{"id":"https://openalex.org/W4415723011","doi":"https://doi.org/10.3389/frma.2025.1612216","title":"Sentiment analysis of research attention: the Altmetric proof of concept","display_name":"Sentiment analysis of research attention: the Altmetric proof of concept","publication_year":2025,"publication_date":"2025-10-31","ids":{"openalex":"https://openalex.org/W4415723011","doi":"https://doi.org/10.3389/frma.2025.1612216","pmid":"https://pubmed.ncbi.nlm.nih.gov/41244964"},"language":"en","primary_location":{"id":"doi:10.3389/frma.2025.1612216","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2025.1612216","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2025.1612216/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://public-pages-files-2025.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2025.1612216/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085107471","display_name":"Carlos Areia","orcid":"https://orcid.org/0000-0002-4668-7069"},"institutions":[{"id":"https://openalex.org/I4210118830","display_name":"Digital Science (United Kingdom)","ror":"https://ror.org/02ktfc112","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210112888","https://openalex.org/I4210118830"]},{"id":"https://openalex.org/I4210153682","display_name":"Intelligent Health (United Kingdom)","ror":"https://ror.org/0576zak10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210153682"]},{"id":"https://openalex.org/I73417466","display_name":"Coventry University","ror":"https://ror.org/01tgmhj36","country_code":"GB","type":"education","lineage":["https://openalex.org/I73417466"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Carlos Areia","raw_affiliation_strings":["Department for Intelligent Healthcare, Coventry University, Coventry, United Kingdom","Digital Science, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department for Intelligent Healthcare, Coventry University, Coventry, United Kingdom","institution_ids":["https://openalex.org/I4210153682","https://openalex.org/I73417466"]},{"raw_affiliation_string":"Digital Science, London, United Kingdom","institution_ids":["https://openalex.org/I4210118830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020611816","display_name":"Michael Taylor","orcid":"https://orcid.org/0000-0003-4303-5265"},"institutions":[{"id":"https://openalex.org/I119664326","display_name":"University of Wolverhampton","ror":"https://ror.org/01k2y1055","country_code":"GB","type":"education","lineage":["https://openalex.org/I119664326"]},{"id":"https://openalex.org/I4210118830","display_name":"Digital Science (United Kingdom)","ror":"https://ror.org/02ktfc112","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210112888","https://openalex.org/I4210118830"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Michael Taylor","raw_affiliation_strings":["Digital Science, London, United Kingdom","Statistical Cybermetrics Research Group, Faculty of Arts, Business and Social Sciences, University of Wolverhampton, Wolverhampton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Science, London, United Kingdom","institution_ids":["https://openalex.org/I4210118830"]},{"raw_affiliation_string":"Statistical Cybermetrics Research Group, Faculty of Arts, Business and Social Sciences, University of Wolverhampton, Wolverhampton, United Kingdom","institution_ids":["https://openalex.org/I119664326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089688654","display_name":"Miguel Garcia","orcid":"https://orcid.org/0000-0003-4657-6390"},"institutions":[{"id":"https://openalex.org/I4210118830","display_name":"Digital Science (United Kingdom)","ror":"https://ror.org/02ktfc112","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210112888","https://openalex.org/I4210118830"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Miguel Garcia","raw_affiliation_strings":["Digital Science, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Science, London, United Kingdom","institution_ids":["https://openalex.org/I4210118830"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033639338","display_name":"Jonathan M. Hernandez","orcid":"https://orcid.org/0000-0001-7529-0557"},"institutions":[{"id":"https://openalex.org/I4210118830","display_name":"Digital Science (United Kingdom)","ror":"https://ror.org/02ktfc112","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210112888","https://openalex.org/I4210118830"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jonathan Hernandez","raw_affiliation_strings":["Digital Science, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Science, London, United Kingdom","institution_ids":["https://openalex.org/I4210118830"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085107471"],"corresponding_institution_ids":["https://openalex.org/I4210118830","https://openalex.org/I4210153682","https://openalex.org/I73417466"],"apc_list":{"value":950,"currency":"USD","value_usd":950},"apc_paid":{"value":950,"currency":"USD","value_usd":950},"fwci":2.0788,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.9092348,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"1612216","last_page":"1612216"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.34150001406669617,"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"}},"topics":[{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.34150001406669617,"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/T13607","display_name":"Academic Publishing and Open Access","score":0.10199999809265137,"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"}},{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.06790000200271606,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/altmetrics","display_name":"Altmetrics","score":0.8012999892234802},{"id":"https://openalex.org/keywords/bespoke","display_name":"Bespoke","score":0.7825999855995178},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6211000084877014},{"id":"https://openalex.org/keywords/citation","display_name":"Citation","score":0.5993000268936157},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5203999876976013},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4948999881744385},{"id":"https://openalex.org/keywords/societal-impact-of-nanotechnology","display_name":"Societal impact of nanotechnology","score":0.39800000190734863},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.3734999895095825},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.353300005197525}],"concepts":[{"id":"https://openalex.org/C2778407487","wikidata":"https://www.wikidata.org/wiki/Q14565201","display_name":"Altmetrics","level":2,"score":0.8012999892234802},{"id":"https://openalex.org/C44210515","wikidata":"https://www.wikidata.org/wiki/Q16968978","display_name":"Bespoke","level":2,"score":0.7825999855995178},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7275000214576721},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6211000084877014},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.5993000268936157},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5439000129699707},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5203999876976013},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4948999881744385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4336000084877014},{"id":"https://openalex.org/C80783014","wikidata":"https://www.wikidata.org/wiki/Q1754062","display_name":"Societal impact of nanotechnology","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3734999895095825},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3723999857902527},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.353300005197525},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.3379000127315521},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.3336000144481659},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.323199987411499},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3199999928474426},{"id":"https://openalex.org/C105345328","wikidata":"https://www.wikidata.org/wiki/Q206276","display_name":"Citation analysis","level":3,"score":0.3179999887943268},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C2777146004","wikidata":"https://www.wikidata.org/wiki/Q14949826","display_name":"CLARITY","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C522453465","wikidata":"https://www.wikidata.org/wiki/Q58327829","display_name":"Social research","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.25529998540878296},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/frma.2025.1612216","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2025.1612216","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2025.1612216/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},{"id":"pmid:41244964","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41244964","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in research metrics and analytics","raw_type":null},{"id":"pmh:oai:wlv.openrepository.com:2436/626124","is_oa":false,"landing_page_url":"https://wlv.openrepository.com/handle/2436/626124","pdf_url":null,"source":{"id":"https://openalex.org/S4306401000","display_name":"Wolverhampton Intellectual Repository and E-Theses (University of Wolverhampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119664326","host_organization_name":"University of Wolverhampton","host_organization_lineage":["https://openalex.org/I119664326"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"10","raw_type":"Journal article"},{"id":"pmh:oai:doaj.org/article:e7cef8fed400420bbcdb83c271d7b268","is_oa":true,"landing_page_url":"https://doaj.org/article/e7cef8fed400420bbcdb83c271d7b268","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Research Metrics and Analytics, Vol 10 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11423664","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12615389","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/frma.2025.1612216","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2025.1612216","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2025.1612216/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415723011.pdf","grobid_xml":"https://content.openalex.org/works/W4415723011.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2055518380","https://openalex.org/W2073023209","https://openalex.org/W2164277894","https://openalex.org/W2187587692","https://openalex.org/W2518646621","https://openalex.org/W2849933844","https://openalex.org/W2963475133","https://openalex.org/W3186126353","https://openalex.org/W3204304457","https://openalex.org/W4200008861","https://openalex.org/W4295933402","https://openalex.org/W4297242523","https://openalex.org/W4309173746","https://openalex.org/W4385248847","https://openalex.org/W4394934956","https://openalex.org/W4395667411","https://openalex.org/W4402067940","https://openalex.org/W4406458003","https://openalex.org/W4407247302","https://openalex.org/W4408128495","https://openalex.org/W4411446314"],"related_works":[],"abstract_inverted_index":{"Traditional":[0],"bibliometric":[1],"approaches":[2],"to":[3,40,44,51,61,95,98],"research":[4,19,68,105,191],"impact":[5],"assessment":[6],"have":[7,25],"predominantly":[8],"relied":[9],"on":[10,70,77,117],"citation":[11],"counts,":[12],"overlooking":[13],"the":[14,63,100,175,196,214],"qualitative":[15],"dimensions":[16],"of":[17,145,162,177,190],"how":[18],"is":[20,106],"received":[21],"and":[22,65,132,167,208],"discussed.":[23],"Altmetrics":[24],"expanded":[26],"this":[27],"perspective":[28],"by":[29],"capturing":[30],"mentions":[31,69],"across":[32],"diverse":[33],"platforms,":[34,204],"yet":[35],"most":[36],"analyses":[37],"remain":[38],"limited":[39],"quantitative":[41],"measures,":[42],"failing":[43],"account":[45],"for":[46,198],"sentiment.":[47],"This":[48,193],"study":[49,194],"aimed":[50],"introduce":[52],"a":[53,74,84,112,124,134,185],"novel":[54],"artificial":[55],"intelligence-driven":[56],"sentiment":[57,86,200],"analysis":[58,201],"framework":[59],"designed":[60],"evaluate":[62],"tone":[64],"intent":[66],"behind":[67],"social":[71],"media,":[72],"with":[73,155,210],"primary":[75],"focus":[76],"X":[78],"(formerly":[79],"Twitter).":[80],"Our":[81],"approach":[82],"leverages":[83],"bespoke":[85],"classification":[87,139],"system,":[88],"spanning":[89],"seven":[90],"levels":[91],"from":[92],"strong":[93,96],"negative":[94],"positive,":[97],"capture":[99],"nuanced":[101],"ways":[102],"in":[103,181],"which":[104],"endorsed,":[107],"critiqued,":[108],"or":[109],"debated.":[110],"Using":[111],"machine":[113],"learning":[114],"model":[115,151],"trained":[116],"5,732":[118],"manually":[119],"curated":[120],"labels":[121],"(ML2024)":[122],"as":[123],"baseline":[125],"(F1":[126],"score":[127,161],"=":[128],"0.419),":[129],"we":[130],"developed":[131],"refined":[133],"Large":[135],"Language":[136],"Model":[137],"(LLM)-based":[138],"system":[140],"through":[141],"three":[142],"iterative":[143],"rounds":[144],"expert":[146],"evaluation.":[147],"The":[148],"final":[149],"AI-driven":[150],"demonstrated":[152],"improved":[153],"alignment":[154],"human":[156],"assessments,":[157],"achieving":[158],"an":[159],"F1":[160],"0.577,":[163],"significantly":[164],"enhancing":[165],"precision":[166],"recall":[168],"over":[169],"traditional":[170],"methods.":[171],"These":[172],"findings":[173],"underscore":[174],"potential":[176],"advanced":[178],"AI":[179],"methodologies":[180],"altmetric":[182],"analysis,":[183],"offering":[184],"richer,":[186],"more":[187],"context-aware":[188],"understanding":[189],"reception.":[192],"laid":[195],"foundation":[197],"integrating":[199],"into":[202,213],"Altmetric":[203],"providing":[205],"researchers,":[206],"institutions,":[207],"policymakers":[209],"deeper":[211],"insights":[212],"societal":[215],"discourse":[216],"surrounding":[217],"scientific":[218],"outputs.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-31T00:00:00"}
