{"id":"https://openalex.org/W2896455170","doi":"https://doi.org/10.1145/3107990.3108003","title":"Multimodal learning analytics: assessing learners' mental state during the process of learning","display_name":"Multimodal learning analytics: assessing learners' mental state during the process of learning","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2896455170","doi":"https://doi.org/10.1145/3107990.3108003","mag":"2896455170"},"language":"en","primary_location":{"id":"doi:10.1145/3107990.3108003","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3107990.3108003","pdf_url":null,"source":{"id":"https://openalex.org/S4306462870","display_name":"Association for Computing Machinery eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Handbook of Multimodal-Multisensor Interfaces: Foundations, User Modeling, and Common Modality Combinations - Volume 2","raw_type":"book-chapter"},"type":"book-chapter","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/A5072025025","display_name":"Sharon Oviatt","orcid":"https://orcid.org/0000-0003-4664-1412"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sharon Oviatt","raw_affiliation_strings":["","Incaa Designs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"","institution_ids":[]},{"raw_affiliation_string":"Incaa Designs","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041587052","display_name":"Joseph F. Grafsgaard","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joseph Grafsgaard","raw_affiliation_strings":[""],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333538","display_name":"Lei Chen","orcid":"https://orcid.org/0000-0002-9582-922X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei Chen","raw_affiliation_strings":[""],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014320446","display_name":"Xavier Och\u00f4a","orcid":"https://orcid.org/0000-0002-4371-7701"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xavier Ochoa","raw_affiliation_strings":["","Administration, Leadership & Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"","institution_ids":[]},{"raw_affiliation_string":"Administration, Leadership & Technology","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072025025"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.1319,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.98210326,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"331","last_page":"374"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9923999905586243,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9923999905586243,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9771000146865845,"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/citation","display_name":"Citation","score":0.6865348815917969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6212543845176697},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5973883867263794},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5948123931884766},{"id":"https://openalex.org/keywords/mental-state","display_name":"Mental state","score":0.5444508790969849},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5127378702163696},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4412737190723419},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37273842096328735},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.37002331018447876},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.34778130054473877},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3378835916519165},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3267483115196228},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.2577357292175293},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2284134030342102}],"concepts":[{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.6865348815917969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6212543845176697},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5973883867263794},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5948123931884766},{"id":"https://openalex.org/C2779429828","wikidata":"https://www.wikidata.org/wiki/Q3968640","display_name":"Mental state","level":2,"score":0.5444508790969849},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5127378702163696},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4412737190723419},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37273842096328735},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.37002331018447876},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.34778130054473877},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3378835916519165},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3267483115196228},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2577357292175293},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2284134030342102},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3107990.3108003","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3107990.3108003","pdf_url":null,"source":{"id":"https://openalex.org/S4306462870","display_name":"Association for Computing Machinery eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Handbook of Multimodal-Multisensor Interfaces: Foundations, User Modeling, and Common Modality Combinations - Volume 2","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W16613836","https://openalex.org/W136681059","https://openalex.org/W1584156570","https://openalex.org/W1584697775","https://openalex.org/W1602376808","https://openalex.org/W1741471588","https://openalex.org/W1875231349","https://openalex.org/W1964716415","https://openalex.org/W1968600824","https://openalex.org/W1979531823","https://openalex.org/W1980403253","https://openalex.org/W1985867508","https://openalex.org/W1991553942","https://openalex.org/W1995641269","https://openalex.org/W2002832773","https://openalex.org/W2012265254","https://openalex.org/W2012731075","https://openalex.org/W2016649093","https://openalex.org/W2030593235","https://openalex.org/W2031403887","https://openalex.org/W2040646018","https://openalex.org/W2040709743","https://openalex.org/W2048107117","https://openalex.org/W2055970539","https://openalex.org/W2056898157","https://openalex.org/W2058497930","https://openalex.org/W2066589453","https://openalex.org/W2070493638","https://openalex.org/W2071097428","https://openalex.org/W2072035149","https://openalex.org/W2073431256","https://openalex.org/W2075056692","https://openalex.org/W2078058969","https://openalex.org/W2090580324","https://openalex.org/W2094935958","https://openalex.org/W2105410877","https://openalex.org/W2106128184","https://openalex.org/W2107453881","https://openalex.org/W2109626108","https://openalex.org/W2109901510","https://openalex.org/W2110968428","https://openalex.org/W2111344377","https://openalex.org/W2125803770","https://openalex.org/W2140591843","https://openalex.org/W2140687824","https://openalex.org/W2143560158","https://openalex.org/W2143865388","https://openalex.org/W2149465590","https://openalex.org/W2155461949","https://openalex.org/W2156503193","https://openalex.org/W2158192499","https://openalex.org/W2158820915","https://openalex.org/W2159642830","https://openalex.org/W2160046057","https://openalex.org/W2160987212","https://openalex.org/W2161346203","https://openalex.org/W2166331011","https://openalex.org/W2169749310","https://openalex.org/W2172071592","https://openalex.org/W2178882079","https://openalex.org/W2180815743","https://openalex.org/W2184268318","https://openalex.org/W2184507226","https://openalex.org/W2187913567","https://openalex.org/W2285989829","https://openalex.org/W2293623584","https://openalex.org/W2328418989","https://openalex.org/W2395639500","https://openalex.org/W2407869609","https://openalex.org/W2543576692","https://openalex.org/W2601004904","https://openalex.org/W2612070333","https://openalex.org/W2612150531","https://openalex.org/W2612284574","https://openalex.org/W2612727105","https://openalex.org/W2612754342","https://openalex.org/W2612821604","https://openalex.org/W2612872214","https://openalex.org/W2613412226","https://openalex.org/W2613413619","https://openalex.org/W2884596617","https://openalex.org/W2905657882","https://openalex.org/W2965017053","https://openalex.org/W3143996792","https://openalex.org/W3147157314"],"related_works":["https://openalex.org/W4213011574","https://openalex.org/W2553930486","https://openalex.org/W2079372207","https://openalex.org/W3038196548","https://openalex.org/W2955609745","https://openalex.org/W3042168181","https://openalex.org/W3024186870","https://openalex.org/W2906062308","https://openalex.org/W3154404963","https://openalex.org/W1655215013"],"abstract_inverted_index":{"chapter":[0],"Share":[1],"on":[2,103],"Multimodal":[3],"learning":[4,14],"analytics:":[5],"assessing":[6],"learners'":[7],"mental":[8],"state":[9],"during":[10],"the":[11,104],"process":[12],"of":[13,41,49],"Authors:":[15],"Sharon":[16],"Oviatt":[17],"View":[18,23,28,33],"Profile":[19,24,29,34],",":[20,25,30],"Joseph":[21],"Grafsgaard":[22],"Lei":[26],"Chen":[27],"Xavier":[31],"Ochoa":[32],"Authors":[35],"Info":[36],"&":[37],"Claims":[38],"The":[39],"Handbook":[40],"Multimodal-Multisensor":[42],"Interfaces:":[43],"Signal":[44],"Processing,":[45],"Architectures,":[46],"and":[47,51,80],"Detection":[48],"Emotion":[50],"Cognition":[52],"-":[53],"Volume":[54],"2October":[55],"2018":[56],"Pages":[57],"331\u2013374https://doi.org/10.1145/3107990.3108003Published:01":[58],"October":[59],"2018Publication":[60],"History":[61],"14citation252DownloadsMetricsTotal":[62],"Citations14Total":[63],"Downloads252Last":[64],"12":[65],"Months47Last":[66],"6":[67],"weeks7":[68],"Get":[69],"Citation":[70,72,109],"AlertsNew":[71,108],"Alert":[73],"added!This":[74],"alert":[75,100],"has":[76,95],"been":[77,96],"successfully":[78],"added":[79],"will":[81,85],"be":[82,86],"sent":[83],"to:You":[84],"notified":[87],"whenever":[88],"a":[89,121],"record":[90],"that":[91],"you":[92],"have":[93],"chosen":[94],"cited.To":[97],"manage":[98],"your":[99,114],"preferences,":[101],"click":[102],"button":[105],"below.Manage":[106],"my":[107],"Alert!Please":[110],"log":[111],"in":[112],"to":[113,117,119],"account":[115],"Save":[116],"BinderSave":[118],"BinderCreate":[120],"New":[122],"BinderNameCancelCreateExport":[123],"CitationPublisher":[124],"SiteGet":[125],"Access":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2}],"updated_date":"2026-05-15T08:27:34.491423","created_date":"2025-10-10T00:00:00"}