{"id":"https://openalex.org/W3009585246","doi":"https://doi.org/10.25300/misq/2020/15106","title":"A Comprehensive Analysis of Triggers and Risk Factors for Asthma Based on Machine Learning and Large Heterogeneous Data Sources","display_name":"A Comprehensive Analysis of Triggers and Risk Factors for Asthma Based on Machine Learning and Large Heterogeneous Data Sources","publication_year":2020,"publication_date":"2020-03-01","ids":{"openalex":"https://openalex.org/W3009585246","doi":"https://doi.org/10.25300/misq/2020/15106","mag":"3009585246"},"language":"en","primary_location":{"id":"doi:10.25300/misq/2020/15106","is_oa":false,"landing_page_url":"https://doi.org/10.25300/misq/2020/15106","pdf_url":null,"source":{"id":"https://openalex.org/S57293258","display_name":"MIS Quarterly","issn_l":"0276-7783","issn":["0276-7783","2162-9730"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4327875293","host_organization_name":"MIS Quarterly","host_organization_lineage":["https://openalex.org/P4327875293"],"host_organization_lineage_names":["MIS Quarterly"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MIS Quarterly","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5100318942","display_name":"Wenli Zhang","orcid":"https://orcid.org/0000-0002-6781-2826"},"institutions":[{"id":"https://openalex.org/I173911158","display_name":"Iowa State University","ror":"https://ror.org/04rswrd78","country_code":"US","type":"education","lineage":["https://openalex.org/I173911158"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenli Zhang","raw_affiliation_strings":["Debbie and Jerry Ivy College of Business, Iowa State University, 2167 Union Drive, Ames, IA 50011 U.S.A","Iowa State University\u2028"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Debbie and Jerry Ivy College of Business, Iowa State University, 2167 Union Drive, Ames, IA 50011 U.S.A","institution_ids":["https://openalex.org/I173911158"]},{"raw_affiliation_string":"Iowa State University\u2028","institution_ids":["https://openalex.org/I173911158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044250210","display_name":"Sudha Ram","orcid":"https://orcid.org/0000-0001-6053-1311"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sudha Ram","raw_affiliation_strings":["Eller College of Management, University of Arizona, 1130 E. Helen Street, Tucson, AZ 85721 U.S.A","Management Information Systems"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eller College of Management, University of Arizona, 1130 E. Helen Street, Tucson, AZ 85721 U.S.A","institution_ids":["https://openalex.org/I138006243"]},{"raw_affiliation_string":"Management Information Systems","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.5699,"has_fulltext":false,"cited_by_count":65,"citation_normalized_percentile":{"value":0.94144063,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"44","issue":"1","first_page":"305","last_page":"350"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.21089999377727509,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.21089999377727509,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/asthma","display_name":"Asthma","score":0.8556948304176331},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.47171491384506226},{"id":"https://openalex.org/keywords/risk-factor","display_name":"Risk factor","score":0.44447553157806396},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4216499626636505},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.40813344717025757},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.36101511120796204},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35841840505599976},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3114796280860901},{"id":"https://openalex.org/keywords/immunology","display_name":"Immunology","score":0.18460828065872192}],"concepts":[{"id":"https://openalex.org/C2776042228","wikidata":"https://www.wikidata.org/wiki/Q35869","display_name":"Asthma","level":2,"score":0.8556948304176331},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.47171491384506226},{"id":"https://openalex.org/C50440223","wikidata":"https://www.wikidata.org/wiki/Q1475848","display_name":"Risk factor","level":2,"score":0.44447553157806396},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4216499626636505},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.40813344717025757},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.36101511120796204},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35841840505599976},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3114796280860901},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.18460828065872192},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.25300/misq/2020/15106","is_oa":false,"landing_page_url":"https://doi.org/10.25300/misq/2020/15106","pdf_url":null,"source":{"id":"https://openalex.org/S57293258","display_name":"MIS Quarterly","issn_l":"0276-7783","issn":["0276-7783","2162-9730"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4327875293","host_organization_name":"MIS Quarterly","host_organization_lineage":["https://openalex.org/P4327875293"],"host_organization_lineage_names":["MIS Quarterly"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MIS Quarterly","raw_type":"journal-article"},{"id":"pmh:oai:repository.arizona.edu:10150/658319","is_oa":false,"landing_page_url":"http://hdl.handle.net/10150/658319","pdf_url":null,"source":{"id":"https://openalex.org/S4306400271","display_name":"UA Campus Repository (The University of Arizona)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138006243","host_organization_name":"University of Arizona","host_organization_lineage":["https://openalex.org/I138006243"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"MIS QUARTERLY","raw_type":"Article"},{"id":"pmh:oai:aisel.aisnet.org:misq-3554","is_oa":false,"landing_page_url":"https://aisel.aisnet.org/misq/vol44/iss1/14","pdf_url":null,"source":{"id":"https://openalex.org/S30879505","display_name":"Journal of the Association for Information Systems","issn_l":"1536-9323","issn":["1536-9323"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310321080","host_organization_name":"Association for Information Systems","host_organization_lineage":["https://openalex.org/P4310321080"],"host_organization_lineage_names":["Association for Information Systems"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Management Information Systems Quarterly","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":83,"referenced_works":["https://openalex.org/W640539322","https://openalex.org/W861231979","https://openalex.org/W1488107040","https://openalex.org/W1498589520","https://openalex.org/W1589554437","https://openalex.org/W1897226256","https://openalex.org/W1934334043","https://openalex.org/W1948059877","https://openalex.org/W1963573220","https://openalex.org/W1969001298","https://openalex.org/W1971816555","https://openalex.org/W1972094931","https://openalex.org/W1976170536","https://openalex.org/W1980185618","https://openalex.org/W1981229576","https://openalex.org/W1982824483","https://openalex.org/W1985749074","https://openalex.org/W1992839498","https://openalex.org/W2012064690","https://openalex.org/W2029565583","https://openalex.org/W2029604816","https://openalex.org/W2033609349","https://openalex.org/W2039312841","https://openalex.org/W2040263621","https://openalex.org/W2050237494","https://openalex.org/W2053154970","https://openalex.org/W2060647977","https://openalex.org/W2069191061","https://openalex.org/W2069516633","https://openalex.org/W2076258403","https://openalex.org/W2094084410","https://openalex.org/W2094829202","https://openalex.org/W2108789006","https://openalex.org/W2110893883","https://openalex.org/W2112627361","https://openalex.org/W2114548451","https://openalex.org/W2119269262","https://openalex.org/W2119821739","https://openalex.org/W2121001699","https://openalex.org/W2124405828","https://openalex.org/W2132405776","https://openalex.org/W2141161236","https://openalex.org/W2142439969","https://openalex.org/W2143221170","https://openalex.org/W2146606092","https://openalex.org/W2149193229","https://openalex.org/W2150165826","https://openalex.org/W2151461605","https://openalex.org/W2158122675","https://openalex.org/W2158342889","https://openalex.org/W2159128662","https://openalex.org/W2165465489","https://openalex.org/W2296460553","https://openalex.org/W2493126372","https://openalex.org/W2510725918","https://openalex.org/W2563256687","https://openalex.org/W2569545374","https://openalex.org/W2612484301","https://openalex.org/W2911964244","https://openalex.org/W2960876827","https://openalex.org/W3151685851","https://openalex.org/W4241526697","https://openalex.org/W4294214797","https://openalex.org/W6600376888","https://openalex.org/W6604138044","https://openalex.org/W6631749597","https://openalex.org/W6638646292","https://openalex.org/W6639202700","https://openalex.org/W6639622156","https://openalex.org/W6639862454","https://openalex.org/W6640904281","https://openalex.org/W6654639443","https://openalex.org/W6676622225","https://openalex.org/W6682094280","https://openalex.org/W6684102810","https://openalex.org/W6686889675","https://openalex.org/W6697203576","https://openalex.org/W6712042790","https://openalex.org/W6732472819","https://openalex.org/W6736739327","https://openalex.org/W6765155004","https://openalex.org/W6795170202","https://openalex.org/W6803376173"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4322724676","https://openalex.org/W2105874438","https://openalex.org/W2138924472","https://openalex.org/W1581535387","https://openalex.org/W4226475667","https://openalex.org/W4319082918","https://openalex.org/W1992008368","https://openalex.org/W243807840"],"abstract_inverted_index":{"Asthma":[0],"is":[1,39],"a":[2,88],"common":[3],"chronic":[4],"health":[5],"condition":[6],"affecting":[7],"millions":[8],"of":[9,65,68,108,120,133,144,181],"people":[10],"in":[11],"the":[12,130,174,178],"United":[13],"States.":[14],"While":[15],"asthma":[16,35,77,110,134,163],"cannot":[17],"be":[18,22],"cured,":[19],"it":[20],"can":[21,158],"managed":[23],"if":[24],"we":[25,86],"identify":[26],"and":[27,30,44,49,51,79,92,99,118,123,127,136,139,156,166],"understand":[28],"triggers":[29,43,78,135],"risk":[31,45,80,137],"factors":[32,46,81],"that":[33],"cause":[34],"exacerbations.":[36],"However,":[37],"this":[38,84],"challenging":[40],"because":[41],"these":[42],"are":[47,53,146],"complex":[48],"interconnected,":[50],"there":[52],"limitations":[54],"to":[55,104,148,176],"current":[56],"mainstream":[57],"approaches":[58],"for":[59,76,161,168],"identifying":[60],"them.":[61],"The":[62],"recent":[63],"availability":[64],"massive":[66],"amounts":[67],"heterogeneous":[69,122],"data":[70],"has":[71],"opened":[72],"up":[73],"new":[74],"possibilities":[75],"analyses.":[82],"In":[83],"study,":[85],"introduce":[87],"data-driven":[89],"framework,":[90],"adapt":[91],"integrate":[93],"multiple":[94],"advanced":[95],"machine":[96],"learning":[97],"techniques,":[98],"perform":[100],"an":[101],"empirical":[102],"analysis":[103],"(1)":[105],"derive":[106],"characteristics":[107],"self-reported":[109],"patients":[111],"from":[112],"social":[113],"media,":[114],"(2)":[115],"enable":[116],"integration":[117],"repurposing":[119],"highly":[121],"commonly":[124],"available":[125],"datasets,":[126],"(3)":[128],"uncover":[129],"sequential":[131],"patterns":[132],"factors,":[138],"their":[140],"relative":[141],"importance,":[142],"both":[143],"which":[145],"difficult":[147],"achieve":[149],"via":[150],"retrospective":[151],"cohort-based":[152],"studies.":[153],"Our":[154],"methods":[155],"results":[157],"provide":[159],"guidance":[160],"developing":[162],"management":[164],"plans":[165],"interventions":[167],"specific":[169],"subpopulations":[170],"and,":[171],"eventually,":[172],"have":[173],"potential":[175],"reduce":[177],"societal":[179],"burden":[180],"asthma.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":3}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}