{"id":"https://openalex.org/W3084833755","doi":"https://doi.org/10.1140/epjds/s13688-020-00250-x","title":"Human biases in body measurement estimation","display_name":"Human biases in body measurement estimation","publication_year":2020,"publication_date":"2020-10-27","ids":{"openalex":"https://openalex.org/W3084833755","doi":"https://doi.org/10.1140/epjds/s13688-020-00250-x","mag":"3084833755"},"language":"en","primary_location":{"id":"doi:10.1140/epjds/s13688-020-00250-x","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-020-00250-x","pdf_url":"https://epjdatascience.springeropen.com/track/pdf/10.1140/epjds/s13688-020-00250-x","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://epjdatascience.springeropen.com/track/pdf/10.1140/epjds/s13688-020-00250-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050144940","display_name":"Kirill Martynov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kirill Martynov","raw_affiliation_strings":["Google, Munich, Germany","[Google, Munich, Germany]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google, Munich, Germany","institution_ids":[]},{"raw_affiliation_string":"[Google, Munich, Germany]","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063557800","display_name":"Kiran Garimella","orcid":"https://orcid.org/0000-0002-6212-5736"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kiran Garimella","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA","Massachusetts institute of Technology, Cambridge, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts institute of Technology, Cambridge, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101446790","display_name":"Robert West","orcid":"https://orcid.org/0000-0002-3984-1232"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Robert West","raw_affiliation_strings":["EPFL, Lausanne, Switzerland","\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne,"],"raw_orcid":"https://orcid.org/0000-0002-3984-1232","affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne,","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101446790"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":{"value":1690,"currency":"USD","value_usd":1690},"apc_paid":{"value":1690,"currency":"USD","value_usd":1690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14921802,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10010","display_name":"Obesity, Physical Activity, Diet","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10010","display_name":"Obesity, Physical Activity, Diet","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10866","display_name":"Nutritional Studies and Diet","score":0.919700026512146,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9089999794960022,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/estimation","display_name":"Estimation","score":0.5392732620239258},{"id":"https://openalex.org/keywords/overweight","display_name":"Overweight","score":0.5070312023162842},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.46619975566864014},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.43335679173469543},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3482593297958374},{"id":"https://openalex.org/keywords/obesity","display_name":"Obesity","score":0.33616161346435547},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3304450511932373},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.26941758394241333},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12095877528190613}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5392732620239258},{"id":"https://openalex.org/C2780586474","wikidata":"https://www.wikidata.org/wiki/Q332428","display_name":"Overweight","level":3,"score":0.5070312023162842},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.46619975566864014},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43335679173469543},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3482593297958374},{"id":"https://openalex.org/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.33616161346435547},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3304450511932373},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26941758394241333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12095877528190613},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1140/epjds/s13688-020-00250-x","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-020-00250-x","pdf_url":"https://epjdatascience.springeropen.com/track/pdf/10.1140/epjds/s13688-020-00250-x","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2009.07828","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.07828","pdf_url":"https://arxiv.org/pdf/2009.07828","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,"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":"","raw_type":"text"},{"id":"mag:3084833755","is_oa":true,"landing_page_url":"http://arxiv.org/pdf/2009.07828.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,"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":"pmh:oai:doaj.org/article:5718fafb2e494fd29c28abe4202e7b37","is_oa":true,"landing_page_url":"https://doaj.org/article/5718fafb2e494fd29c28abe4202e7b37","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":"EPJ Data Science, Vol 9, Iss 1, Pp 1-27 (2020)","raw_type":"article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/131858","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/131858","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Springer Berlin Heidelberg","raw_type":"Article"},{"id":"pmh:oai:infoscience.epfl.ch:281807","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/281807","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"},{"id":"doi:10.48550/arxiv.2009.07828","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2009.07828","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,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1140/epjds/s13688-020-00250-x","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-020-00250-x","pdf_url":"https://epjdatascience.springeropen.com/track/pdf/10.1140/epjds/s13688-020-00250-x","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3084833755.pdf","grobid_xml":"https://content.openalex.org/works/W3084833755.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1580717584","https://openalex.org/W1583474740","https://openalex.org/W1602514926","https://openalex.org/W1868613026","https://openalex.org/W1924064069","https://openalex.org/W1966195505","https://openalex.org/W1977674057","https://openalex.org/W1993865115","https://openalex.org/W1993960026","https://openalex.org/W1996489989","https://openalex.org/W2000647275","https://openalex.org/W2011413193","https://openalex.org/W2020331252","https://openalex.org/W2025228796","https://openalex.org/W2070670536","https://openalex.org/W2117893211","https://openalex.org/W2122990193","https://openalex.org/W2124802514","https://openalex.org/W2127139772","https://openalex.org/W2143891888","https://openalex.org/W2147842797","https://openalex.org/W2161381512","https://openalex.org/W2170112770","https://openalex.org/W2235922614","https://openalex.org/W2276595025","https://openalex.org/W2461148724","https://openalex.org/W2522029619","https://openalex.org/W2531951740","https://openalex.org/W2539402368","https://openalex.org/W2660435128","https://openalex.org/W2783668259","https://openalex.org/W2803309570","https://openalex.org/W2921366310","https://openalex.org/W2963281471","https://openalex.org/W2993775033","https://openalex.org/W3105649099","https://openalex.org/W3123053328","https://openalex.org/W3177525997","https://openalex.org/W4249247059","https://openalex.org/W4249896530","https://openalex.org/W4255897259"],"related_works":["https://openalex.org/W3095796613","https://openalex.org/W3122322809","https://openalex.org/W2884786845","https://openalex.org/W2176193730","https://openalex.org/W2971831208","https://openalex.org/W3162517009","https://openalex.org/W3126932990","https://openalex.org/W2086909270","https://openalex.org/W3167763380","https://openalex.org/W2181658007","https://openalex.org/W70472424","https://openalex.org/W3163390409","https://openalex.org/W3208267581","https://openalex.org/W3090567007","https://openalex.org/W2005570340","https://openalex.org/W3048751128","https://openalex.org/W2980636171","https://openalex.org/W1981565512","https://openalex.org/W1597494330","https://openalex.org/W2739403813"],"abstract_inverted_index":{"Abstract":[0],"Body":[1],"measurements,":[2],"including":[3],"weight":[4,49,80,90,146,160,208,226],"and":[5,28,30,50,54,56,81,83,91,150,164,193,243],"height,":[6,82],"are":[7,156,170,198,246,301],"key":[8],"indicators":[9],"of":[10,26,69,105,136,147,153,161,167,209,217,236,239,251],"health.":[11,36],"Being":[12],"able":[13],"to":[14,87,204,283],"visually":[15],"assess":[16,48],"body":[17,295],"measurements":[18],"reliably":[19],"is":[20,31,39,128,212,232],"a":[21,98,140,180],"step":[22],"towards":[23],"increased":[24],"awareness":[25],"overweight":[27],"obesity":[29],"thus":[32],"important":[33,290],"for":[34,93,272],"public":[35],"Nevertheless":[37],"it":[38],"currently":[40],"not":[41],"well":[42,109],"understood":[43],"how":[44,57],"accurately":[45],"humans":[46],"can":[47],"height":[51,92,152,166,192,223],"from":[52,66,72],"images,":[53,116],"when":[55],"they":[58],"fail.":[59],"To":[60],"bridge":[61],"this":[62,280,287],"gap,":[63],"we":[64,266],"start":[65],"1,682":[67],"images":[68,107,235],"persons":[70],"collected":[71],"the":[73,78,89,106,111,115,125,145,151,159,165,222,225,274,303],"Web,":[74],"each":[75,94],"annotated":[76],"with":[77,189],"true":[79],"ask":[84],"crowd":[85,112],"workers":[86,113,197,245,255],"estimate":[88,174],"image.":[95],"We":[96,132,173],"conduct":[97],"faceted":[99],"analysis":[100],"taking":[101],"into":[102],"account":[103],"characteristics":[104],"as":[108,110,298],"assessing":[114],"revealing":[117],"several":[118],"novel":[119],"findings:":[120],"(1)":[121],"Even":[122],"after":[123],"aggregation,":[124],"crowd\u2019s":[126,275],"accuracy":[127],"overall":[129],"low.":[130],"(2)":[131],"find":[133,278],"strong":[134],"evidence":[135],"contraction":[137],"bias":[138,269],"toward":[139],"reference":[141,177,185],"value,":[142],"such":[143],"that":[144,184,196,216,279],"light":[148],"people":[149,155,163,169,202,211],"short":[154,218],"overestimated,":[157],"whereas":[158],"heavy":[162],"tall":[168,210],"underestimated.":[171],"(3)":[172],"workers\u2019":[175,190],"individual":[176],"values":[178,186],"using":[179],"Bayesian":[181],"model,":[182],"finding":[183],"strongly":[187],"correlate":[188],"own":[191],"weight,":[194],"indicating":[195],"better":[199],"at":[200],"estimating":[201],"similar":[203],"themselves.":[205],"(4)":[206],"The":[207],"underestimated":[213],"more":[214],"than":[215,238],"people;":[219],"yet,":[220],"knowing":[221],"decreases":[224],"error":[227],"only":[228,281],"mildly.":[229],"(5)":[230],"Accuracy":[231],"higher":[233],"on":[234,262,292,302],"females":[237],"males,":[240],"but":[241,277],"female":[242],"male":[244],"no":[247],"different":[248],"in":[249,294],"terms":[250],"accuracy.":[252],"(6)":[253],"Crowd":[254],"improve":[256],"over":[257],"time":[258],"if":[259],"given":[260],"feedback":[261],"previous":[263],"guesses.":[264],"Finally,":[265],"explore":[267],"various":[268],"correction":[270],"models":[271],"improving":[273],"accuracy,":[276],"leads":[282],"modest":[284],"gains.":[285],"Overall,":[286],"work":[288],"provides":[289],"insights":[291],"biases":[293],"measurement":[296],"estimation":[297],"obesity-related":[299],"conditions":[300],"rise.":[304]},"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
