9,30,46,82,96,108,118,123,153,167,189,196,199,203,206],"literature":[10],"available":[11],"for":[12,44,188],"a":[13,19,34,41,73,164,173,181,211],"given":[14],"topic.":[15],"This":[16],"generally":[17],"requires":[18],"significant":[20],"human":[21,174],"workload":[22,169],"has":[24,176],"subjectivity":[25],"bias":[26],"that":[27,172],"could":[28],"affect":[29],"results":[31],"of":[32,48,91,98,100,147,155,166,170,184,192,198,205],"such":[33],"review.":[35],"Automated":[36],"document":[37,68,120],"classification":[38],"can":[39],"be":[40],"valuable":[42],"tool":[43],"recommending":[45],"selection":[47],"studies.":[49],"In":[50],"this":[51],"article,":[52],"we":[53,151,209],"propose":[54],"an":[55,131,159],"automated":[56],"pre-selection":[57],"approach":[58,157],"based":[59],"on":[60],"text":[61],"mining":[62],"semantic":[64],"enrichment":[65,200],"techniques.":[66],"Each":[67],"is":[69],"firstly":[70],"processed":[71],"by":[72],"named":[74],"entity":[75,83],"extractor.":[76],"The":[77],"DBpedia":[78],"URIs":[79],"coming":[80],"from":[81],"linking":[84],"process":[85,201],"are":[86],"used":[87,130],"as":[88,136],"external":[89],"sources":[90,102],"information.":[92],"Our":[93],"system":[94,143],"collects":[95],"bag":[97],"words":[99],"those":[101],"it":[104],"adds":[105],"them":[106],"to":[107,122,177,202,214],"initial":[109],"document.":[110],"Multinomial":[112],"Naive":[113],"Bayes":[114],"classifier":[115,207],"discriminates":[116],"whether":[117],"enriched":[119],"belongs":[121],"positive":[124],"example":[125],"set":[126],"or":[127],"not.":[128],"We":[129,140,194],"existing":[132],"manually":[133],"performed":[134],"SLR":[135],"benchmark":[137],"data":[138],"set.":[139],"trained":[141],"our":[142,156],"with":[144,158],"different":[145],"configurations":[146],"relevant":[148],"documents":[149],"tested":[152],"goodness":[154],"empirical":[160],"assessment.":[161],"Results":[162],"show":[163],"reduction":[165],"manual":[168],"18%":[171],"researcher":[175],"spend,":[178],"while":[179],"holding":[180],"remarkable":[182],"95%":[183],"recall,":[185],"important":[186],"condition":[187],"nature":[190],"itself":[191],"SLRs.":[193],"measure":[195],"effect":[197],"precision":[204],"observed":[210],"gain":[212],"up":[213],"5%.":[215]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-18T08:10:14.011955","created_date":"2025-10-10T00:00:00"}
