{"id":"https://openalex.org/W7213352299","doi":"https://doi.org/10.48550/arxiv.2609.15353","title":"Modelling multiple disease risk factors for microsimulation studies: a review of methods","display_name":"Modelling multiple disease risk factors for microsimulation studies: a review of methods","publication_year":2026,"publication_date":"2026-09-14","ids":{"openalex":"https://openalex.org/W7213352299","doi":"https://doi.org/10.48550/arxiv.2609.15353"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2609.15353","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.15353","pdf_url":"https://arxiv.org/pdf/2609.15353","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":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2609.15353","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108907597","display_name":"Oliver Church","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210134973","display_name":"MRC Biostatistics Unit","ror":"https://ror.org/046vje122","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I4210087105","https://openalex.org/I4210134973","https://openalex.org/I90344618"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Church, Oliver","raw_affiliation_strings":["Work carried out while at MRC Biostatistics Unit , University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Work carried out while at MRC Biostatistics Unit , University of Cambridge","institution_ids":["https://openalex.org/I241749","https://openalex.org/I4210134973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103935650","display_name":"Christopher Jackson","orcid":"https://orcid.org/0000-0002-6656-8913","observed_orcids":["https://orcid.org/0000-0002-6656-8913"]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210134973","display_name":"MRC Biostatistics Unit","ror":"https://ror.org/046vje122","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I4210087105","https://openalex.org/I4210134973","https://openalex.org/I90344618"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jackson, Christopher","raw_affiliation_strings":["MRC Biostatistics Unit , University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MRC Biostatistics Unit , University of Cambridge","institution_ids":["https://openalex.org/I241749","https://openalex.org/I4210134973"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"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/T14509","display_name":"demographic modeling and climate adaptation","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14509","display_name":"demographic modeling and climate adaptation","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"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/T11195","display_name":"Simulation Techniques and Applications","score":0.003700000001117587,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14212","display_name":"Health Promotion and Cardiovascular Prevention","score":0.0020000000949949026,"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/multiple-risk-factors","display_name":"multiple risk factors","score":0.8429999947547913},{"id":"https://openalex.org/keywords/chronic-disease-risk-reduction","display_name":"chronic disease risk reduction","score":0.8610000014305115},{"id":"https://openalex.org/keywords/synthetic-population","display_name":"synthetic population","score":0.796999990940094},{"id":"https://openalex.org/keywords/repeated-cross-sectional-data","display_name":"repeated cross-sectional data","score":0.8429999947547913},{"id":"https://openalex.org/keywords/longitudinal-data","display_name":"longitudinal data","score":0.5329999923706055},{"id":"https://openalex.org/keywords/health-policy-evaluation","display_name":"health policy evaluation","score":0.8539999723434448},{"id":"https://openalex.org/keywords/model-validation","display_name":"model validation","score":0.35100001096725464}],"concepts":[{"id":"https://openalex.org/C2780015235","wikidata":"https://www.wikidata.org/wiki/Q1934035","display_name":"Microsimulation","level":2,"score":0.7660999894142151},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5439000129699707},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.5145000219345093},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.43639999628067017},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.41339999437332153},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.35679998993873596},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.34060001373291016},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3402999937534332},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3343000113964081},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.31709998846054077},{"id":"https://openalex.org/C2778149918","wikidata":"https://www.wikidata.org/wiki/Q3291156","display_name":"Population health","level":3,"score":0.30959999561309814},{"id":"https://openalex.org/C3020672099","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Longitudinal data","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26179999113082886},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.26100000739097595},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2549000084400177}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2609.15353","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.15353","pdf_url":"https://arxiv.org/pdf/2609.15353","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":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2609.15353","doi":"https://doi.org/10.48550/arxiv.2609.15353","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2609.15353","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2609.15353","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.15353","pdf_url":"https://arxiv.org/pdf/2609.15353","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":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9391000270843506}],"study_designs":[],"awards":[{"id":"https://openalex.org/G7510589084","display_name":null,"funder_award_id":"MC_UU_00040/4","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213352299.pdf","grobid_xml":"https://content.openalex.org/works/W7213352299.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1778321251","https://openalex.org/W1852003516","https://openalex.org/W1977945833","https://openalex.org/W2022777603","https://openalex.org/W2039096157","https://openalex.org/W2055838663","https://openalex.org/W2062638219","https://openalex.org/W2122045197","https://openalex.org/W2157234098","https://openalex.org/W2161564543","https://openalex.org/W2265414365","https://openalex.org/W2346719676","https://openalex.org/W2414777308","https://openalex.org/W2612464660","https://openalex.org/W2746124166","https://openalex.org/W2768269510","https://openalex.org/W2792615715","https://openalex.org/W2888964760","https://openalex.org/W3023844846","https://openalex.org/W3028182639","https://openalex.org/W3042826391","https://openalex.org/W3087225351","https://openalex.org/W3194697070","https://openalex.org/W3201940577","https://openalex.org/W4226213786","https://openalex.org/W4365479483"],"related_works":["https://openalex.org/W6925659222","https://openalex.org/W4403862945","https://openalex.org/W2768269510","https://openalex.org/W2901093244","https://openalex.org/W1972651675","https://openalex.org/W7112656913","https://openalex.org/W4410022931","https://openalex.org/W1507556720","https://openalex.org/W7096268311","https://openalex.org/W4409436113"],"abstract_inverted_index":{"Longitudinal":[0],"microsimulation":[1,124],"models":[2,154],"to":[3,31,59,96,107,126,149,155],"evaluate":[4,127],"policies":[5],"and":[6,49,80,82,98,109,119,142],"scenarios":[7],"for":[8,19],"chronic":[9],"disease":[10],"risk":[11,17,62],"reduction":[12],"typically":[13],"involve":[14],"simulating":[15],"multiple":[16,61],"factors":[18,63],"a":[20,111,123,135],"synthetic":[21],"population":[22],"over":[23,64],"time.":[24],"Various":[25],"statistical":[26],"methods":[27,54,101,116],"have":[28,39,56],"been":[29,41,57],"used":[30,58,95,118],"accomplish":[32],"this,":[33],"but":[34],"the":[35,51,115,146],"principles":[36],"behind":[37],"them":[38],"never":[40],"comprehensively":[42],"reviewed":[43],"or":[44,69],"critically":[45],"compared.":[46],"We":[47,89,132],"describe":[48,90],"review":[50],"range":[52,137],"of":[53,87,138],"that":[55,92,134],"simulate":[60],"time,":[65],"given":[66],"either":[67],"longitudinal":[68],"repeated":[70],"cross-sectional":[71],"data,":[72,108],"highlight":[73],"those":[74],"which":[75],"are":[76,117,140],"most":[77],"practically":[78],"applicable":[79],"flexible,":[81],"introduce":[83],"some":[84],"useful":[85,136],"variants":[86],"them.":[88],"procedures":[91,139],"can":[93],"be":[94],"check":[97],"compare":[99],"these":[100],"in":[102,153],"practice":[103],"based":[104,121],"on":[105,122],"fit":[106],"present":[110],"case":[112],"study":[113],"where":[114],"compared,":[120],"model":[125],"mid-life":[128],"cardiovascular":[129],"health":[130,157],"checks.":[131],"conclude":[133],"available,":[141],"this":[143],"paper":[144],"improves":[145],"knowledge":[147],"base":[148],"support":[150],"their":[151],"use":[152],"inform":[156],"policy.":[158]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-16T00:00:00"}
