{"id":"https://openalex.org/W4390621571","doi":"https://doi.org/10.1109/fie58773.2023.10343428","title":"Improving Mental Health Support in Engineering Education using Machine Learning and Eye-Tracking","display_name":"Improving Mental Health Support in Engineering Education using Machine Learning and Eye-Tracking","publication_year":2023,"publication_date":"2023-10-18","ids":{"openalex":"https://openalex.org/W4390621571","doi":"https://doi.org/10.1109/fie58773.2023.10343428"},"language":"en","primary_location":{"id":"doi:10.1109/fie58773.2023.10343428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie58773.2023.10343428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Frontiers in Education Conference (FIE)","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/A5040782063","display_name":"Yuexin Liu","orcid":"https://orcid.org/0000-0001-6290-1435"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuexin Liu","raw_affiliation_strings":["Texas A&#x0026;M University,Department of ETID,College Station,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&#x0026;M University,Department of ETID,College Station,USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335607","display_name":"Wei Lu","orcid":"https://orcid.org/0000-0003-1446-9136"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wei Lu","raw_affiliation_strings":["Texas A&#x0026;M University,Department of ETID,College Station,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&#x0026;M University,Department of ETID,College Station,USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004126483","display_name":"Amir Tofighi Zavareh","orcid":"https://orcid.org/0000-0001-6602-8725"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir Tofighi Zavareh","raw_affiliation_strings":["Texas A&#x0026;M University,Department of ETID CRHTS,College Station,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&#x0026;M University,Department of ETID CRHTS,College Station,USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065582664","display_name":"Michelle Rigsby","orcid":null},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michelle Rigsby","raw_affiliation_strings":["Texas A&#x0026;M University,Department of ETID,College Station,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&#x0026;M University,Department of ETID,College Station,USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062210574","display_name":"Ben Zoghi","orcid":"https://orcid.org/0000-0002-9515-6504"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ben Zoghi","raw_affiliation_strings":["Texas A&#x0026;M University,Department of ETID,College Station,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&#x0026;M University,Department of ETID,College Station,USA","institution_ids":["https://openalex.org/I91045830"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6031,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72572517,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12935","display_name":"Healthcare Systems and Public Health","score":0.9398999810218811,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12935","display_name":"Healthcare Systems and Public Health","score":0.9398999810218811,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9265000224113464,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9057000279426575,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/mental-health","display_name":"Mental health","score":0.7171558141708374},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6537428498268127},{"id":"https://openalex.org/keywords/eye-tracking","display_name":"Eye tracking","score":0.6246484518051147},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5760608911514282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5524435043334961},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40013688802719116},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3440447449684143},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.3389142155647278},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23365068435668945},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20476007461547852},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.09913575649261475}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.7171558141708374},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6537428498268127},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.6246484518051147},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5760608911514282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5524435043334961},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40013688802719116},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3440447449684143},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3389142155647278},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23365068435668945},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20476007461547852},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.09913575649261475},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie58773.2023.10343428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie58773.2023.10343428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1993621611","https://openalex.org/W2069544689","https://openalex.org/W2092539059","https://openalex.org/W2098811021","https://openalex.org/W2108995755","https://openalex.org/W2141122175","https://openalex.org/W2169818249","https://openalex.org/W2402601207","https://openalex.org/W2414738784","https://openalex.org/W2525692423","https://openalex.org/W2625625371","https://openalex.org/W2792096032","https://openalex.org/W2883672015","https://openalex.org/W2905810301","https://openalex.org/W2949497754","https://openalex.org/W3008314309","https://openalex.org/W3022345324","https://openalex.org/W3038007639","https://openalex.org/W3097024488","https://openalex.org/W3104523752","https://openalex.org/W3147809485","https://openalex.org/W3162012886","https://openalex.org/W3170743177","https://openalex.org/W3208968646","https://openalex.org/W4223957262","https://openalex.org/W4280548574","https://openalex.org/W4280580691","https://openalex.org/W4283714758","https://openalex.org/W4283756152","https://openalex.org/W4290564862","https://openalex.org/W4296552403","https://openalex.org/W4307370596","https://openalex.org/W4307648067","https://openalex.org/W4313574492","https://openalex.org/W4315498242","https://openalex.org/W4318570630","https://openalex.org/W4327852039","https://openalex.org/W4362465788","https://openalex.org/W4366084120","https://openalex.org/W4366833374","https://openalex.org/W6770072504"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2348562106","https://openalex.org/W2370820329","https://openalex.org/W2370554813","https://openalex.org/W4362576712","https://openalex.org/W2387560707","https://openalex.org/W2363525455","https://openalex.org/W4312355418","https://openalex.org/W2314810092","https://openalex.org/W2084086966"],"abstract_inverted_index":{"This":[0],"study":[1],"proposes":[2],"an":[3],"innovative":[4],"approach":[5,27,52],"to":[6,29,40,57],"improve":[7],"mental":[8,44,60],"health":[9,45,61],"support":[10,62],"for":[11],"students":[12],"in":[13,33],"engineering":[14,48,64],"using":[15],"machine":[16],"learning":[17],"(ML)":[18],"and":[19],"eye-tracking":[20],"technology.":[21],"Leveraging":[22],"cutting":[23],"edge":[24],"technology,":[25],"this":[26,51],"aims":[28],"fill":[30],"a":[31,38,54],"gap":[32],"the":[34,42],"literature":[35],"by":[36],"providing":[37],"tool":[39],"tackle":[41],"growing":[43],"crisis":[46],"among":[47],"students,":[49],"furthermore,":[50],"provides":[53],"novel":[55],"method":[56],"integrate":[58],"technology-based":[59],"into":[63],"curriculum.":[65]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
