{"id":"https://openalex.org/W4308393122","doi":"https://doi.org/10.1145/3536220.3558037","title":"How can Interaction Data be Contextualized with Mobile Sensing to Enhance Learning Engagement Assessment in Distance Learning?","display_name":"How can Interaction Data be Contextualized with Mobile Sensing to Enhance Learning Engagement Assessment in Distance Learning?","publication_year":2022,"publication_date":"2022-11-04","ids":{"openalex":"https://openalex.org/W4308393122","doi":"https://doi.org/10.1145/3536220.3558037"},"language":"en","primary_location":{"id":"doi:10.1145/3536220.3558037","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3536220.3558037","pdf_url":null,"source":{"id":"https://openalex.org/S4363608440","display_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","raw_type":"proceedings-article"},"type":"conference-paper","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/A5053026850","display_name":"George-Petru Ciordas-Hertel","orcid":"https://orcid.org/0000-0003-1589-7845"},"institutions":[{"id":"https://openalex.org/I4210138519","display_name":"DIPF | Leibniz Institute for Research and Information in Education","ror":"https://ror.org/0327sr118","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210138519"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"George-Petru Ciordas-Hertel","raw_affiliation_strings":["Educational Technologies, DIPF | Leibniz Institute for Research and Information in Education, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1589-7845","affiliations":[{"raw_affiliation_string":"Educational Technologies, DIPF | Leibniz Institute for Research and Information in Education, Germany","institution_ids":["https://openalex.org/I4210138519"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003907955","display_name":"Daniel Biedermann","orcid":"https://orcid.org/0000-0001-9219-222X"},"institutions":[{"id":"https://openalex.org/I4210138519","display_name":"DIPF | Leibniz Institute for Research and Information in Education","ror":"https://ror.org/0327sr118","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210138519"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Biedermann","raw_affiliation_strings":["Educational Technologies, DIPF | Leibniz Institute for Research and Information in Education, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9219-222X","affiliations":[{"raw_affiliation_string":"Educational Technologies, DIPF | Leibniz Institute for Research and Information in Education, Germany","institution_ids":["https://openalex.org/I4210138519"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081307406","display_name":"Marc Winter","orcid":"https://orcid.org/0000-0003-0350-1305"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marc Winter","raw_affiliation_strings":["Educational Psychology, Goethe-University Frankfurt am Main, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0350-1305","affiliations":[{"raw_affiliation_string":"Educational Psychology, Goethe-University Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I114090438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058306648","display_name":"Julia Mordel","orcid":"https://orcid.org/0000-0002-8469-1317"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julia Mordel","raw_affiliation_strings":["Educational Psychology, Goethe-University Frankfurt am Main, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8469-1317","affiliations":[{"raw_affiliation_string":"Educational Psychology, Goethe-University Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I114090438"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027722484","display_name":"Hendrik Drachsler","orcid":"https://orcid.org/0000-0001-8407-5314"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]},{"id":"https://openalex.org/I4210138519","display_name":"DIPF | Leibniz Institute for Research and Information in Education","ror":"https://ror.org/0327sr118","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210138519"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hendrik Drachsler","raw_affiliation_strings":["Educational Technologies, DIPF | Leibniz Institute for Research and Information in Education, Germany and Computer Science Faculty, Goethe-University Frankfurt am Main, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8407-5314","affiliations":[{"raw_affiliation_string":"Educational Technologies, DIPF | Leibniz Institute for Research and Information in Education, Germany and Computer Science Faculty, Goethe-University Frankfurt am Main, Germany","institution_ids":["https://openalex.org/I114090438","https://openalex.org/I4210138519"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.356,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97737179,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"105","last_page":"112"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11370","display_name":"Mobile Learning in Education","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7932112216949463},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7668794393539429},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.6543757319450378},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5717530250549316},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5313922166824341},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.5180408954620361},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5077968239784241},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.5074452757835388},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48264580965042114},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.45297497510910034},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4449456036090851},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.4340288043022156},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.29459595680236816},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.28368160128593445},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2535477578639984},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.14796626567840576}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7932112216949463},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7668794393539429},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6543757319450378},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5717530250549316},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5313922166824341},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.5180408954620361},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5077968239784241},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.5074452757835388},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48264580965042114},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.45297497510910034},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4449456036090851},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.4340288043022156},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.29459595680236816},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28368160128593445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2535477578639984},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.14796626567840576},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3536220.3558037","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3536220.3558037","pdf_url":null,"source":{"id":"https://openalex.org/S4363608440","display_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","raw_type":"proceedings-article"},{"id":"pmh:oai:research.ou.nl:publications/4b46c936-92ac-4dba-90f4-82b1e7afcf0f","is_oa":false,"landing_page_url":"https://hdl.handle.net/1820/4b46c936-92ac-4dba-90f4-82b1e7afcf0f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401002","display_name":"DSpace (Open University in the Netherlands)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I7876267","host_organization_name":"Open University of the Netherlands","host_organization_lineage":["https://openalex.org/I7876267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:ou:oai:research.ou.nl:publications/4b46c936-92ac-4dba-90f4-82b1e7afcf0f","is_oa":false,"landing_page_url":"https://research.ou.nl/en/publications/4b46c936-92ac-4dba-90f4-82b1e7afcf0f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"In Companion Publication of the 2022 International Conference on Multimodal Interaction (ICMI '22 Companion), 105 - 112","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2032406331","https://openalex.org/W2084653151","https://openalex.org/W2395492686","https://openalex.org/W2523153599","https://openalex.org/W2745122982","https://openalex.org/W2791373727","https://openalex.org/W2885895161","https://openalex.org/W2944775932","https://openalex.org/W2946292662","https://openalex.org/W3014906611","https://openalex.org/W3125738984","https://openalex.org/W3153983655","https://openalex.org/W3203328318","https://openalex.org/W3204520613","https://openalex.org/W3213075278","https://openalex.org/W4221076479"],"related_works":["https://openalex.org/W2748818549","https://openalex.org/W4304142278","https://openalex.org/W2342865424","https://openalex.org/W2587509230","https://openalex.org/W4283331601","https://openalex.org/W3097068272","https://openalex.org/W4210780304","https://openalex.org/W3093846146","https://openalex.org/W2802035586","https://openalex.org/W4313463160"],"abstract_inverted_index":{"Multimodal":[0],"learning":[1,102,106],"analytics":[2],"can":[3,35,52],"enrich":[4],"interaction":[5,122,143],"data":[6,86,123,176],"with":[7,144],"contextual":[8,33,70],"information":[9,34,71],"through":[10],"mobile":[11,73],"sensing.":[12],"Information":[13],"about,":[14],"for":[15,174],"example,":[16],"the":[17,28,83,90,115,120,134,157,168],"physical":[18],"environment,":[19],"movement,":[20],"physiological":[21],"signals,":[22],"or":[23],"smart":[24,31,77],"wearable":[25],"usage.":[26],"Through":[27],"use":[29],"of":[30,92],"wearables,":[32],"thus":[36],"be":[37],"captured":[38,69],"and":[39,54,63,128,146,171],"made":[40],"available":[41],"again":[42],"to":[43],"students":[44,94],"in":[45,79,99,119],"further":[46,175],"processing":[47],"steps":[48],"so":[49],"that":[50,67],"they":[51,96],"reflect":[53],"annotate":[55],"it.":[56],"This":[57],"paper":[58,162],"describes":[59,163],"a":[60,64,105,111],"software":[61],"infrastructure":[62],"study":[65,169],"design":[66],"successfully":[68],"utilizing":[72],"sensing":[74],"using":[75,104],"students\u2019":[76,116,158],"wearables":[78],"distance":[80],"learning.":[81],"In":[82],"conducted":[84],"study,":[85],"was":[87],"collected":[88,132,155],"from":[89,156,167],"smartphones":[91],"76":[93],"as":[95,124,126],"self-directedly":[97],"participated":[98],"an":[100],"online":[101],"unit":[103],"management":[107],"system":[108],"(LMS)":[109],"over":[110],"two-week":[112],"period.":[113],"During":[114],"active":[117],"phases":[118],"LMS,":[121],"well":[125],"state":[127],"trait":[129],"measurements":[130],"were":[131,151],"by":[133],"LMS.":[135],"Simultaneously,":[136],"hardware":[137],"sensor":[138],"data,":[139,142],"app":[140],"usage":[141],"notifications,":[145],"ecological":[147],"momentary":[148],"assessments":[149],"(EMA)":[150],"automatically":[152],"but":[153],"transparently":[154],"smartphones.":[159],"Finally,":[160],"this":[161],"some":[164],"preliminary":[165],"insights":[166],"process":[170],"their":[172],"implications":[173],"processing.":[177]},"counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}