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INSIGHT INTO THE MAIN DETERMINANTS OF THE STRUGGLE AGAINST OVERWEIGHT AND OBESITY IN CHILE: USE OF RANDOM FOREST TECHNIQUES AND ECONOMETRIC MODELS

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dc.creatorRODRIGO ALEJANDRO ROMO MUÑOZ
dc.creatorCRISTHIAN ALEJANDRO AGUILERA CARRASCO
dc.creatorCRISTHIAN ALEJANDRO AGUILERA CARRASCO
dc.date2024
dc.date.accessioned2025-10-30T12:59:30Z
dc.date.available2025-10-30T12:59:30Z
dc.date.issued2024
dc.description.abstractOVERWEIGHT AND OBESITY ARE CONSIDERED THE GREATEST PUBLIC HEALTH PROBLEM IN THIS EMERGING COUNTRY, WHICH WORLDWIDE HAS THE SECOND-HIGHEST PERCENTAGE OF OVERWEIGHT PEOPLE AMONG ITS POPULATION. THE OBJECTIVE OF THIS WORK WAS TO ANALYSE TO WHAT EXTENT FACTORS TRADITIONALLY USED IN THE STUDY OF OVERWEIGHT AND OBESITY (SUCH AS SOCIODEMOGRAPHIC AND BEHAVIOURAL) AND NEW VARIABLES PROPOSED IN THE LITERATURE (SUCH AS STRESS, FINANCIAL STRESS AND EMOTIONAL SUPPORT) EXPLAIN THIS DISEASE IN THE ADULT POPULATION OF CHILE. DATA WERE OBTAINED FROM THE III NATIONAL HEALTH SURVEY (ENS) ADMINISTERED BY THE MINISTRY OF HEALTH OF CHILE IN 2017. THE ENS COLLECTED A LARGE AMOUNT OF DATA WITH EXTENSIVE GEOGRAPHIC COVERAGE. THE SURVEY COMPRISED 4 QUESTIONNAIRES WITH A TOTAL OF 576 QUESTIONS, WHICH WERE APPLIED TO A REPRESENTATIVE SAMPLE OF THE POPULATION IN CHILE. A DOUBLE COMPLEMENTARY METHODOLOGICAL APPROACH WAS ADOPTED. A RANDOM FOREST (RF) CLASSIFICATION MODEL WAS USED, AND BASED ON THE RESULTS OBTAINED, AN ECONOMETRIC MODEL OF THE CENSORED DEPENDENT VARIABLE, SPECIFICALLY THE HECKMAN SAMPLE SELECTION MODEL, WAS SPECIFIED AND ESTIMATED. THE RF RESULTS ALLOWED, FOR EACH OF THE FACTORS CONSIDERED IN THE RESEARCH, THE SELECTION OF VARIABLES WITH THE GREATEST POWER TO CLASSIFY THE INDIVIDUALS IN THE SAMPLE ON THE BASIS OF NUTRITIONAL STATE (NORMAL WEIGHT, OVERWEIGHT OR OBESE). SUBSEQUENTLY, THE ESTIMATION OF THE PARAMETERS OF THE HECKMAN MODEL MADE IT POSSIBLE TO QUANTIFY THE VARIABLES THAT MOST AFFECTED OVERWEIGHT AND OBESITY. MOST OF THE VARIABLES THAT MAKE UP THE FACTORS WERE FOUND TO BE SIGNIFICANT. INTERESTINGLY, PSYCHOSOCIAL VARIABLES EFFECTIVELY INFLUENCE OVERWEIGHT AND OBESITY. IN ADDITION, THE RESULTS FOR REVIEWING NUTRITIONAL INFORMATION AND REVIEWING FOOD WARNINGS ALLOW US TO REFLECT ON THE IMPACT THAT RECENT FOOD POLICIES HAVE HAD ON THE CHILEAN POPULATION.
dc.formatapplication/pdf
dc.identifier.doi10.1371/journal.pone.0309351
dc.identifier.issn1932-6203
dc.identifier.issn1932-6203
dc.identifier.urihttps://repositorio.ubiobio.cl/handle/123456789/14281
dc.language
dc.publisherPLoS One
dc.relation.uri10.1371/journal.pone.0309351
dc.rightsOPEN ACCESS
dc.subjectOverweight
dc.subjectObesity in chile
dc.titleINSIGHT INTO THE MAIN DETERMINANTS OF THE STRUGGLE AGAINST OVERWEIGHT AND OBESITY IN CHILE: USE OF RANDOM FOREST TECHNIQUES AND ECONOMETRIC MODELS
dc.typeARTÍCULO
dspace.entity.typePublication
oaire.licenseConditionCC BY 4.0
ubb.EstadoPUBLICADA
ubb.Otra ReparticionDEPARTAMENTO DE GESTION EMPRESARIAL
ubb.Otra ReparticionDEPARTAMENTO DE INGENIERIA ELECTRICA Y ELECTRONICA
ubb.Otra ReparticionDEPARTAMENTO DE INGENIERIA ELECTRICA Y ELECTRONICA
ubb.SedeCHILLÁN
ubb.SedeCONCEPCIÓN
ubb.SedeCONCEPCIÓN
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