{"id":"https://openalex.org/W2914320791","doi":"https://doi.org/10.1145/3308558.3313432","title":"Goal-setting And Achievement In Activity Tracking Apps: A Case Study Of MyFitnessPal","display_name":"Goal-setting And Achievement In Activity Tracking Apps: A Case Study Of MyFitnessPal","publication_year":2019,"publication_date":"2019-05-13","ids":{"openalex":"https://openalex.org/W2914320791","doi":"https://doi.org/10.1145/3308558.3313432","mag":"2914320791","pmid":"https://pubmed.ncbi.nlm.nih.gov/32368761"},"language":"en","primary_location":{"id":"doi:10.1145/3308558.3313432","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313432","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3308558.3313432","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Mitchell Gordon","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mitchell Gordon","raw_affiliation_strings":["Stanford University, USA"],"affiliations":[{"raw_affiliation_string":"Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tim Althoff","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tim Althoff","raw_affiliation_strings":["Stanford University, USA"],"affiliations":[{"raw_affiliation_string":"Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jure Leskovec","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jure Leskovec","raw_affiliation_strings":["Stanford University, USA"],"affiliations":[{"raw_affiliation_string":"Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":3.5028,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.9238087,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"2019","issue":null,"first_page":"571","last_page":"582"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9990000128746033,"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/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.983299970626831,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6759999990463257},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5909000039100647},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5246000289916992},{"id":"https://openalex.org/keywords/goal-setting","display_name":"Goal setting","score":0.484499990940094},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.48080000281333923},{"id":"https://openalex.org/keywords/goal-orientation","display_name":"Goal orientation","score":0.32019999623298645}],"concepts":[{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6759999990463257},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5909000039100647},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5246000289916992},{"id":"https://openalex.org/C2781195723","wikidata":"https://www.wikidata.org/wiki/Q199027","display_name":"Goal setting","level":2,"score":0.484499990940094},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.48080000281333923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.478300005197525},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.47440001368522644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3375000059604645},{"id":"https://openalex.org/C84653758","wikidata":"https://www.wikidata.org/wiki/Q5575175","display_name":"Goal orientation","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.30869999527931213},{"id":"https://openalex.org/C2777536939","wikidata":"https://www.wikidata.org/wiki/Q25054194","display_name":"Goal pursuit","level":2,"score":0.299699991941452},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.2854999899864197},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2667999863624573},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2572000026702881},{"id":"https://openalex.org/C14262774","wikidata":"https://www.wikidata.org/wiki/Q4880695","display_name":"Behavior change","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3308558.3313432","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313432","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},{"id":"pmid:32368761","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32368761","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":"Proceedings of the ... International World-Wide Web Conference. International WWW Conference","raw_type":null},{"id":"pmh:oai:arXiv.org:1904.02813","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1904.02813","pdf_url":"https://arxiv.org/pdf/1904.02813","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"raw_type":"text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7197296","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7197296","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc Int World Wide Web Conf","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1145/3308558.3313432","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313432","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1590390952","https://openalex.org/W1968304461","https://openalex.org/W1988133012","https://openalex.org/W2019384380","https://openalex.org/W2033926272","https://openalex.org/W2035040039","https://openalex.org/W2037646636","https://openalex.org/W2042019145","https://openalex.org/W2053044172","https://openalex.org/W2079591709","https://openalex.org/W2081481153","https://openalex.org/W2091177731","https://openalex.org/W2091230101","https://openalex.org/W2103239268","https://openalex.org/W2108507022","https://openalex.org/W2110607266","https://openalex.org/W2129758658","https://openalex.org/W2136317611","https://openalex.org/W2169580454","https://openalex.org/W2175024525","https://openalex.org/W2346840667","https://openalex.org/W2406938403","https://openalex.org/W2469290572","https://openalex.org/W2523153599","https://openalex.org/W2560473567","https://openalex.org/W2567566020","https://openalex.org/W2593064265","https://openalex.org/W2757714531","https://openalex.org/W2997591727","https://openalex.org/W4229887879","https://openalex.org/W4250482903","https://openalex.org/W6819083493"],"related_works":[],"abstract_inverted_index":{"Activity":[0],"tracking":[1],"apps":[2,42],"often":[3],"make":[4],"use":[5,203],"of":[6,10,39,50,56,96,110,163,213],"goals":[7,88],"as":[8,146,149,172],"one":[9],"their":[11,116,137],"core":[12],"motivational":[13],"tools.":[14],"There":[15],"are":[16,194],"two":[17],"critical":[18],"components":[19],"to":[20,175,206,234],"this":[21,62],"tool:":[22],"<i>setting</i>":[23],"a":[24,37,65,93,221],"goal,":[25],"and":[26,53,69,76,82,100,114,154,189],"subsequently":[27],"<i>achieving</i>":[28],"that":[29,72,139,183,200],"goal.":[30],"Despite":[31],"its":[32,83],"crucial":[33,77],"role":[34],"in":[35,89,238],"how":[36,111,228],"number":[38],"prominent":[40],"self-tracking":[41,57,239],"function,":[43],"there":[44],"has":[45],"been":[46],"relatively":[47],"little":[48],"investigation":[49],"the":[51,80,128,192],"goal-setting":[52],"achievement":[54,70,178,209,237],"aspects":[55],"apps.":[58,240],"Here":[59],"we":[60,201,226],"explore":[61],"issue,":[63],"investigating":[64],"particular":[66],"goal":[67,177,193,208,222,236],"setting":[68],"process":[71],"is":[73,223],"extensive,":[74],"recorded,":[75],"for":[78,105,122],"both":[79],"app":[81],"users'":[84],"success:":[85],"weight":[86,101,148,165],"loss":[87,102],"MyFitnessPal.":[90],"We":[91,118,180,197],"present":[92],"large-scale":[94],"study":[95],"1.4":[97],"million":[98],"users":[99],"goals,":[103,125,138],"allowing":[104],"an":[106,211],"unprecedented":[107],"detailed":[108],"view":[109],"people":[112],"set":[113,151],"achieve":[115,136],"goals.":[117],"find":[119],"that,":[120],"even":[121],"difficult":[123],"long-term":[124],"behavior":[126],"within":[127],"first":[129],"7":[130,218],"days":[131,219],"predicts":[132],"those":[133,141,155],"who":[134,142,156],"ultimately":[135],"is,":[140],"lose":[143],"at":[144],"least":[145],"much":[147],"they":[150],"out":[152],"to,":[153],"do":[157],"not.":[158],"For":[159],"instance,":[160],"high":[161],"amounts":[162],"early":[164,184],"loss,":[166],"which":[167],"some":[168],"researchers":[169],"have":[170],"classified":[171],"unsustainable,":[173],"leads":[174],"higher":[176],"rates.":[179],"also":[181],"show":[182,199],"food":[185],"intake,":[186],"self-monitoring":[187],"motivation,":[188],"attitude":[190],"towards":[191],"important":[195],"factors.":[196],"then":[198],"can":[202],"our":[204,229],"findings":[205,230],"predict":[207],"with":[210],"accuracy":[212],"79%":[214],"ROC":[215],"AUC":[216],"just":[217],"after":[220],"set.":[224],"Finally,":[225],"discuss":[227],"could":[231],"inform":[232],"steps":[233],"improve":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2019-02-21T00:00:00"}
