{"id":"https://openalex.org/W4200330779","doi":"https://doi.org/10.3390/s21248185","title":"How Can High-Frequency Sensors Capture Collaboration? A Review of the Empirical Links between Multimodal Metrics and Collaborative Constructs","display_name":"How Can High-Frequency Sensors Capture Collaboration? A Review of the Empirical Links between Multimodal Metrics and Collaborative Constructs","publication_year":2021,"publication_date":"2021-12-08","ids":{"openalex":"https://openalex.org/W4200330779","doi":"https://doi.org/10.3390/s21248185","pmid":"https://pubmed.ncbi.nlm.nih.gov/34960278"},"language":"en","primary_location":{"id":"doi:10.3390/s21248185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21248185","pdf_url":"https://www.mdpi.com/1424-8220/21/24/8185/pdf?version=1638951944","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/24/8185/pdf?version=1638951944","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075953566","display_name":"Bertrand Schneider","orcid":"https://orcid.org/0000-0003-0922-2593"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Bertrand Schneider","raw_affiliation_strings":["Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA"],"raw_orcid":"https://orcid.org/0000-0003-0922-2593","affiliations":[{"raw_affiliation_string":"Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067250485","display_name":"Gahyun Sung","orcid":"https://orcid.org/0000-0003-0907-1377"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gahyun Sung","raw_affiliation_strings":["Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075794013","display_name":"Edwin Chng","orcid":"https://orcid.org/0000-0003-3821-295X"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edwin Chng","raw_affiliation_strings":["Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA"],"raw_orcid":"https://orcid.org/0000-0003-3821-295X","affiliations":[{"raw_affiliation_string":"Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103097925","display_name":"Stephanie Yang","orcid":"https://orcid.org/0000-0003-1363-702X"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephanie Yang","raw_affiliation_strings":["Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harvard Graduate School of Education, Harvard University, Cambridge, MA 02138, USA","institution_ids":["https://openalex.org/I136199984"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5075953566"],"corresponding_institution_ids":["https://openalex.org/I136199984"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":5.0972,"has_fulltext":true,"cited_by_count":45,"citation_normalized_percentile":{"value":0.9569318,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"21","issue":"24","first_page":"8185","last_page":"8185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10970","display_name":"Team Dynamics and Performance","score":0.9926000237464905,"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/T10970","display_name":"Team Dynamics and Performance","score":0.9926000237464905,"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/T12031","display_name":"Speech and dialogue systems","score":0.9889000058174133,"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"}},{"id":"https://openalex.org/T10470","display_name":"Usability and User Interface Design","score":0.965399980545044,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5087061524391174},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41577398777008057},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39247485995292664},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.35669106245040894},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3010665774345398}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5087061524391174},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41577398777008057},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39247485995292664},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.35669106245040894},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3010665774345398}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012108","descriptor_name":"Research Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s21248185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21248185","pdf_url":"https://www.mdpi.com/1424-8220/21/24/8185/pdf?version=1638951944","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:34960278","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34960278","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:97b97b31dc3c4db8868597975cb0af5f","is_oa":true,"landing_page_url":"https://doaj.org/article/97b97b31dc3c4db8868597975cb0af5f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 24, p 8185 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/24/8185/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21248185","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 24; Pages: 8185","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8706197","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8706197","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21248185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21248185","pdf_url":"https://www.mdpi.com/1424-8220/21/24/8185/pdf?version=1638951944","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200330779.pdf","grobid_xml":"https://content.openalex.org/works/W4200330779.grobid-xml"},"referenced_works_count":141,"referenced_works":["https://openalex.org/W41740415","https://openalex.org/W197269545","https://openalex.org/W367123926","https://openalex.org/W641713870","https://openalex.org/W1494996288","https://openalex.org/W1598182466","https://openalex.org/W1898467883","https://openalex.org/W1933410213","https://openalex.org/W1967556585","https://openalex.org/W1969244306","https://openalex.org/W1971505647","https://openalex.org/W1979511254","https://openalex.org/W1985973176","https://openalex.org/W1995064588","https://openalex.org/W1997066842","https://openalex.org/W1999875724","https://openalex.org/W2000378052","https://openalex.org/W2009915208","https://openalex.org/W2012731075","https://openalex.org/W2016060560","https://openalex.org/W2017783649","https://openalex.org/W2022194882","https://openalex.org/W2024729467","https://openalex.org/W2025275271","https://openalex.org/W2028632271","https://openalex.org/W2030717901","https://openalex.org/W2033115478","https://openalex.org/W2040339002","https://openalex.org/W2044482605","https://openalex.org/W2046921744","https://openalex.org/W2053494381","https://openalex.org/W2058575136","https://openalex.org/W2062600914","https://openalex.org/W2065824470","https://openalex.org/W2066526711","https://openalex.org/W2067369167","https://openalex.org/W2067519173","https://openalex.org/W2074624373","https://openalex.org/W2081811286","https://openalex.org/W2086196021","https://openalex.org/W2086947877","https://openalex.org/W2092309660","https://openalex.org/W2094402897","https://openalex.org/W2103388531","https://openalex.org/W2106493813","https://openalex.org/W2108365927","https://openalex.org/W2109248814","https://openalex.org/W2111041495","https://openalex.org/W2114399139","https://openalex.org/W2114443541","https://openalex.org/W2114772011","https://openalex.org/W2116406757","https://openalex.org/W2116727943","https://openalex.org/W2124548978","https://openalex.org/W2126206167","https://openalex.org/W2126730815","https://openalex.org/W2128365310","https://openalex.org/W2148718796","https://openalex.org/W2148839887","https://openalex.org/W2149583356","https://openalex.org/W2152151430","https://openalex.org/W2152304295","https://openalex.org/W2156001402","https://openalex.org/W2156269576","https://openalex.org/W2157289187","https://openalex.org/W2158820915","https://openalex.org/W2159398820","https://openalex.org/W2171757151","https://openalex.org/W2175195439","https://openalex.org/W2202037140","https://openalex.org/W2213201362","https://openalex.org/W2229139855","https://openalex.org/W2294206250","https://openalex.org/W2338918660","https://openalex.org/W2399640104","https://openalex.org/W2510175095","https://openalex.org/W2520384474","https://openalex.org/W2548480864","https://openalex.org/W2549023512","https://openalex.org/W2556453291","https://openalex.org/W2560359026","https://openalex.org/W2576440140","https://openalex.org/W2588681363","https://openalex.org/W2609275912","https://openalex.org/W2610712040","https://openalex.org/W2618555130","https://openalex.org/W2745122982","https://openalex.org/W2765141684","https://openalex.org/W2765247238","https://openalex.org/W2788683557","https://openalex.org/W2792695100","https://openalex.org/W2803274219","https://openalex.org/W2809992516","https://openalex.org/W2883968172","https://openalex.org/W2884451679","https://openalex.org/W2884699152","https://openalex.org/W2886248163","https://openalex.org/W2894138281","https://openalex.org/W2895290873","https://openalex.org/W2895416147","https://openalex.org/W2895625244","https://openalex.org/W2895626821","https://openalex.org/W2939079655","https://openalex.org/W2941939584","https://openalex.org/W2946491979","https://openalex.org/W2965771606","https://openalex.org/W2980468437","https://openalex.org/W2980967265","https://openalex.org/W2981040244","https://openalex.org/W2990238970","https://openalex.org/W2994337457","https://openalex.org/W3011043904","https://openalex.org/W3019996893","https://openalex.org/W3024671157","https://openalex.org/W3030979623","https://openalex.org/W3038141818","https://openalex.org/W3039984860","https://openalex.org/W3084937489","https://openalex.org/W3094021089","https://openalex.org/W3110511009","https://openalex.org/W3141704971","https://openalex.org/W3154242228","https://openalex.org/W3154362623","https://openalex.org/W3157644580","https://openalex.org/W3205179776","https://openalex.org/W4241819366","https://openalex.org/W4293921933","https://openalex.org/W4300069493","https://openalex.org/W6639559997","https://openalex.org/W6642093592","https://openalex.org/W6653574486","https://openalex.org/W6676851830","https://openalex.org/W6677073867","https://openalex.org/W6679345323","https://openalex.org/W6685693041","https://openalex.org/W6753292950","https://openalex.org/W6756931096","https://openalex.org/W6770016243","https://openalex.org/W6771342085","https://openalex.org/W6776282027","https://openalex.org/W6802057469"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"paper":[1],"reviews":[2],"74":[3],"empirical":[4],"publications":[5],"that":[6,20],"used":[7,97],"high-frequency":[8],"data":[9,56],"collection":[10],"tools":[11],"to":[12,33,98],"capture":[13],"facets":[14],"of":[15,43,71,141],"small":[16],"collaborative":[17,72,114,117],"groups-i.e.,":[18],"papers":[19,29],"conduct":[21],"Multimodal":[22],"Collaboration":[23],"Analytics":[24],"(MMCA)":[25],"research.":[26],"We":[27],"selected":[28],"published":[30],"from":[31,54],"2010":[32],"2020":[34],"and":[35,90,92,119,135],"extracted":[36],"their":[37],"key":[38],"contributions.":[39],"For":[40],"the":[41,50,82,121,133,139],"scope":[42],"this":[44,148],"paper,":[45],"we":[46,129],"focus":[47],"on:":[48],"(1)":[49],"sensor-based":[51,88,115],"metrics":[52,89],"computed":[53],"multimodal":[55],"sources":[57],"(e.g.,":[58,74],"speech,":[59],"gaze,":[60],"face,":[61],"body,":[62],"physiological,":[63],"log":[64],"data);":[65],"(2)":[66],"outcome":[67],"measures,":[68],"or":[69],"operationalizations":[70],"constructs":[73],"group":[75],"performance,":[76],"conditions":[77],"for":[78,138,147],"effective":[79],"collaboration);":[80],"(3)":[81],"connections":[83],"found":[84],"by":[85],"researchers":[86,111],"between":[87],"outcomes;":[91],"(4)":[93],"how":[94,120],"theory":[95],"was":[96],"inform":[99],"these":[100],"connections.":[101],"An":[102],"added":[103],"contribution":[104],"is":[105],"an":[106],"interactive":[107],"online":[108],"visualization":[109],"where":[110],"can":[112],"explore":[113],"metrics,":[116],"constructs,":[118],"two":[122],"are":[123],"connected.":[124],"Based":[125],"on":[126],"our":[127],"review,":[128],"highlight":[130],"gaps":[131],"in":[132],"literature":[134],"discuss":[136],"opportunities":[137],"field":[140],"MMCA,":[142],"concluding":[143],"with":[144],"future":[145],"work":[146],"project.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
