{"id":"https://openalex.org/W3201252726","doi":"https://doi.org/10.1109/compsac51774.2021.00066","title":"College Life is Hard! - Shedding Light on Stress Prediction for Autistic College Students using Data-Driven Analysis","display_name":"College Life is Hard! - Shedding Light on Stress Prediction for Autistic College Students using Data-Driven Analysis","publication_year":2021,"publication_date":"2021-07-01","ids":{"openalex":"https://openalex.org/W3201252726","doi":"https://doi.org/10.1109/compsac51774.2021.00066","mag":"3201252726"},"language":"en","primary_location":{"id":"doi:10.1109/compsac51774.2021.00066","is_oa":false,"landing_page_url":"https://doi.org/10.1109/compsac51774.2021.00066","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 45th Annual Computers, Software, and Applications Conference (COMPSAC)","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/A5002465410","display_name":"Tanzima Islam","orcid":"https://orcid.org/0000-0003-2877-5871"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Tanzima Z. Islam","raw_affiliation_strings":["Texas State University"],"affiliations":[{"raw_affiliation_string":"Texas State University","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016067091","display_name":"Philip Wu Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I52669646","display_name":"Western Washington University","ror":"https://ror.org/05wn7r715","country_code":"US","type":"education","lineage":["https://openalex.org/I52669646"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip Wu Liang","raw_affiliation_strings":["Western Washington University"],"affiliations":[{"raw_affiliation_string":"Western Washington University","institution_ids":["https://openalex.org/I52669646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021541096","display_name":"Forest Sweeney","orcid":null},"institutions":[{"id":"https://openalex.org/I52669646","display_name":"Western Washington University","ror":"https://ror.org/05wn7r715","country_code":"US","type":"education","lineage":["https://openalex.org/I52669646"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Forest Sweeney","raw_affiliation_strings":["Western Washington University"],"affiliations":[{"raw_affiliation_string":"Western Washington University","institution_ids":["https://openalex.org/I52669646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024241984","display_name":"Cody Pragner","orcid":null},"institutions":[{"id":"https://openalex.org/I52669646","display_name":"Western Washington University","ror":"https://ror.org/05wn7r715","country_code":"US","type":"education","lineage":["https://openalex.org/I52669646"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cody Pragner","raw_affiliation_strings":["Western Washington University"],"affiliations":[{"raw_affiliation_string":"Western Washington University","institution_ids":["https://openalex.org/I52669646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046632395","display_name":"Jayaraman J. Thiagarajan","orcid":"https://orcid.org/0000-0002-8517-5816"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jayaraman J. Thiagarajan","raw_affiliation_strings":["Lawrence Livermore National Laboratory"],"affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory","institution_ids":["https://openalex.org/I1282311441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111871667","display_name":"Moushumi Sharmin","orcid":"https://orcid.org/0009-0000-2751-1204"},"institutions":[{"id":"https://openalex.org/I52669646","display_name":"Western Washington University","ror":"https://ror.org/05wn7r715","country_code":"US","type":"education","lineage":["https://openalex.org/I52669646"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Moushumi Sharmin","raw_affiliation_strings":["Western Washington University"],"affiliations":[{"raw_affiliation_string":"Western Washington University","institution_ids":["https://openalex.org/I52669646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055963487","display_name":"Shameem Ahmed","orcid":"https://orcid.org/0000-0003-1795-3361"},"institutions":[{"id":"https://openalex.org/I52669646","display_name":"Western Washington University","ror":"https://ror.org/05wn7r715","country_code":"US","type":"education","lineage":["https://openalex.org/I52669646"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shameem Ahmed","raw_affiliation_strings":["Western Washington University"],"affiliations":[{"raw_affiliation_string":"Western Washington University","institution_ids":["https://openalex.org/I52669646"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5002465410"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5827,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.63075316,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"428","last_page":"437"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10106","display_name":"Autism Spectrum Disorder Research","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10106","display_name":"Autism Spectrum Disorder Research","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T10537","display_name":"Attention Deficit Hyperactivity Disorder","score":0.9751999974250793,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neurotypical","display_name":"Neurotypical","score":0.7603375911712646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6229047775268555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5300942063331604},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.4963698983192444},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.4448273479938507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4400039315223694},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.42102497816085815},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.3579753339290619},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.35013121366500854},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33203116059303284},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.3312729001045227},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.20773249864578247},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.1848035454750061}],"concepts":[{"id":"https://openalex.org/C2778391849","wikidata":"https://www.wikidata.org/wiki/Q1079090","display_name":"Neurotypical","level":4,"score":0.7603375911712646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6229047775268555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5300942063331604},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.4963698983192444},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.4448273479938507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4400039315223694},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.42102497816085815},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.3579753339290619},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35013121366500854},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33203116059303284},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3312729001045227},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.20773249864578247},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.1848035454750061}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/compsac51774.2021.00066","is_oa":false,"landing_page_url":"https://doi.org/10.1109/compsac51774.2021.00066","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 45th Annual Computers, Software, and Applications Conference (COMPSAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W60493759","https://openalex.org/W1606076675","https://openalex.org/W1788971166","https://openalex.org/W1893133781","https://openalex.org/W1964940342","https://openalex.org/W1985541164","https://openalex.org/W2032512569","https://openalex.org/W2057039953","https://openalex.org/W2068349382","https://openalex.org/W2072822311","https://openalex.org/W2088252378","https://openalex.org/W2116200090","https://openalex.org/W2116488983","https://openalex.org/W2118825617","https://openalex.org/W2151089245","https://openalex.org/W2156567116","https://openalex.org/W2162518287","https://openalex.org/W2163398148","https://openalex.org/W2170487914","https://openalex.org/W2232837925","https://openalex.org/W2296691800","https://openalex.org/W2308884720","https://openalex.org/W2414935074","https://openalex.org/W2509733842","https://openalex.org/W2538889800","https://openalex.org/W2580107250","https://openalex.org/W2614349964","https://openalex.org/W2917316317","https://openalex.org/W2917871264","https://openalex.org/W2972729724","https://openalex.org/W2977118937","https://openalex.org/W2979385867","https://openalex.org/W4247665917","https://openalex.org/W6637493141","https://openalex.org/W6689827337"],"related_works":["https://openalex.org/W2017576287","https://openalex.org/W2963032502","https://openalex.org/W2922100205","https://openalex.org/W4382408056","https://openalex.org/W4380878614","https://openalex.org/W2018422285","https://openalex.org/W2156481264","https://openalex.org/W3083693305","https://openalex.org/W2130225517","https://openalex.org/W3097486279"],"abstract_inverted_index":{"Autistic":[0],"college":[1,7,17,37,97],"students":[2,98],"face":[3],"significant":[4],"challenges":[5,29],"in":[6],"settings":[8],"and":[9,23,46,55,59,92,101,135,142],"have":[10],"a":[11,61,85,116],"higher":[12],"dropout":[13],"rate":[14],"than":[15,35],"neurotypical":[16,100,133],"students.":[18],"High":[19],"physiological":[20,54,91],"distress,":[21],"depression,":[22],"anxiety":[24],"are":[25],"identified":[26],"as":[27],"critical":[28],"that":[30],"contribute":[31],"to":[32,49,75,121],"this":[33,40],"less":[34],"optimal":[36],"experience.":[38],"In":[39],"paper,":[41],"we":[42,89],"leverage":[43,60],"affordable":[44],"mobile":[45],"wearable":[47],"devices":[48],"collect":[50],"large":[51],"amounts":[52],"of":[53,125],"contextual":[56,93],"data":[57,94],"(biomarkers)":[58],"data-driven":[62,106],"analysis":[63,107],"approach":[64],"for":[65,79,130],"building":[66],"stress":[67,81,126],"prediction":[68],"models.":[69],"Such":[70],"models":[71],"can":[72],"be":[73],"used":[74],"provide":[76],"real-time":[77],"intervention":[78],"better":[80],"management.":[82],"We":[83],"conducted":[84],"mixed-method":[86],"study":[87],"where":[88],"collected":[90],"from":[95],"20":[96],"(10":[99],"10":[102],"autistic).":[103],"Our":[104],"proposed":[105],"pipeline":[108],"leverages":[109],"an":[110],"unsupervised":[111],"representation":[112],"learning":[113],"technique":[114],"with":[115,138],"semi-supervised":[117],"label":[118],"approximation":[119],"method":[120],"predict":[122],"the":[123],"onset":[124],"based":[127],"on":[128],"biomarkers":[129],"autistic":[131],"students,":[132,134],"both":[136],"populations":[137],"accuracies":[139],"69%,":[140],"72%,":[141],"70%,":[143],"respectively.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
