{"id":"https://openalex.org/W4406457857","doi":"https://doi.org/10.1109/bigdata62323.2024.10826043","title":"Understanding Student Sentiment on Mental Health Support in Colleges Using Large Language Models","display_name":"Understanding Student Sentiment on Mental Health Support in Colleges Using Large Language Models","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406457857","doi":"https://doi.org/10.1109/bigdata62323.2024.10826043"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10826043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10826043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-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/A5113099202","display_name":"Palak Sood","orcid":null},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Palak Sood","raw_affiliation_strings":["Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054001546","display_name":"Chaoqun He","orcid":"https://orcid.org/0000-0002-2615-6244"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chengyang He","raw_affiliation_strings":["Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004241090","display_name":"Divyanshu Gupta","orcid":"https://orcid.org/0000-0002-0292-0383"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Divyanshu Gupta","raw_affiliation_strings":["Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024383883","display_name":"Yue Ning","orcid":"https://orcid.org/0000-0002-1227-440X"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yue Ning","raw_affiliation_strings":["Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100338713","display_name":"Ping Wang","orcid":"https://orcid.org/0000-0003-1192-2353"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ping Wang","raw_affiliation_strings":["Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Computer Science,Hoboken,NJ,USA","institution_ids":["https://openalex.org/I108468826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5113099202"],"corresponding_institution_ids":["https://openalex.org/I108468826"],"apc_list":null,"apc_paid":null,"fwci":0.6425,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76538684,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1865","last_page":"1872"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9532999992370605,"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/mental-health","display_name":"Mental health","score":0.6700890064239502},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5973854064941406},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.577350378036499},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4036251902580261},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3653801679611206},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.34047234058380127},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3387828469276428},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3248661458492279},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1661267876625061},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14248690009117126}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6700890064239502},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5973854064941406},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.577350378036499},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4036251902580261},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3653801679611206},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.34047234058380127},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3387828469276428},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3248661458492279},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1661267876625061},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14248690009117126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10826043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10826043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1775434803","https://openalex.org/W2015038390","https://openalex.org/W2029273432","https://openalex.org/W2030159607","https://openalex.org/W2041951418","https://openalex.org/W2060794278","https://openalex.org/W2136023023","https://openalex.org/W2463795949","https://openalex.org/W2740966010","https://openalex.org/W2899575547","https://openalex.org/W2963122961","https://openalex.org/W3008374555","https://openalex.org/W3023499422","https://openalex.org/W3127557571","https://openalex.org/W3153484755","https://openalex.org/W3165553112","https://openalex.org/W4205737716","https://openalex.org/W4205807230","https://openalex.org/W4213213868","https://openalex.org/W4231796555","https://openalex.org/W4253707770","https://openalex.org/W4295232916","https://openalex.org/W4311796001","https://openalex.org/W4312067515","https://openalex.org/W4313392084","https://openalex.org/W4330337479","https://openalex.org/W4381547897","https://openalex.org/W4384918448","https://openalex.org/W4387017161","https://openalex.org/W4388890950","https://openalex.org/W4389636360","https://openalex.org/W4390992289","https://openalex.org/W4402193006","https://openalex.org/W4404783774","https://openalex.org/W6637845829","https://openalex.org/W6671598539","https://openalex.org/W6688440837","https://openalex.org/W6731245113","https://openalex.org/W6750253784","https://openalex.org/W6773815586","https://openalex.org/W6809598018","https://openalex.org/W6850627172","https://openalex.org/W6854866820","https://openalex.org/W6858885809"],"related_works":["https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989","https://openalex.org/W2765903680","https://openalex.org/W4317653575","https://openalex.org/W2801635251"],"abstract_inverted_index":{"Mental":[0],"health":[1,70,135,146],"support":[2,71,147],"in":[3,7,114],"colleges":[4],"is":[5,38],"vital":[6],"educating":[8],"students":[9],"by":[10],"offering":[11],"counseling":[12],"services":[13],"and":[14,28,95,104,119,131,143,150],"organizing":[15],"supportive":[16],"events.":[17],"However,":[18],"evaluating":[19],"its":[20],"effectiveness":[21],"faces":[22],"challenges":[23,113],"like":[24],"data":[25,63],"collection":[26],"difficulties":[27],"lack":[29],"of":[30,89,102],"standardized":[31],"metrics,":[32],"limiting":[33],"research":[34,130],"scope.":[35],"Student":[36,60],"feedback":[37],"crucial":[39],"for":[40],"evaluation":[41],"but":[42],"often":[43],"relies":[44],"on":[45,68,106,123],"qualitative":[46],"analysis":[47,81,111],"without":[48],"systematic":[49],"investigation":[50,88],"using":[51],"advanced":[52],"machine":[53,92],"learning":[54,93],"methods.":[55],"This":[56,137],"paper":[57],"uses":[58],"public":[59],"Voice":[61],"Survey":[62],"to":[64],"analyze":[65],"student":[66],"sentiments":[67,118],"mental":[69,128,134,145],"with":[72,84],"large":[73],"language":[74],"models":[75],"(LLMs).":[76],"We":[77],"created":[78],"a":[79],"sentiment":[80],"dataset,":[82],"SMILE-College,":[83],"human-machine":[85],"collaboration.":[86],"The":[87,110],"both":[90],"traditional":[91],"methods":[94],"state-of-the-art":[96],"LLMs":[97,125],"showed":[98],"the":[99],"best":[100],"performance":[101],"GPT-3.5":[103],"BERT":[105],"this":[107],"new":[108],"dataset.":[109],"highlights":[112],"accurately":[115],"predicting":[116],"response":[117],"offers":[120],"practical":[121],"insights":[122],"how":[124],"can":[126],"enhance":[127],"health-related":[129],"improve":[132],"college":[133],"services.":[136],"data-driven":[138],"approach":[139],"will":[140],"facilitate":[141],"efficient":[142],"informed":[144],"evaluation,":[148],"management,":[149],"decision-making.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}
