{"id":"https://openalex.org/W4415339271","doi":"https://doi.org/10.30597/mkmi.v21i3.45641","title":"Clustering Community Risk Behaviors for Non-Communicable Diseases in Indonesia: Based on Indonesian Health Survey Data","display_name":"Clustering Community Risk Behaviors for Non-Communicable Diseases in Indonesia: Based on Indonesian Health Survey Data","publication_year":2025,"publication_date":"2025-09-30","ids":{"openalex":"https://openalex.org/W4415339271","doi":"https://doi.org/10.30597/mkmi.v21i3.45641"},"language":"en","primary_location":{"id":"doi:10.30597/mkmi.v21i3.45641","doi":"https://doi.org/10.30597/mkmi.v21i3.45641","is_oa":true,"landing_page_url":"https://doi.org/10.30597/mkmi.v21i3.45641","pdf_url":"https://journal.unhas.ac.id/index.php/mkmi/article/download/45641/13595","source":{"id":"https://openalex.org/S4210197781","display_name":"Media Kesehatan Masyarakat Indonesia","issn_l":"0216-2482","issn":["0216-2482","2356-4067"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Media Kesehatan Masyarakat Indonesia","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journal.unhas.ac.id/index.php/mkmi/article/download/45641/13595","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029310703","display_name":"Hanif Pandu Suhito","orcid":"https://orcid.org/0009-0002-2312-9897","observed_orcids":["https://orcid.org/0009-0002-2312-9897"]},"institutions":[{"id":"https://openalex.org/I148158369","display_name":"State University of Semarang","ror":"https://ror.org/02fsk7e17","country_code":"ID","type":"education","lineage":["https://openalex.org/I148158369"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hanif Pandu Suhito","raw_affiliation_strings":["Doctoral of Public Health, Faculty of Medicine, Semarang State University, Semarang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Doctoral of Public Health, Faculty of Medicine, Semarang State University, Semarang","institution_ids":["https://openalex.org/I148158369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011589373","display_name":"Mahalul Azam","orcid":"https://orcid.org/0000-0002-2441-5433","observed_orcids":["https://orcid.org/0000-0002-2441-5433"]},"institutions":[{"id":"https://openalex.org/I148158369","display_name":"State University of Semarang","ror":"https://ror.org/02fsk7e17","country_code":"ID","type":"education","lineage":["https://openalex.org/I148158369"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Mahalul Azam","raw_affiliation_strings":["Department of Public Health, Faculty of Medicine, Semarang State University, Semarang"],"raw_orcid":"https://orcid.org/0000-0002-2441-5433","affiliations":[{"raw_affiliation_string":"Department of Public Health, Faculty of Medicine, Semarang State University, Semarang","institution_ids":["https://openalex.org/I148158369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013714276","display_name":"Dina Nur Anggraini Ningrum","orcid":"https://orcid.org/0000-0002-8557-2862","observed_orcids":["https://orcid.org/0000-0002-8557-2862"]},"institutions":[{"id":"https://openalex.org/I148158369","display_name":"State University of Semarang","ror":"https://ror.org/02fsk7e17","country_code":"ID","type":"education","lineage":["https://openalex.org/I148158369"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dina Nur Anggraini Ningrum","raw_affiliation_strings":["Department of Public Health, Faculty of Medicine, Semarang State University, Semarang"],"raw_orcid":"https://orcid.org/0000-0002-8557-2862","affiliations":[{"raw_affiliation_string":"Department of Public Health, Faculty of Medicine, Semarang State University, Semarang","institution_ids":["https://openalex.org/I148158369"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5098716706","display_name":"Sholikun Sholikun","orcid":"https://orcid.org/0009-0007-2646-9068","observed_orcids":["https://orcid.org/0009-0007-2646-9068"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sholikun Sholikun","raw_affiliation_strings":["Department of Health Resource, Semarang City Health Office, Semarang"],"raw_orcid":"https://orcid.org/0009-0007-2646-9068","affiliations":[{"raw_affiliation_string":"Department of Health Resource, Semarang City Health Office, Semarang","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36072278,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"3","first_page":"225","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13522","display_name":"Cardiovascular Health and Risk Factors","score":0.6610999703407288,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T13522","display_name":"Cardiovascular Health and Risk Factors","score":0.6610999703407288,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T14495","display_name":"Public Health and Nutrition","score":0.11819999665021896,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child 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/T13861","display_name":"Health and Lifestyle Studies","score":0.07639999687671661,"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/non-communicable-diseases","display_name":"non-communicable diseases","score":0.9990000128746033},{"id":"https://openalex.org/keywords/behavioral-risk-factors","display_name":"behavioral risk factors","score":0.7950000166893005},{"id":"https://openalex.org/keywords/smoking","display_name":"smoking","score":0.7670000195503235},{"id":"https://openalex.org/keywords/physical-inactivity","display_name":"physical inactivity","score":0.9890000224113464},{"id":"https://openalex.org/keywords/dietary-risk-factors","display_name":"dietary risk factors","score":0.6200000047683716},{"id":"https://openalex.org/keywords/soft-drink-consumption","display_name":"soft drink consumption","score":0.9129999876022339},{"id":"https://openalex.org/keywords/hypertension","display_name":"hypertension","score":0.7710000276565552},{"id":"https://openalex.org/keywords/stroke","display_name":"stroke","score":0.996999979019165},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"diabetes mellitus","score":0.9700000286102295},{"id":"https://openalex.org/keywords/heart-disease","display_name":"heart disease","score":0.9279999732971191},{"id":"https://openalex.org/keywords/indonesia","display_name":"Indonesia","score":0.4970000088214874}],"concepts":[{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.7932000160217285},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6789000034332275},{"id":"https://openalex.org/C2779207338","wikidata":"https://www.wikidata.org/wiki/Q9240","display_name":"Indonesian","level":2,"score":0.6492999792098999},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.47679999470710754},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.47600001096725464},{"id":"https://openalex.org/C521751864","wikidata":"https://www.wikidata.org/wiki/Q1729207","display_name":"Christian ministry","level":2,"score":0.4745999872684479},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.47380000352859497},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.4706999957561493},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4480000138282776},{"id":"https://openalex.org/C2775951005","wikidata":"https://www.wikidata.org/wiki/Q3473024","display_name":"Community health","level":3,"score":0.4472000002861023},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.435699999332428},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.4018000066280365},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.3711000084877014},{"id":"https://openalex.org/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C2780662849","wikidata":"https://www.wikidata.org/wiki/Q48768339","display_name":"Food frequency questionnaire","level":2,"score":0.3402999937534332},{"id":"https://openalex.org/C3020255362","wikidata":"https://www.wikidata.org/wiki/Q747883","display_name":"Physical activity","level":2,"score":0.33340001106262207},{"id":"https://openalex.org/C142052008","wikidata":"https://www.wikidata.org/wiki/Q954027","display_name":"Cross-sectional study","level":2,"score":0.321399986743927},{"id":"https://openalex.org/C2776577793","wikidata":"https://www.wikidata.org/wiki/Q3137154","display_name":"Non-communicable disease","level":3,"score":0.2924000024795532},{"id":"https://openalex.org/C107130276","wikidata":"https://www.wikidata.org/wiki/Q133805","display_name":"Epidemiology","level":2,"score":0.2897000014781952},{"id":"https://openalex.org/C50440223","wikidata":"https://www.wikidata.org/wiki/Q1475848","display_name":"Risk factor","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C3018906752","wikidata":"https://www.wikidata.org/wiki/Q844935","display_name":"Coronary heart disease","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.2702000141143799},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C2987552334","wikidata":"https://www.wikidata.org/wiki/Q383126","display_name":"Chronic disease","level":2,"score":0.2581999897956848}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.30597/mkmi.v21i3.45641","doi":"https://doi.org/10.30597/mkmi.v21i3.45641","is_oa":true,"landing_page_url":"https://doi.org/10.30597/mkmi.v21i3.45641","pdf_url":"https://journal.unhas.ac.id/index.php/mkmi/article/download/45641/13595","source":{"id":"https://openalex.org/S4210197781","display_name":"Media Kesehatan Masyarakat Indonesia","issn_l":"0216-2482","issn":["0216-2482","2356-4067"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Media Kesehatan Masyarakat Indonesia","raw_type":"journal-article"},{"id":"pmh:oai:ojs.unhas:article/45641","doi":null,"is_oa":true,"landing_page_url":"https://journal.unhas.ac.id/index.php/index/article/view/45641","pdf_url":null,"source":{"id":"https://openalex.org/S4210197781","display_name":"Media Kesehatan Masyarakat Indonesia","issn_l":"0216-2482","issn":["0216-2482","2356-4067"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"10.30597/mkmi.v21i3","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.30597/mkmi.v21i3.45641","doi":"https://doi.org/10.30597/mkmi.v21i3.45641","is_oa":true,"landing_page_url":"https://doi.org/10.30597/mkmi.v21i3.45641","pdf_url":"https://journal.unhas.ac.id/index.php/mkmi/article/download/45641/13595","source":{"id":"https://openalex.org/S4210197781","display_name":"Media Kesehatan Masyarakat Indonesia","issn_l":"0216-2482","issn":["0216-2482","2356-4067"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315277","host_organization_name":"Hasanuddin University","host_organization_lineage":["https://openalex.org/P4310315277"],"host_organization_lineage_names":["Hasanuddin University"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Media Kesehatan Masyarakat Indonesia","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":1.0,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415339271.pdf","grobid_xml":"https://content.openalex.org/works/W4415339271.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W2893457648","https://openalex.org/W3006494999","https://openalex.org/W4223490506","https://openalex.org/W4380789025","https://openalex.org/W4406402017"],"related_works":["https://openalex.org/W4410620503","https://openalex.org/W4385316833","https://openalex.org/W7166468455","https://openalex.org/W4415836246","https://openalex.org/W4297995648","https://openalex.org/W7218197359","https://openalex.org/W7171527671","https://openalex.org/W4412589415","https://openalex.org/W4411621696","https://openalex.org/W7212066666"],"abstract_inverted_index":{"Non-communicable":[0],"Diseases":[1],"(NCDs)":[2],"such":[3],"as":[4],"hypertension,":[5,131],"stroke,":[6,132],"diabetes":[7,178],"mellitus,":[8],"and":[9,17,28,50,58,62,67,75,109,123,133,171,180,196,218,225,243],"heart":[10,181],"disease":[11,76,182],"are":[12],"major":[13],"causes":[14],"of":[15,47,65,101],"morbidity":[16],"mortality":[18],"in":[19],"Indonesia.":[20],"Community":[21,221],"behaviors,":[22,222],"including":[23],"smoking,":[24,43],"low":[25],"physical":[26,44,245],"activity,":[27],"unhealthy":[29],"diets,":[30],"significantly":[31,229],"influence":[32],"NCD":[33,202,231,250],"incidence.":[34],"To":[35],"analyze":[36],"associations":[37,141],"between":[38],"behavioral":[39,189],"risk":[40,73],"factors":[41,74],"(daily":[42],"inactivity,":[45],"consumption":[46,137,154],"sugary":[48],"foods":[49],"drinks,":[51,57],"salty":[52],"foods,":[53,55],"fatty":[54,226],"soft":[56],"inadequate":[59],"fruit":[60],"intake)":[61],"the":[63,87,104,143,187,192,200,205,209,249],"prevalence":[64],"NCDs,":[66],"to":[68,247],"classify":[69],"regions":[70],"based":[71],"on":[72],"prevalence.":[77,232],"A":[78],"cross-sectional":[79],"study":[80],"was":[81],"conducted":[82,112],"using":[83],"secondary":[84],"data":[85,105],"from":[86],"2023":[88],"Indonesian":[89],"Health":[90,102],"Survey":[91],"(IHS),":[92],"encompassing":[93],"345,000":[94],"households":[95],"across":[96],"39":[97],"provinces.":[98],"The":[99],"Ministry":[100],"collected":[103],"through":[106],"standardized":[107],"interviews":[108],"health":[110,234],"examinations":[111],"by":[113],"trained":[114],"surveyors.":[115],"Data":[116],"analysis":[117],"employed":[118],"descriptive":[119],"statistics,":[120],"Pearson":[121],"correlation,":[122,159],"K-Means":[124,211],"Clustering.":[125],"Daily":[126],"smoking":[127,224,238],"correlated":[128],"positively":[129],"with":[130,142,161],"diabetes.":[134],"Fatty":[135],"food":[136,227],"showed":[138,186],"strong":[139],"positive":[140],"same":[144],"diseases":[145],"(r":[146,163],"=":[147,164],"0.45\u20130.48,":[148],"p":[149,166],"<":[150,167],"0.01).":[151],"Soft":[152],"drink":[153],"demonstrated":[155],"a":[156],"significant":[157],"negative":[158],"especially":[160],"stroke":[162,172],"-0.66,":[165],"0.001).":[168],"Hypertension":[169],"(7.2%)":[170],"(7.1%)":[173],"were":[174],"more":[175],"prevalent":[176],"than":[177],"(2.0%)":[179],"(0.76%).":[183],"North":[184],"Maluku":[185],"highest":[188,201],"risks,":[190],"Bali":[191],"lowest.":[193,210],"DI":[194],"Yogyakarta":[195],"DKI":[197],"Jakarta":[198],"had":[199,208],"prevalence,":[203],"while":[204],"Papua":[206],"Mountains":[207],"clustering":[212],"grouped":[213],"provinces":[214],"into":[215],"low,":[216],"medium,":[217],"high-risk":[219],"clusters.":[220],"particularly":[223],"intake,":[228],"affect":[230],"Public":[233],"programs":[235],"should":[236],"target":[237],"cessation,":[239],"healthy":[240],"diet":[241],"promotion,":[242],"increased":[244],"activity":[246],"reduce":[248],"burden.":[251]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-21T00:00:00"}
