{"id":"https://openalex.org/W963972349","doi":null,"title":"Using matched samples to estimate the effects of exercise on mental health from twitter","display_name":"Using matched samples to estimate the effects of exercise on mental health from twitter","publication_year":2015,"publication_date":"2015-01-25","ids":{"openalex":"https://openalex.org/W963972349","mag":"963972349"},"language":"en","primary_location":{"id":"mag:963972349","doi":null,"is_oa":false,"landing_page_url":"http://www.cs.iit.edu/%7Eculotta/pubs/virgile15using.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306420577","display_name":"National Conference on Artificial Intelligence","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"National Conference on Artificial Intelligence","raw_type":null},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"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/A5052594099","display_name":"Virgile Landeiro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Virgile Landeiro Dos Reis","raw_affiliation_strings":["[Department of Computer Science, Illinois Institute of Technology, Chicago, IL]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Department of Computer Science, Illinois Institute of Technology, Chicago, IL]","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011178134","display_name":"Aron Culotta","orcid":"https://orcid.org/0000-0003-2660-7575","observed_orcids":["https://orcid.org/0000-0003-2660-7575"]},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aron Culotta","raw_affiliation_strings":["[Department of Computer Science, Illinois Institute of Technology, Chicago, IL]"],"raw_orcid":"https://orcid.org/0000-0003-2660-7575","affiliations":[{"raw_affiliation_string":"[Department of Computer Science, Illinois Institute of Technology, Chicago, IL]","institution_ids":["https://openalex.org/I180949307"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I180949307"],"apc_list":null,"apc_paid":null,"fwci":11.6983,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.98575499,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"182","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.5102999806404114,"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/T12488","display_name":"Mental Health via Writing","score":0.5102999806404114,"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/T10845","display_name":"Advanced Causal Inference Techniques","score":0.3529999852180481,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10352","display_name":"Physical Activity and Health","score":0.010400000028312206,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/exercise","display_name":"physical activity","score":0.906000018119812},{"id":"https://openalex.org/keywords/mental-health","display_name":"mental health","score":1.0},{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":0.7889999747276306},{"id":"https://openalex.org/keywords/anxiety","display_name":"anxiety","score":0.9919999837875366},{"id":"https://openalex.org/keywords/anger","display_name":"anger","score":0.8600000143051147},{"id":"https://openalex.org/keywords/twitter","display_name":"Twitter","score":0.8980000019073486},{"id":"https://openalex.org/keywords/social-media-monitoring","display_name":"social media monitoring","score":0.8999999761581421},{"id":"https://openalex.org/keywords/health-surveillance","display_name":"health surveillance","score":0.875},{"id":"https://openalex.org/keywords/causal-inference","display_name":"causal inference","score":0.8529999852180481},{"id":"https://openalex.org/keywords/confounding","display_name":"confounding","score":0.9649999737739563},{"id":"https://openalex.org/keywords/statistical-matching","display_name":"statistical matching","score":0.9010000228881836},{"id":"https://openalex.org/keywords/activity-trackers","display_name":"wearable activity trackers","score":0.8069999814033508},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.6349999904632568},{"id":"https://openalex.org/keywords/sensitivity-analysis","display_name":"sensitivity analysis","score":0.4490000009536743}],"concepts":[{"id":"https://openalex.org/C2779302386","wikidata":"https://www.wikidata.org/wiki/Q79871","display_name":"Anger","level":2,"score":0.701442539691925},{"id":"https://openalex.org/C77350462","wikidata":"https://www.wikidata.org/wiki/Q1125472","display_name":"Confounding","level":2,"score":0.664779007434845},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6362394690513611},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.5091907382011414},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4893459677696228},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.44244006276130676},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40768641233444214},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3310084342956543},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.27712419629096985},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.25202664732933044},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13383784890174866}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:963972349","doi":null,"is_oa":false,"landing_page_url":"http://www.cs.iit.edu/%7Eculotta/pubs/virgile15using.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306420577","display_name":"National Conference on Artificial Intelligence","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"National Conference on Artificial Intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9537000060081482}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W754613","https://openalex.org/W2402700","https://openalex.org/W6274171","https://openalex.org/W14337430","https://openalex.org/W201361503","https://openalex.org/W1528377600","https://openalex.org/W1965032599","https://openalex.org/W1969894105","https://openalex.org/W1975587682","https://openalex.org/W1976323204","https://openalex.org/W2011273513","https://openalex.org/W2012523161","https://openalex.org/W2017238344","https://openalex.org/W2061039971","https://openalex.org/W2073443734","https://openalex.org/W2073979932","https://openalex.org/W2076393877","https://openalex.org/W2078403100","https://openalex.org/W2098695000","https://openalex.org/W2100772444","https://openalex.org/W2101234009","https://openalex.org/W2103614491","https://openalex.org/W2110228583","https://openalex.org/W2113166392","https://openalex.org/W2127841934","https://openalex.org/W2130433548","https://openalex.org/W2141701578","https://openalex.org/W2147194983","https://openalex.org/W2162051395","https://openalex.org/W2171468534","https://openalex.org/W2277306507"],"related_works":["https://openalex.org/W4299328086","https://openalex.org/W4401402387","https://openalex.org/W2937687852","https://openalex.org/W6903762132","https://openalex.org/W3164891024","https://openalex.org/W7131847486","https://openalex.org/W4366373991","https://openalex.org/W4367046701","https://openalex.org/W4286593312","https://openalex.org/W2528658358"],"abstract_inverted_index":{"Recent":[0],"work":[1],"has":[2],"demonstrated":[3],"the":[4,65,90,159,169,173,176,179,182],"value":[5],"of":[6,67,92,113,146,175,181],"social":[7],"media":[8],"monitoring":[9],"for":[10],"health":[11,71],"surveillance":[12],"(e.g.,":[13,34],"tracking":[14],"influenza":[15],"or":[16,99,137],"depression":[17,41,136],"rates).":[18,42],"It":[19],"is":[20,54,140],"an":[21],"open":[22],"question":[23],"whether":[24],"such":[25,165],"data":[26,53],"can":[27],"be":[28],"used":[29],"to":[30,39,57,79,88,156],"make":[31],"causal":[32,49],"inferences":[33],"determining":[35],"which":[36],"activities":[37],"lead":[38],"increased":[40],"Even":[43],"in":[44,144,164],"traditional,":[45],"restricted":[46],"domains,":[47],"estimating":[48],"effects":[50],"from":[51,72],"observational":[52],"highly":[55],"susceptible":[56],"confounding":[58,81],"bias.":[59,82],"In":[60],"this":[61],"work,":[62],"we":[63],"estimate":[64,89],"effect":[66],"exercise":[68,107,129],"on":[69,75],"mental":[70],"Twitter,":[73],"relying":[74],"statistical":[76],"matching":[77],"methods":[78],"reduce":[80],"We":[83,124,150],"train":[84],"a":[85,93,120,153,166],"text":[86],"classifier":[87,177],"volume":[91],"user's":[94],"tweets":[95,134,147],"expressing":[96,135,148],"anxiety,":[97],"depression,":[98],"anger,":[100],"then":[101],"compare":[102],"two":[103],"groups:":[104],"those":[105,127],"who":[106,128],"regularly":[108,130],"(identified":[109],"by":[110],"their":[111],"use":[112],"physical":[114],"activity":[115],"trackers":[116],"like":[117],"Nike+),":[118],"and":[119,178],"matched":[121],"control":[122,183],"group.":[123,184],"find":[125],"that":[126],"have":[131],"significantly":[132],"fewer":[133],"anxiety;":[138],"there":[139],"no":[141],"significant":[142],"difference":[143],"rates":[145],"anger.":[149],"additionally":[151],"perform":[152],"sensitivity":[154],"analysis":[155],"investigate":[157],"how":[158],"many":[160],"experimental":[161],"design":[162],"choices":[163],"study":[167],"impact":[168],"final":[170],"conclusions,":[171],"including":[172],"quality":[174],"construction":[180]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":7},{"year":2015,"cited_by_count":7}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
