{"id":"https://openalex.org/W4322620041","doi":"https://doi.org/10.3390/computers12030053","title":"Shared Language: Linguistic Similarity in an Algebra Discussion Forum","display_name":"Shared Language: Linguistic Similarity in an Algebra Discussion Forum","publication_year":2023,"publication_date":"2023-02-27","ids":{"openalex":"https://openalex.org/W4322620041","doi":"https://doi.org/10.3390/computers12030053"},"language":"en","primary_location":{"id":"doi:10.3390/computers12030053","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers12030053","pdf_url":"https://www.mdpi.com/2073-431X/12/3/53/pdf?version=1679536638","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/12/3/53/pdf?version=1679536638","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029241620","display_name":"Michelle Banawan","orcid":"https://orcid.org/0000-0002-4647-4362"},"institutions":[{"id":"https://openalex.org/I120760893","display_name":"Asian Institute of Management","ror":"https://ror.org/03mt6tt39","country_code":"PH","type":"education","lineage":["https://openalex.org/I120760893"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Michelle P. Banawan","raw_affiliation_strings":["Asian Institute of Management, Makati City 1229, Metro Manila, Philippines"],"raw_orcid":"https://orcid.org/0000-0002-4647-4362","affiliations":[{"raw_affiliation_string":"Asian Institute of Management, Makati City 1229, Metro Manila, Philippines","institution_ids":["https://openalex.org/I120760893"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059720020","display_name":"Jinnie Shin","orcid":"https://orcid.org/0000-0002-1012-0220"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jinnie Shin","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL 32611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL 32611, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069450676","display_name":"Tracy Arner","orcid":"https://orcid.org/0000-0002-5072-8636"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tracy Arner","raw_affiliation_strings":["Department of Psychology, Arizona State University, Tempe, AZ 85281, USA"],"raw_orcid":"https://orcid.org/0000-0002-5072-8636","affiliations":[{"raw_affiliation_string":"Department of Psychology, Arizona State University, Tempe, AZ 85281, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035304424","display_name":"Renu Balyan","orcid":null},"institutions":[{"id":"https://openalex.org/I138168422","display_name":"SUNY Old Westbury","ror":"https://ror.org/02rrhsz92","country_code":"US","type":"education","lineage":["https://openalex.org/I138168422"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Renu Balyan","raw_affiliation_strings":["SUNY, Old Westbury, NY 11568, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUNY, Old Westbury, NY 11568, USA","institution_ids":["https://openalex.org/I138168422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110926410","display_name":"Walter L. Leite","orcid":null},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Walter L. Leite","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL 32611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL 32611, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081661094","display_name":"Danielle S. McNamara","orcid":"https://orcid.org/0000-0001-5869-1420"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Danielle S. McNamara","raw_affiliation_strings":["Department of Psychology, Arizona State University, Tempe, AZ 85281, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Arizona State University, Tempe, AZ 85281, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081661094"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.811,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.76931075,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"12","issue":"3","first_page":"53","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9972000122070312,"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/T10028","display_name":"Topic Modeling","score":0.9972000122070312,"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/T11122","display_name":"Online Learning and Analytics","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9911999702453613,"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/linguistics","display_name":"Linguistics","score":0.6778210401535034},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6581422686576843},{"id":"https://openalex.org/keywords/cohesion","display_name":"Cohesion (chemistry)","score":0.6349067687988281},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.5254189968109131},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5247276425361633},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5174360871315002},{"id":"https://openalex.org/keywords/deep-linguistic-processing","display_name":"Deep linguistic processing","score":0.5103325247764587},{"id":"https://openalex.org/keywords/jargon","display_name":"Jargon","score":0.4498070478439331},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.436249315738678},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4227457344532013},{"id":"https://openalex.org/keywords/discourse-analysis","display_name":"Discourse analysis","score":0.41969674825668335},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41047149896621704}],"concepts":[{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.6778210401535034},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6581422686576843},{"id":"https://openalex.org/C104054115","wikidata":"https://www.wikidata.org/wiki/Q216828","display_name":"Cohesion (chemistry)","level":2,"score":0.6349067687988281},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.5254189968109131},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5247276425361633},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5174360871315002},{"id":"https://openalex.org/C64249296","wikidata":"https://www.wikidata.org/wiki/Q5250411","display_name":"Deep linguistic processing","level":2,"score":0.5103325247764587},{"id":"https://openalex.org/C2777611551","wikidata":"https://www.wikidata.org/wiki/Q17951","display_name":"Jargon","level":2,"score":0.4498070478439331},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.436249315738678},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4227457344532013},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.41969674825668335},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41047149896621704},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers12030053","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers12030053","pdf_url":"https://www.mdpi.com/2073-431X/12/3/53/pdf?version=1679536638","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3cd1c61fb41a4101ade88221df647590","is_oa":true,"landing_page_url":"https://doaj.org/article/3cd1c61fb41a4101ade88221df647590","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":"Computers, Vol 12, Iss 3, p 53 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers12030053","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers12030053","pdf_url":"https://www.mdpi.com/2073-431X/12/3/53/pdf?version=1679536638","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.8100000023841858}],"awards":[{"id":"https://openalex.org/G3239287853","display_name":null,"funder_award_id":"R305C160004","funder_id":"https://openalex.org/F4320332210","funder_display_name":"Institute of Education Sciences"}],"funders":[{"id":"https://openalex.org/F4320306106","display_name":"U.S. Department of Education","ror":"https://ror.org/021adze67"},{"id":"https://openalex.org/F4320309835","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40"},{"id":"https://openalex.org/F4320332210","display_name":"Institute of Education Sciences","ror":"https://ror.org/04et59085"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4322620041.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1544353338","https://openalex.org/W1559992337","https://openalex.org/W1966165526","https://openalex.org/W2023736093","https://openalex.org/W2040467972","https://openalex.org/W2049486676","https://openalex.org/W2051627038","https://openalex.org/W2053278592","https://openalex.org/W2056684507","https://openalex.org/W2076125547","https://openalex.org/W2092196438","https://openalex.org/W2097154655","https://openalex.org/W2099813784","https://openalex.org/W2105439949","https://openalex.org/W2108617939","https://openalex.org/W2116202223","https://openalex.org/W2118384389","https://openalex.org/W2121880170","https://openalex.org/W2130703925","https://openalex.org/W2143331706","https://openalex.org/W2154720930","https://openalex.org/W2250539671","https://openalex.org/W2282821441","https://openalex.org/W2294956053","https://openalex.org/W2398917238","https://openalex.org/W2401011439","https://openalex.org/W2734378419","https://openalex.org/W2754334048","https://openalex.org/W2792089179","https://openalex.org/W2803492359","https://openalex.org/W2895615678","https://openalex.org/W2900437072","https://openalex.org/W2911338114","https://openalex.org/W2946688401","https://openalex.org/W3034518179","https://openalex.org/W3034717099","https://openalex.org/W3034902472","https://openalex.org/W3170385798","https://openalex.org/W3170403598","https://openalex.org/W3212021643","https://openalex.org/W4200041125","https://openalex.org/W4213241372","https://openalex.org/W4281636377","https://openalex.org/W4300788366","https://openalex.org/W6636975626","https://openalex.org/W6674369005","https://openalex.org/W6676910679","https://openalex.org/W6677674320"],"related_works":["https://openalex.org/W3040422808","https://openalex.org/W4317528635","https://openalex.org/W2499956125","https://openalex.org/W2553927761","https://openalex.org/W2501778858","https://openalex.org/W2485612408","https://openalex.org/W235416042","https://openalex.org/W3214311004","https://openalex.org/W4390504469","https://openalex.org/W1973149853"],"abstract_inverted_index":{"Academic":[0],"discourse":[1,20,46,175,221],"communities":[2,23],"and":[3,17,30,36,68,71,117,130,138,149,202,217],"learning":[4],"circles":[5],"are":[6,193],"characterized":[7,62,195],"by":[8],"collaboration,":[9],"sharing":[10],"commonalities":[11],"in":[12,32,63,183,196,213],"terms":[13,64,184,197],"of":[14,21,26,65,152,185,198,210],"social":[15,215],"interactions":[16],"language.":[18],"The":[19],"these":[22],"is":[24,61],"composed":[25],"jargon,":[27],"common":[28],"terminologies,":[29],"similarities":[31],"how":[33],"they":[34],"construe":[35],"communicate":[37],"meaning.":[38],"This":[39],"study":[40],"examines":[41],"the":[42,91,96,108,115,140,147,153,207],"extent":[43],"to":[44,89,100,113,123],"which":[45],"reveals":[47,190],"\u201cshared":[48],"language\u201d":[49],"among":[50],"its":[51],"participants":[52],"that":[53,134,174,192],"can":[54],"promote":[55],"inclusion":[56],"or":[57],"affinity.":[58],"Shared":[59],"language":[60,86],"linguistic":[66,102,128,135,160,199,211],"features":[67],"lexical,":[69],"syntactical,":[70],"semantic":[72],"similarities.":[73],"We":[74,132],"leverage":[75],"a":[76,119],"multi-method":[77],"approach,":[78],"including":[79],"(1)":[80],"feature":[81],"engineering":[82],"using":[83,107],"state-of-the-art":[84],"natural":[85],"processing":[87],"techniques":[88],"select":[90],"most":[92],"appropriate":[93],"features,":[94],"(2)":[95],"bag-of-words":[97],"classification":[98],"model":[99],"predict":[101],"similarity,":[103,200],"(3)":[104],"explainable":[105],"AI":[106],"local":[109],"interpretable":[110],"model-agnostic":[111],"explanations":[112],"explain":[114],"model,":[116],"(4)":[118],"two-step":[120],"cluster":[121,188],"analysis":[122,189],"extract":[124],"innate":[125],"groupings":[126],"between":[127,139,162,181],"similarity":[129,136,161,212],"emotion.":[131],"found":[133],"within":[137,164,219],"threaded":[141,165],"discussions":[142,166],"was":[143],"significantly":[144],"varied,":[145],"revealing":[146,173],"dynamic":[148],"unconstrained":[150],"nature":[151],"discourse.":[154],"Further,":[155],"word":[156],"choice":[157],"moderately":[158],"predicted":[159],"posts":[163,182],"(accuracy":[167],"=":[168,171],"0.73;":[169],"F1-score":[170],"0.67),":[172],"participants\u2019":[176],"lexical":[177],"choices":[178],"effectively":[179],"discriminate":[180],"similarity.":[186],"Lastly,":[187],"profiles":[191],"distinctly":[194],"trust,":[201],"affect.":[203],"Our":[204],"findings":[205],"demonstrate":[206],"potential":[208],"role":[209],"supporting":[214],"cohesion":[216],"affinity":[218],"online":[220],"communities.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2025-10-10T00:00:00"}
