{"id":"https://openalex.org/W7114911855","doi":"https://doi.org/10.3390/bdcc9120319","title":"Identifying New Promising Research Directions with Open Peer Reviews and Contextual Top2Vec","display_name":"Identifying New Promising Research Directions with Open Peer Reviews and Contextual Top2Vec","publication_year":2025,"publication_date":"2025-12-12","ids":{"openalex":"https://openalex.org/W7114911855","doi":"https://doi.org/10.3390/bdcc9120319"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc9120319","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9120319","pdf_url":"https://www.mdpi.com/2504-2289/9/12/319/pdf","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/9/12/319/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Dmitry Devyatkin","orcid":"https://orcid.org/0000-0002-0811-725X"},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Dmitry Devyatkin","raw_affiliation_strings":["Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia"],"affiliations":[{"raw_affiliation_string":"Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia","institution_ids":["https://openalex.org/I1313323035"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ilya V. Sochenkov","orcid":"https://orcid.org/0000-0003-3113-3765"},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Ilya V. Sochenkov","raw_affiliation_strings":["Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia"],"affiliations":[{"raw_affiliation_string":"Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia","institution_ids":["https://openalex.org/I1313323035"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dmitrii Popov","orcid":"https://orcid.org/0009-0003-5010-6487"},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitrii Popov","raw_affiliation_strings":["Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia"],"affiliations":[{"raw_affiliation_string":"Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia","institution_ids":["https://openalex.org/I1313323035"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Denis Zubarev","orcid":null},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Denis Zubarev","raw_affiliation_strings":["Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia"],"affiliations":[{"raw_affiliation_string":"Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia","institution_ids":["https://openalex.org/I1313323035"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Anastasia Ryzhova","orcid":null},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Anastasia Ryzhova","raw_affiliation_strings":["Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia"],"affiliations":[{"raw_affiliation_string":"Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia","institution_ids":["https://openalex.org/I1313323035"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Fyodor Abanin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135186","display_name":"MIREA - Russian Technological University","ror":"https://ror.org/04qrtgy16","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210135186"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Fyodor Abanin","raw_affiliation_strings":["Institute of Information Technologies, MIREA\u2014Russian Technological University, Moscow 119454, Russia"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technologies, MIREA\u2014Russian Technological University, Moscow 119454, Russia","institution_ids":["https://openalex.org/I4210135186"]}]},{"author_position":"last","author":{"id":null,"display_name":"Oleg Grigoriev","orcid":"https://orcid.org/0000-0001-9660-2396"},"institutions":[{"id":"https://openalex.org/I1313323035","display_name":"Russian Academy of Sciences","ror":"https://ror.org/05qrfxd25","country_code":"RU","type":"government","lineage":["https://openalex.org/I1313323035"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Oleg Grigoriev","raw_affiliation_strings":["Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia"],"affiliations":[{"raw_affiliation_string":"Federal Research Center \u201cComputer Science and Control\u201d, Russian Academy of Sciences, Moscow 119333, Russia","institution_ids":["https://openalex.org/I1313323035"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1313323035"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.72170362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"12","first_page":"319","last_page":"319"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.36910000443458557,"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"}},"topics":[{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.36910000443458557,"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/T10102","display_name":"scientometrics and bibliometrics research","score":0.24609999358654022,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.05380000174045563,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/citation","display_name":"Citation","score":0.6013000011444092},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5472999811172485},{"id":"https://openalex.org/keywords/open-science","display_name":"Open science","score":0.4410000145435333},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.42829999327659607},{"id":"https://openalex.org/keywords/peer-review","display_name":"Peer review","score":0.3659000098705292},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.3424000144004822}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6628000140190125},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6328999996185303},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.6013000011444092},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5472999811172485},{"id":"https://openalex.org/C2778149293","wikidata":"https://www.wikidata.org/wiki/Q309823","display_name":"Open science","level":2,"score":0.4410000145435333},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4343999922275543},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.42829999327659607},{"id":"https://openalex.org/C138368954","wikidata":"https://www.wikidata.org/wiki/Q215028","display_name":"Peer review","level":2,"score":0.3659000098705292},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.3424000144004822},{"id":"https://openalex.org/C105345328","wikidata":"https://www.wikidata.org/wiki/Q206276","display_name":"Citation analysis","level":3,"score":0.33880001306533813},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3246999979019165},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.3231000006198883},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.29980000853538513},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.2962000072002411},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28600001335144043},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.27459999918937683},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26840001344680786},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.2556000053882599}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc9120319","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9120319","pdf_url":"https://www.mdpi.com/2504-2289/9/12/319/pdf","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1ea341f77ff343a19e635adf3c81dbcb","is_oa":true,"landing_page_url":"https://doaj.org/article/1ea341f77ff343a19e635adf3c81dbcb","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":"Big Data and Cognitive Computing, Vol 9, Iss 12, p 319 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc9120319","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9120319","pdf_url":"https://www.mdpi.com/2504-2289/9/12/319/pdf","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4137682318687439}],"awards":[{"id":"https://openalex.org/G6444257319","display_name":null,"funder_award_id":"075-15-","funder_id":"https://openalex.org/F4320327494","funder_display_name":"Ministry of Science and Higher Education of the Russian Federation"},{"id":"https://openalex.org/G8471997117","display_name":null,"funder_award_id":"075-15-2024-544","funder_id":"https://openalex.org/F4320327494","funder_display_name":"Ministry of Science and Higher Education of the Russian Federation"}],"funders":[{"id":"https://openalex.org/F4320327494","display_name":"Ministry of Science and Higher Education of the Russian Federation","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7114911855.pdf","grobid_xml":"https://content.openalex.org/works/W7114911855.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1975626251","https://openalex.org/W2899644831","https://openalex.org/W2910064918","https://openalex.org/W2964211782","https://openalex.org/W3034999214","https://openalex.org/W3035390927","https://openalex.org/W3045464143","https://openalex.org/W3103817618","https://openalex.org/W3171583933","https://openalex.org/W3198064497","https://openalex.org/W4308745679","https://openalex.org/W4309264245","https://openalex.org/W4377018023","https://openalex.org/W4382468081","https://openalex.org/W4385289243","https://openalex.org/W4386241879","https://openalex.org/W4389272525","https://openalex.org/W4399420788","https://openalex.org/W4402669984","https://openalex.org/W4404781255","https://openalex.org/W4408821732"],"related_works":[],"abstract_inverted_index":{"The":[0],"reliable":[1],"and":[2,25,80,91],"early":[3],"detection":[4],"of":[5,10,17],"promising":[6],"research":[7,72],"directions":[8,45,73,85,127],"is":[9],"great":[11],"practical":[12],"importance,":[13],"especially":[14],"in":[15,134],"cases":[16],"limited":[18],"resources.":[19],"It":[20],"enables":[21],"researchers,":[22],"funding":[23],"experts,":[24],"science":[26],"authorities":[27],"to":[28,43,59],"focus":[29],"their":[30],"efforts":[31],"effectively.":[32],"Although":[33],"citation":[34],"analysis":[35],"has":[36],"been":[37],"commonly":[38],"considered":[39],"the":[40,96,112,124],"primary":[41],"tool":[42],"detect":[44],"for":[46,57,83,95,106],"a":[47,66,75,100,107],"long":[48],"time,":[49],"it":[50,54],"lacks":[51],"responsiveness,":[52],"as":[53],"requires":[55],"time":[56],"citations":[58],"emerge.":[60],"In":[61],"this":[62],"paper,":[63],"we":[64],"propose":[65],"conceptual":[67],"framework":[68],"that":[69,123],"detects":[70],"new":[71],"with":[74,99],"contextual":[76],"Top2Vec":[77],"model,":[78],"collects":[79],"analyzes":[81],"reviews":[82,121],"those":[84],"via":[86],"Transformer-based":[87],"classifiers,":[88],"ranks":[89],"them,":[90],"generates":[92],"short":[93],"summaries":[94],"highest-scoring":[97],"ones":[98],"BART":[101],"model.":[102],"Averaging":[103],"review":[104,113],"scores":[105],"whole":[108],"topic":[109],"helps":[110],"mitigate":[111],"bias":[114],"problem.":[115],"Experiments":[116],"on":[117],"past":[118],"ICLR":[119],"open":[120],"show":[122],"highly":[125],"ranked":[126],"detected":[128],"are":[129],"significantly":[130],"better":[131,139],"cited;":[132],"additionally,":[133],"most":[135],"cases,":[136],"they":[137],"exhibit":[138],"publication":[140],"dynamics.":[141]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-12-12T00:00:00"}