{"id":"https://openalex.org/W2784062425","doi":null,"title":"Chronic Disease Risk Prediction Models and their Impacts on Behavioural and Health Outcomes: A Systematic Review and Meta-analysis","display_name":"Chronic Disease Risk Prediction Models and their Impacts on Behavioural and Health Outcomes: A Systematic Review and Meta-analysis","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2784062425","mag":"2784062425"},"language":"en","primary_location":{"id":"pmh:oai:ir.lib.uwo.ca:etd-7061","doi":null,"is_oa":true,"landing_page_url":"https://ir.lib.uwo.ca/etd/5146","pdf_url":"https://ir.lib.uwo.ca/etd/5146","source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Electronic Thesis and Dissertation Repository","raw_type":"text"},"volume":null,"type":"review","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ir.lib.uwo.ca/etd/5146","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009572165","display_name":"Patrick Kim","orcid":"https://orcid.org/0000-0002-9933-8487","observed_orcids":["https://orcid.org/0000-0002-9933-8487"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Patrick Kim","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-9933-8487","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5009572165"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T14212","display_name":"Health Promotion and Cardiovascular Prevention","score":0.5429999828338623,"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/T14212","display_name":"Health Promotion and Cardiovascular Prevention","score":0.5429999828338623,"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/T10827","display_name":"Patient-Provider Communication in Healthcare","score":0.4440999925136566,"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/T11542","display_name":"Behavioral Health and Interventions","score":0.0015999999595806003,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/risk-prediction-model","display_name":"risk prediction model","score":0.9549999833106995},{"id":"https://openalex.org/keywords/chronic-disease","display_name":"chronic disease","score":0.9110000133514404},{"id":"https://openalex.org/keywords/physician-behaviour","display_name":"physician behaviour","score":0.8199999928474426},{"id":"https://openalex.org/keywords/patient-behavior","display_name":"patient behavior","score":0.9959999918937683},{"id":"https://openalex.org/keywords/health-outcomes","display_name":"health outcomes","score":0.7749999761581421},{"id":"https://openalex.org/keywords/preventive-interventions","display_name":"preventive interventions","score":0.9129999876022339},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"blood pressure","score":0.7540000081062317},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.4749999940395355}],"concepts":[{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.6776738166809082},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4686768651008606},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.45155513286590576},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35065001249313354},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10120338201522827}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:ir.lib.uwo.ca:etd-7061","doi":null,"is_oa":true,"landing_page_url":"https://ir.lib.uwo.ca/etd/5146","pdf_url":"https://ir.lib.uwo.ca/etd/5146","source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Electronic Thesis and Dissertation Repository","raw_type":"text"},{"id":"pmh:oai:uwo.scholaris.ca:20.500.14721/27871","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/20.500.14721/27871","pdf_url":null,"source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"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":"thesis"},{"id":"mag:2784062425","doi":null,"is_oa":false,"landing_page_url":"https://ir.lib.uwo.ca/cgi/viewcontent.cgi?article=7061&context=etd","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:ir.lib.uwo.ca:etd-7061","doi":null,"is_oa":true,"landing_page_url":"https://ir.lib.uwo.ca/etd/5146","pdf_url":"https://ir.lib.uwo.ca/etd/5146","source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Electronic Thesis and Dissertation Repository","raw_type":"text"},"sustainable_development_goals":[{"score":1.0,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2784062425.pdf","grobid_xml":"https://content.openalex.org/works/W2784062425.grobid-xml"},"referenced_works_count":178,"referenced_works":["https://openalex.org/W8857613","https://openalex.org/W79003504","https://openalex.org/W90845366","https://openalex.org/W115052131","https://openalex.org/W133059112","https://openalex.org/W147323777","https://openalex.org/W178408613","https://openalex.org/W202998065","https://openalex.org/W298398306","https://openalex.org/W572610557","https://openalex.org/W639942055","https://openalex.org/W640553068","https://openalex.org/W1117735932","https://openalex.org/W1199194535","https://openalex.org/W1499796422","https://openalex.org/W1535744947","https://openalex.org/W1552547472","https://openalex.org/W1586176502","https://openalex.org/W1594364707","https://openalex.org/W1598602811","https://openalex.org/W1835938452","https://openalex.org/W1840938196","https://openalex.org/W1901646900","https://openalex.org/W1935923679","https://openalex.org/W1955803833","https://openalex.org/W1959562998","https://openalex.org/W1964347831","https://openalex.org/W1964463593","https://openalex.org/W1965142216","https://openalex.org/W1967833059","https://openalex.org/W1975897418","https://openalex.org/W1979744384","https://openalex.org/W1980629690","https://openalex.org/W1980649824","https://openalex.org/W1980892796","https://openalex.org/W1981501248","https://openalex.org/W1982644748","https://openalex.org/W1984326217","https://openalex.org/W1984373050","https://openalex.org/W1985967126","https://openalex.org/W1987915768","https://openalex.org/W1994224528","https://openalex.org/W1994822962","https://openalex.org/W1996341926","https://openalex.org/W1996967717","https://openalex.org/W2000702318","https://openalex.org/W2003215670","https://openalex.org/W2012301002","https://openalex.org/W2015119495","https://openalex.org/W2017766892","https://openalex.org/W2021789709","https://openalex.org/W2022016342","https://openalex.org/W2023327309","https://openalex.org/W2023505537","https://openalex.org/W2023732110","https://openalex.org/W2024261383","https://openalex.org/W2024887237","https://openalex.org/W2028219942","https://openalex.org/W2028902836","https://openalex.org/W2030082217","https://openalex.org/W2030322782","https://openalex.org/W2030376774","https://openalex.org/W2031564429","https://openalex.org/W2031766987","https://openalex.org/W2035954752","https://openalex.org/W2037195555","https://openalex.org/W2040173601","https://openalex.org/W2041963100","https://openalex.org/W2044377809","https://openalex.org/W2049551558","https://openalex.org/W2051411536","https://openalex.org/W2051483504","https://openalex.org/W2052163483","https://openalex.org/W2055749619","https://openalex.org/W2059543950","https://openalex.org/W2076514842","https://openalex.org/W2076677434","https://openalex.org/W2077663753","https://openalex.org/W2078380401","https://openalex.org/W2078759894","https://openalex.org/W2083384274","https://openalex.org/W2083815143","https://openalex.org/W2083969100","https://openalex.org/W2084535356","https://openalex.org/W2089463633","https://openalex.org/W2089580658","https://openalex.org/W2090443364","https://openalex.org/W2093130968","https://openalex.org/W2094135187","https://openalex.org/W2096534426","https://openalex.org/W2098098454","https://openalex.org/W2101928236","https://openalex.org/W2102330235","https://openalex.org/W2107165713","https://openalex.org/W2108634795","https://openalex.org/W2109112560","https://openalex.org/W2109986734","https://openalex.org/W2110052313","https://openalex.org/W2110842207","https://openalex.org/W2111074581","https://openalex.org/W2111139044","https://openalex.org/W2111261806","https://openalex.org/W2112868039","https://openalex.org/W2113234058","https://openalex.org/W2113774256","https://openalex.org/W2114488753","https://openalex.org/W2114600340","https://openalex.org/W2115441252","https://openalex.org/W2115830594","https://openalex.org/W2115977429","https://openalex.org/W2117191092","https://openalex.org/W2117860473","https://openalex.org/W2118473976","https://openalex.org/W2119910794","https://openalex.org/W2124704085","https://openalex.org/W2125377515","https://openalex.org/W2126436234","https://openalex.org/W2127652808","https://openalex.org/W2127969732","https://openalex.org/W2129440299","https://openalex.org/W2130361951","https://openalex.org/W2130933622","https://openalex.org/W2130984815","https://openalex.org/W2133466960","https://openalex.org/W2136085913","https://openalex.org/W2137132578","https://openalex.org/W2137670391","https://openalex.org/W2140544489","https://openalex.org/W2141393487","https://openalex.org/W2145251454","https://openalex.org/W2145259564","https://openalex.org/W2146291680","https://openalex.org/W2146404132","https://openalex.org/W2147332025","https://openalex.org/W2148092884","https://openalex.org/W2151056789","https://openalex.org/W2153788691","https://openalex.org/W2154184032","https://openalex.org/W2154286581","https://openalex.org/W2156098321","https://openalex.org/W2156831284","https://openalex.org/W2157530570","https://openalex.org/W2158122290","https://openalex.org/W2158974177","https://openalex.org/W2159629092","https://openalex.org/W2160315896","https://openalex.org/W2160762393","https://openalex.org/W2161009717","https://openalex.org/W2163207768","https://openalex.org/W2165664908","https://openalex.org/W2165884492","https://openalex.org/W2166438970","https://openalex.org/W2166751697","https://openalex.org/W2168435321","https://openalex.org/W2168786365","https://openalex.org/W2170677203","https://openalex.org/W2171370925","https://openalex.org/W2171642892","https://openalex.org/W2186318693","https://openalex.org/W2186980352","https://openalex.org/W2214636305","https://openalex.org/W2253494942","https://openalex.org/W2297753288","https://openalex.org/W2342645455","https://openalex.org/W2399385044","https://openalex.org/W2399651916","https://openalex.org/W2409893077","https://openalex.org/W2474667434","https://openalex.org/W2591774834","https://openalex.org/W2611876199","https://openalex.org/W2808532789","https://openalex.org/W3021438309","https://openalex.org/W3175417087","https://openalex.org/W3215840094","https://openalex.org/W4206749999","https://openalex.org/W4213286494","https://openalex.org/W4231294399","https://openalex.org/W4248033032"],"related_works":["https://openalex.org/W4414773235","https://openalex.org/W260479276","https://openalex.org/W2221432197","https://openalex.org/W2124316651","https://openalex.org/W3200990080","https://openalex.org/W2357664498","https://openalex.org/W2369085105","https://openalex.org/W3014690256","https://openalex.org/W2292746076","https://openalex.org/W2596170870"],"abstract_inverted_index":{"Risk":[0],"prediction":[1,61],"models":[2,62],"are":[3,40,144],"tools":[4],"that":[5],"predict":[6],"an":[7],"individual\u2019s":[8],"risk":[9,60],"of":[10,29,33,59,114],"developing":[11],"a":[12,96],"health":[13,73,116],"outcome.":[14],"They":[15],"were":[16,77,108,118],"developed":[17],"to":[18,55,79,146],"influence":[19],"patient":[20,69,72,106,115],"management":[21],"by":[22],"guiding":[23],"preventive":[24],"interventions,":[25],"with":[26],"the":[27,31,57],"goal":[28],"reducing":[30],"incidence":[32],"new":[34],"diseases.":[35],"Studies":[36],"examining":[37],"their":[38,46],"impacts":[39],"uncommon,":[41],"and":[42,71,110],"no":[43],"consensus":[44],"regarding":[45],"effects":[47,138],"has":[48],"been":[49],"reached.":[50],"This":[51],"systematic":[52],"review":[53],"sought":[54],"determine":[56],"impact":[58],"for":[63,82],"chronic":[64],"diseases":[65],"on":[66],"physician":[67,89],"behaviour,":[68,70],"outcomes.":[74],"Twenty-two":[75],"studies":[76,143],"found":[78],"be":[80,92,131],"eligible":[81],"review.":[83],"The":[84,134],"results":[85,129],"demonstrated":[86],"that:":[87],"1)":[88],"behaviour":[90,107],"may":[91,130,139],"positively":[93],"influenced,":[94],"though":[95,141],"statistically":[97],"significant":[98],"result":[99],"was":[100],"not":[101],"found;":[102],"2)":[103],"alterations":[104],"in":[105,124],"inconclusive;":[109],"3)":[111],"some":[112,137],"aspects":[113],"outcomes":[117],"significantly":[119],"improved,":[120],"such":[121],"as":[122],"changes":[123],"blood":[125],"pressure,":[126],"but":[127],"these":[128],"clinically":[132],"insignificant.":[133],"evidence":[135],"indicates":[136],"exist,":[140],"future":[142],"required":[145],"confirm":[147],"this":[148],"effect.":[149]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2018-01-26T00:00:00"}