{"id":"https://openalex.org/W3093449221","doi":"https://doi.org/10.26153/tsw/10850","title":"Multi-Modal Data Collection for Measuring Health, Behavior, and Living Environment of Large-Scale Participant Cohorts: Conceptual Framework and Findings from Deployments","display_name":"Multi-Modal Data Collection for Measuring Health, Behavior, and Living Environment of Large-Scale Participant Cohorts: Conceptual Framework and Findings from Deployments","publication_year":2020,"publication_date":"2020-10-16","ids":{"openalex":"https://openalex.org/W3093449221","doi":"https://doi.org/10.26153/tsw/10850","mag":"3093449221"},"language":"en","primary_location":{"id":"mag:3093449221","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2010.08457.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},"volume":null,"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2010.08457.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049761760","display_name":"Congyu Wu","orcid":"https://orcid.org/0000-0002-6410-1375","observed_orcids":["https://orcid.org/0000-0002-6410-1375"]},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wu, Congyu","raw_affiliation_strings":["University of Texas at Austin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024444392","display_name":"Hagen Fritz","orcid":"https://orcid.org/0000-0002-5708-7683","observed_orcids":["https://orcid.org/0000-0002-5708-7683"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fritz, Hagen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034300222","display_name":"Zolt\u00e1n Nagy","orcid":"https://orcid.org/0000-0002-6014-3228","observed_orcids":["https://orcid.org/0000-0002-6014-3228"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nagy, Zoltan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033215212","display_name":"Juan Pedro Maestre","orcid":"https://orcid.org/0000-0001-6766-6462","observed_orcids":["https://orcid.org/0000-0001-6766-6462"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Maestre, Juan P.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025977484","display_name":"Edison Thomaz","orcid":"https://orcid.org/0000-0001-8188-0457","observed_orcids":["https://orcid.org/0000-0001-8188-0457"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thomaz, Edison","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023117758","display_name":"Christine Julien","orcid":"https://orcid.org/0000-0002-4131-4642","observed_orcids":["https://orcid.org/0000-0002-4131-4642"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Julien, Christine","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031208397","display_name":"Darla M. Castelli","orcid":"https://orcid.org/0000-0002-8862-578X","observed_orcids":["https://orcid.org/0000-0002-8862-578X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Castelli, Darla M.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064396720","display_name":"Kaya de Barbaro","orcid":"https://orcid.org/0000-0001-6316-0085","observed_orcids":["https://orcid.org/0000-0001-6316-0085"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"De Barbaro, Kaya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032381602","display_name":"Gabriella M. Harari","orcid":"https://orcid.org/0000-0001-9258-9075","observed_orcids":["https://orcid.org/0000-0001-9258-9075"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Harari, Gabriella M.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065821998","display_name":"Richard Cameron Craddock","orcid":"https://orcid.org/0000-0002-4950-1303","observed_orcids":["https://orcid.org/0000-0002-4950-1303"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Craddock, R. Cameron","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049682548","display_name":"Kerry A. Kinney","orcid":"https://orcid.org/0000-0003-1126-2172","observed_orcids":["https://orcid.org/0000-0003-1126-2172"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kinney, Kerry A.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5077287995","display_name":"Samuel D. Gosling","orcid":"https://orcid.org/0000-0001-8970-591X","observed_orcids":["https://orcid.org/0000-0001-8970-591X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gosling, Samuel D.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.4189000129699707,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.4189000129699707,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.26899999380111694,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.15639999508857727,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/mobile-sensing","display_name":"mobile sensing","score":0.8339999914169312},{"id":"https://openalex.org/keywords/indoor-air-quality","display_name":"indoor air quality","score":0.9269999861717224},{"id":"https://openalex.org/keywords/ecological-momentary-assessment","display_name":"ecological momentary assessment","score":0.6129999756813049},{"id":"https://openalex.org/keywords/living-environment","display_name":"living environment","score":0.5789999961853027},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"conceptual framework","score":0.4880000054836273}],"concepts":[{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.6639794707298279},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6469049453735352},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5925392508506775},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.4951380789279938},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.45208847522735596},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43510791659355164},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.426433801651001},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4137459397315979},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.284040629863739},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24279984831809998},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.13233593106269836},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.11264267563819885},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"mag:3093449221","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2010.08457.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.26153/tsw/10850","doi":"https://doi.org/10.26153/tsw/10850","is_oa":true,"landing_page_url":"https://doi.org/10.26153/tsw/10850","pdf_url":null,"source":{"id":"https://openalex.org/S4306402198","display_name":"Texas Digital Library (University of Texas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I86519309","host_organization_name":"The University of Texas at Austin","host_organization_lineage":["https://openalex.org/I86519309"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"mag:3093449221","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2010.08457.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.6240000128746033}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W39714684","https://openalex.org/W1717182617","https://openalex.org/W1717400981","https://openalex.org/W1962684661","https://openalex.org/W1987835826","https://openalex.org/W1993222074","https://openalex.org/W1993249717","https://openalex.org/W2006165508","https://openalex.org/W2055948450","https://openalex.org/W2066806488","https://openalex.org/W2071049788","https://openalex.org/W2087898910","https://openalex.org/W2098166026","https://openalex.org/W2108619726","https://openalex.org/W2116015365","https://openalex.org/W2121547209","https://openalex.org/W2156567116","https://openalex.org/W2162403058","https://openalex.org/W2169918192","https://openalex.org/W2323579418","https://openalex.org/W2404247879","https://openalex.org/W2517174433","https://openalex.org/W2555124825","https://openalex.org/W2559181347","https://openalex.org/W2599877910","https://openalex.org/W2623946704","https://openalex.org/W2736466115","https://openalex.org/W2739350828","https://openalex.org/W2753518399","https://openalex.org/W2778523487","https://openalex.org/W2779089743","https://openalex.org/W2802673605","https://openalex.org/W2809351553","https://openalex.org/W2831845490","https://openalex.org/W2831903526","https://openalex.org/W2899463730","https://openalex.org/W2922390416","https://openalex.org/W2940755444"],"related_works":["https://openalex.org/W3175497958","https://openalex.org/W3109361652","https://openalex.org/W2646946573","https://openalex.org/W2342307665","https://openalex.org/W2990185826","https://openalex.org/W4319080096","https://openalex.org/W3033054215","https://openalex.org/W39714684","https://openalex.org/W2507066795","https://openalex.org/W7140176581"],"abstract_inverted_index":{"As":[0],"mobile":[1,47,116,146],"technologies":[2,208],"become":[3],"ever":[4],"more":[5],"sensor-rich,":[6],"portable,":[7],"and":[8,27,54,60,119,139,148,197,206,209,218,230,239],"ubiquitous,":[9],"data":[10,87,163,191,237],"captured":[11],"by":[12,182,193],"smart":[13],"devices":[14],"are":[15],"lending":[16],"rich":[17],"insights":[18],"into":[19],"users'":[20],"daily":[21],"lives":[22],"with":[23,84,144],"unprecedented":[24],"comprehensiveness,":[25],"unobtrusiveness,":[26],"ecological":[28],"validity.":[29],"A":[30],"number":[31],"of":[32,46,67,110,156,214],"human-subject":[33],"studies":[34,97],"have":[35],"been":[36,76],"conducted":[37],"in":[38,94,142,152,173,242],"the":[39,44,63,90,108,113,174,215],"past":[40],"decade":[41],"to":[42,49,158],"examine":[43],"use":[45],"sensing":[48,117,147,245],"uncover":[50],"individual":[51],"behavioral":[52],"patterns":[53],"health":[55,59],"outcomes.":[56,121],"While":[57],"understanding":[58],"behavior":[61],"is":[62],"focus":[64],"for":[65,133,165,236],"most":[66,95],"these":[68,124],"studies,":[69],"we":[70,126,180,201],"find":[71],"that":[72,187],"minimal":[73],"attention":[74],"has":[75],"placed":[77],"on":[78,112],"measuring":[79],"personal":[80],"environments,":[81],"especially":[82],"together":[83],"other":[85],"human-centric":[86,190,244],"modalities.":[88],"Moreover,":[89],"participant":[91],"cohort":[92,154],"size":[93],"existing":[96],"falls":[98],"well":[99],"below":[100],"a":[101,128,153,169,184],"few":[102],"hundred,":[103],"leaving":[104],"questions":[105],"open":[106],"about":[107],"reliability":[109],"findings":[111,232],"relations":[114],"between":[115],"signals":[118],"human":[120],"To":[122],"address":[123],"limitations,":[125],"developed":[127],"home":[129],"environment":[130],"sensor":[131],"kit":[132],"continuous":[134],"indoor":[135],"air":[136],"quality":[137],"tracking":[138],"deployed":[140],"it":[141],"conjunction":[143],"established":[145],"experience":[149],"sampling":[150],"techniques":[151],"study":[155,204],"up":[157],"1584":[159],"student":[160],"participants":[161],"per":[162],"type":[164],"3":[166],"weeks":[167],"at":[168],"major":[170],"research":[171],"university":[172],"United":[175],"States.":[176],"In":[177],"this":[178],"paper,":[179],"begin":[181],"proposing":[183],"conceptual":[185,228],"framework":[186],"systematically":[188],"organizes":[189],"modalities":[192],"their":[194],"temporal":[195],"coverage":[196],"spatial":[198],"freedom.":[199],"Then":[200],"report":[202],"our":[203,221],"design":[205],"procedure,":[207],"methods":[210],"deployed,":[211],"descriptive":[212],"statistics":[213],"collected":[216],"data,":[217,227],"results":[219],"from":[220],"extensive":[222],"exploratory":[223],"analyses.":[224],"Our":[225],"novel":[226],"development,":[229],"analytical":[231],"provide":[233],"important":[234],"guidance":[235],"collection":[238],"hypothesis":[240],"generation":[241],"future":[243],"studies.":[246]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2020-10-22T00:00:00"}