Determinants of weight and health status perception among Portuguese adults
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2011 · Volume 17 · Nº 1/2/3 Alimen ação Humana 7
DETERMINANTS OF WEIGHT AND HEALTH STATUS
PERCEPTION AMONG PORTUGUESE ADULTS
Poínhos RI, Co eia FI,II, Du ão CII, F anchini BI,II, Rod igues SI,II, A onso CI,II, Mo ei a PI,II, Teixei a VHI,II, Pinho OI,II, Sil a DI,II, Lima
Reis JPII, Ve íssimo MTII, de Almeida MDVI,II
Abs ac
The aims o his esea ch we e o e alua e BMI ca ego ies, disc epancies be ween measu ed and epo ed
BMI, heal h s a us’ pe cep ion and ac o s pe cei ed as ha ing he g ea es impo ance in heal h, as well as o
ela e hem wi h po encial de e minan s among he Po uguese adul popula ion. Da a om he s udy “Po -
uguese Popula ion’s Food Habi s and Li es yles” we e used (na ional ep esen a i e sample o 3529 subjec s).
Al hough he p e alence o obesi y seems o be dec easing, o e weigh is s ill obse ed in abou hal o he Po -
uguese adul s; u he mo e, i s p opo ion may e en be inc easing in men. The e was a posi i e associa ion
be ween age and BMI and he highes p opo ions o o e weigh we e ound in subjec s wi h lowe educa ion
le els. Values o measu ed BMI we e highe han e e ed BMI. Olde and less educa ed men unde es ima ed
mo e hei BMI, as well as subjec s wi h highe BMI. Po uguese adul s showed a high heal h s a us pe cep ion
and selec ed “ ood”, “s ess”, “p ac icing exe cise”, “smoking” o “d inking alcohol” as ac o s wi h g ea e
impo ance in heal h. These ac o s we e also associa ed wi h highe heal h s a us’ pe cep ion.
Key-wo ds:
Weigh ; Heal h; De e minan s; Adul s; Po uguese.
Resumo
Foi objec i o des e abalho a alia na população adul a po uguesa as ca ego ias de IMC, disc epâncias
en e o IMC epo ado e medido, pe cepção do es ado de saúde e ac o es e e idos como endo maio impo -
ância na saúde, bem como elacioná-los com os seus po enciais de e minan es. Fo am analisados dados do
es udo “Alimen ação e Es ilos de Vida da População Po uguesa” (amos a de 3529 indi íduos ep esen a i a
da população po uguesa). Apesa de a p e alência de obesidade pa ece es a a diminui , me ade dos
po ugueses adul os ap esen am excesso de peso; pa a além disso, a sua p opo ção pode á es a a aumen a
nos homens. Ve i icou-se uma associação posi i a en e a idade e o IMC, e as maio es p opo ções de excesso
de peso o am encon adas nos indi íduos menos escola izados. Os alo es de IMC medidos o am supe io-
es aos epo ados. Os homens mais elhos e menos escola izados subes ima am mais o seu IMC, al como os
indi íduos com maio IMC. A população adul a po uguesa mos ou uma ele ada pe cepção do seu es ado
de saúde e seleccionou “a alimen ação”, “o s esse”, “p a ica ac i idade ísica”, “ uma ” e “o consumo de
bebidas alcoólicas” como os ac o es com maio impo ância na saúde. Es es ac o es es a am ambém as-
sociados a uma pe cepção mais a o á el do es ado de saúde.
Pala as-cha e:
Peso; Saúde; De e minan es; Adul os; Po ugueses.
INTRODUCTION
The in luence o li es yles on he incidence and p e alence o non- ansmissible ch onic diseases, and hei
impac on public and indi idual heal h, jus i ies he impo ance o s udying hei dis ibu ion in he popula ion
and o iden i y he ela ionships be ween hem. The p e alence o o e weigh /obesi y is a majo public heal h
p oblem wo ldwide, si ua ion which has mo i a ed esea ch aiming o unde s and i s de e minan s, in o de o
I Uni e sidade do Po o –
Faculdade de Ciências da
Nu ição e Alimen ação.
II Sociedade Po uguesa
de Ciências da Nu ição e
Alimen ação.
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8 Alimen ação Humana
p e en and e e his pandemia. Heal h s a us pe cep ion is a gene al indica o o physical and psychological
well-being and e lec s di e en li es yles’ a iables. The knowledge abou he ac o s pe cei ed o ha e majo
in luence in heal h, and hei ela ion wi h heal h s a us, a e key ac o s o ailo public heal h in e en ions
acco ding o he popula ion cha ac e is ics and o he success o hese in e en ions.
The main aims o his esea ch we e: (1) o e alua e BMI ca ego ies’ among he Po uguese adul popula ion;
(2) o compa e BMI assessed by measu ed and sel - epo ed weigh and heigh in Po uguese adul s; (3) o
ela e he disc epancies be ween measu ed and epo ed BMI wi h socio-demog aphic a iables and measu ed
BMI; (4) o e alua e he de e minan s o heal h s a us pe cep ion among he Po uguese adul popula ion;
(5) o e alua e he ac o s pe cei ed by he Po uguese adul popula ion as ha ing he g ea es impo ance in
heal h; (6) o ela e he selec ion o ac o s pe cei ed by he Po uguese adul popula ion as ha ing he g ea es
impo ance in heal h wi h socio-demog aphic and heal h cha ac e is ics; and (7) o compa e heal h s a us’
pe cep ion among Po uguese adul s who iden i y di e en ac o s as main in luences in heal h.
PARTICIPANTS AND METHODS
Da a om he s udy “Po uguese Popula ion’s Food Habi s and Li es yles” we e used. This epidemiological
c oss-sec ional s udy was designed and p omo ed by he Po uguese Socie y o Nu i ion and Food Sciences
wi h he suppo o Nes lé, wi hin a p o ocol o scien i ic sponso ship be ween he wo ins i u ions. I s main
aim is o e alua e he nu i ional s a us, ood in ake, heal h- ela ed a iables and o he li es yles’ dimensions o
he po uguese popula ion. The da a used in his pape e e s o he i s phase o he s udy, which e alua ed
Po uguese adul s. A na ional ep esen a i e sample o 3529 subjec s (52.2% emales; ages be ween 18 and
93 yea s-old) was in e iewed a home om Feb ua y o Ap il 2009. Due o incomple eness o some eco ds,
he numbe o subjec s used in each analysis may a y bu his is indica ed in he co esponding able. The
numbe o subjec s in each g oup is no p esen ed, because he sub-samples we e weigh ed o assu e na ional
ep esen a i eness.
The gene al me hodological aspec s o he s udy “Po uguese Popula ion’s Food Habi s and Li es yles” a e
p esen ed elsewhe e1. We p esen below he me hodological aspec s di ec ly ela ed o he esul s p esen ed
in his pape .
Pa icipan s we e i s asked abou hei cu en weigh and heigh and subsequen ly hese measu emen s we e
done acco ding o s anda dized p ocedu es. Fi y- i e subjec s e used o be weigh ed and/o o ha e hei
heigh measu ed. BMI was calcula ed, as well as he pe cen ual disc epancies be ween measu ed and epo ed
BMI ([measu ed – e e ed] / [measu ed x 100]). BMI was ca ego ized acco ding o WHO2. Heal h s a us was
e alua ed by he EQ-5D3. The EQ isual analogue scale a es he subjec ’s own assessmen o heal h s a us (0
= wo s imaginable heal h; 100 = bes imaginable heal h). Subjec s we e asked o selec ( om a lis o nine)
he wo ac o s which had he g ea e impo ance in heal h4. Physical ac i i y was e alua ed by he In e na ional
Physical Ac i i y Ques ionnai e (IPAQ)5.
Desc ip i e s a is ical analyses consis ed o he calcula ion o means and s anda d de ia ions (ca dinal a iables)
o equencies (o dinal and nominal a iables). Means we e compa ed using independen -samples es s and
uni a ia e ANOVA. Mean anks we e compa ed using Mann-Whi ney and K uskal-Wallis es s. The associa ion be-
ween a iables was measu ed using Pea son’s and Spea man’s co ela ion coe icien s. Bina y logis ic eg ession
models we e compu ed o es ima e he odds o lowe pe cep ion o own heal h s a us (EQ isual analogue
scale unde he median) among Po uguese adul s acco ding o hei sex, age and educa ion le els, ci il s a us,
p o essional occupa ion, egion o esidence, BMI ca ego y, physical ac i i y le el, smoking habi s and p oblems
iden i ica ed in each o he EQ-5D dimensions (mobili y, sel -ca e, usual ac i i ies, pain/discom o and anxie y/
dep ession) (OR adjus ed o all o he a iables). Bina y logis ic eg ession models we e compu ed o es ima e
he odds o selec ing each o he ac o s wi h g ea e impo ance in heal h acco ding o sex, age, educa ion le el,
ci il s a us, p o essional occupa ion, egion o esidence, BMI ca ego y, physical ac i i y le el and smoking hab-
i s (OR adjus ed o all o he a iables). Heal h s a us’ pe cep ion was compa ed be ween subjec s who did o
2011 · Volume 17 · Nº 1/2/3 Alimen ação Humana 9
didn’ iden i y each o he ac o s wi h in luence in heal h. S a is ical analysis was pe o med wi h SPSS e sion
14.0 (SPSS, Inc., Chicago, USA) o Windows. A p- alue below 0.05 was conside ed o be s a is ically signi ican .
RESULTS
Table 1 shows he dis ibu ion o subjec s by BMI ca ego ies acco ding o sex, age and educa ion le el. Mos
women ha e BMI in he ange co esponding o no mal-weigh , while 64.5% o men ha e BMI equal o o g ea -
e han 25. In all age g oups he e was a highe p e alence o o e weigh in men. The e was a signi ican posi i e
associa ion be ween age and BMI in bo h women ( = 0.399, p <0.001) and men ( = 0.354, p <0.001). The
p e alence o unde weigh was highes among women be ween 18 and 29 yea s (7.8%). The highes p opo -
ions o o e weigh we e ound in subjec s wi h lowe educa ion le els.
Table 1 — BMI ca ego ies’ (%) by sex, age and educa ion le el (n=3474)
UNDERWEIGHT
(< 18.50)
NORMAL WEIGHT
(18.50-24.99)
PRE-OBESITY
(25.00-29.99)
OBESITY
(≥ 30.00)
SEX WOMEN MEN WOMEN MEN WOMEN MEN WOMEN MEN
2.6 0.3 59.2 35.2 27.8 53.3 10.4 11.2
AGE
18-29 yea s 7.8 1.0 77.1 60.0 13.8 35.7 1.3 3.3
30-44 yea s 0.8 0.2 67.1 32.1 26.8 58.2 5.3 9.5
45-64 yea s 1.6 0.0 49.0 23.1 33.6 59.6 15.8 17.3
≥ 65 yea s 0.0 0.0 44.0 19.9 37.0 64.9 19.0 15.2
EDUCATION
< 4 h g ade 0.0 0.0 31.0 19.0 45.2 68.3 23.8 12.7
4 h g ade 0.0 0.0 33.9 20.5 44.5 56.0 21.6 23.6
6 h g ade 0.0 0.1 39.8 16.3 36.1 62.5 24.0 21.1
9 h g ade 2.5 0.2 58.2 31.8 29.8 59.0 9.6 8.9
12 h g ade 3.2 1.1 77.9 48.9 16.7 42.8 2.2 7.3
Bachelo /
uni e si a y 5.3 0.0 74.8 45.3 17.1 50.5 2.7 4.2
Table 2 p esen s he mean BMI disc epancies by sex, age, educa ion le el and measu ed BMI ca ego y. Globally,
alues o measu ed BMI we e signi ican ly highe han e e ed BMI. Howe e , he associa ions be ween e e ed
and measu ed weigh , heigh and BMI we e e y s ong ( > 0.97 and p < 0.001 o all). The disc epancy
be ween hem was lowe in women compa ed o men (1.19 s. 1.47%). Signi ican co ela ions be ween he
pe cen ual disc epancy be ween measu ed and e e ed BMI and age and educa ion le el showed g ea e un-
de es ima ion in olde and less educa ed men, al hough being e y weak (| | < 0.1). BMI was signi ican ly
associa ed wi h i s pe cen ual unde es ima ion.
Table 3 shows mean alues on he EQ isual analogue scale, as well as he de e minan s o lowe (below median)
heal h s a us pe cep ion. Po uguese adul s showed high heal h s a us pe cep ion, wi h a median o 80 on he
EQ isual analogue scale. Only 7.0% o he Po uguese adul popula ion a ed hei heal h s a us below he
middle poin o he scale. Olde , unde weigh ( s. no mal weigh ), widowed ( s. ma ied), unemployed ( s.
ac i e) and li ing in any egion excep he No h we e ound o ha e a lowe pe cep ion o heal h s a us. The
p esence o p oblems in h ee o he i e EQ-5D dimensions (mobili y, pain/discom o and anxie y/dep ession)
was also associa ed wi h lowe pe cep ion o heal h s a us.
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Table 2 — Mean (sd) BMI disc epancies by sex, age, educa ion le el and measu ed BMI ca ego y
(n=3474)
TOTAL 1.32 (3.44)
SEX
Women 1.19 (3.55) p = 0.001
Men 1.47 (3.31)
AGE
18-29 yea s 1.14 (2.83) Co ela ions be ween BMI disc epancies
and age (yea s):
Women: = –0.031 (p = 0.252)
Men: = 0.071 (p = 0.014)
30-44 yea s 1.26 (3.34)
45-64 yea s 1.61 (3.64)
≥ 65 yea s 1.22 (3.95)
EDUCATION
< 4 h g ade 1.26 (4.57)
Co ela ions be ween BMI disc epancies
and educa ion le el:
Women: = –0.044 (p = 0.111)
Men: = –0.087 (p = 0.003)
4 h g ade 1.90 (3.91)
6 h g ade 1.70 (3.45)
9 h g ade 1.31 (3.46)
12 h g ade 1.11 (2.84)
Bachelo /uni e si a y 0.95 (3.19)
BMI
Unde weigh (< 18.50) –0.03 (4.16) Co ela ions be ween BMI disc epancies
and measu ed BMI (kg/m2):
Women: = 0.162 (p < 0.001)
Men: = 0.238 (p < 0.001)
No mal weigh (18.50-24.99) 0.83 (3.18)
P e-obesi y (25.00-29.99) 1.51 (3.32)
Obesi y (≥ 30.00) 3.02 (4.18)
BMI disc epancy = (measu ed BMI – e e ed BMI) / (measu ed BMI x 100)
Table 4 p esen s he p opo ion o subjec s who selec ed each ac o as ha ing g ea e impo ance in heal h,
as well as he de e minan s o his choice. Mos o he sample conside ed “ ood” as one o he mos impo an
heal h de e minan s, ollowed by 27.9% who iden i ied hei heal h o be in luenced by “s ess”. Due o hei
impo ance o he design o heal h p omo ion in e en ions, we highligh he ela ionships be ween sex, age
and BMI ca ego y and ac o s pe cei ed as in luen in heal h. Men selec ed mo e o en “p ac icing exe cise” and
“smoking”, while women selec ed mo e o en “ he suppo om amily and iends”. Younge subjec s selec ed
mo e o en “s ess”, “p ac icing exe cise” and “d inking alcohol”, while olde subjec s selec ed mo e o en
“smoking”, “gene ic ac o s” and “ he suppo om amily and iends”. Compa ed o no mal weigh subjec s,
o e weigh and/o obese subjec s selec ed less “ ood” and “ he en i onmen ”, and selec ed mo e “ he weigh ”.
2011 · Volume 17 · Nº 1/2/3 Alimen ação Humana 11
Table 3 — De e minan s o lowe heal h s a us pe cep ion (n=2811)
HEALTH STATUS
Mean OR OR adj
SEX p=0.001 p=0.520
Female 74.8 1 ( e e ence) 1 ( e e ence)
Male 77.9 0.786 (p=0.001) 0.935 (p=0.520)
AGE p<0.001 p<0.001
18-29 yea s 85.6 1 ( e e ence) 1 ( e e ence)
30-44 yea s 80.9 1.972 (p<0.001) 1.691 (p=0.002)
45-64 yea s 72.7 4.726 (p<0.001) 2.987 (p<0.001)
≥ 65 yea s 62.6 14.300 (p<0.001) 4.389 (p<0.001)
EDUCATION LEVEL p<0.001 p=0.495
< 4 h g ade 59.1 14.024 (p<0.001) 1.863 (p=0.042)
4 h g ade comple ed 66.2 4.025 (p<0.001) 1.224 (p=0.255)
6 h g ade comple ed 73.4 2.369 (p<0.001) 1.143 (p=0.473)
9 h g ade comple ed 79.3 1.261 (p=0.044) 1.079 (p=0.580)
12 h g ade comple ed 81.9 0.823 (p=0.078) 1.098 (p=0.486)
Bachelo /uni e si a y 80.0 1 ( e e ence) 1 ( e e ence)
CIVIL STATUS p<0.001 p=0.028
Ma ied 75.7 1 ( e e ence) 1 ( e e ence)
Single 83.7 0.393 (p<0.001) 0.895 (p=0.464)
Sepa a ed/di o ced 73.1 1.455 (p=0.005) 1.323 (p=0.079)
Widowed 61.2 5.000 (p<0.001) 1.590 (p=0.019)
PROFESSIONAL OCCUPATION p<0.001 p<0.001
Ac i e 79.1 1 ( e e ence) 1 ( e e ence)
S uden 87.3 0.353 (p<0.001) 0.981 (p=0.922)
Unemployed 74.4 1.923 (p<0.001) 2.570 (p<0.001)
Housewi e/househusband 67.1 3.636 (p<0.001) 1.217 (p=0.402)
Re i ed 64.1 4.609 (p<0.001) 0.905 (p=0.607)
REGION OF RESIDENCE p<0.001 p<0.001
No e 82.9 1 ( e e ence) 1 ( e e ence)
Cen o 72.6 3.091 (p<0.001) 4.364 (p<0.001)
LVT 72.1 2.559 (p<0.001) 3.657 (p<0.001)
Alen ejo 74.0 1.940 (p<0.001) 1.792 (p=0.009)
Alga e 70.7 3.061 (p<0.001) 4.744 (p<0.001)
Madei a 71.2 3.050 (p<0.001) 4.177 (p<0.001)
Aço es 76.7 1.862 (p=0.020) 2.157 (p=0.017)
BMI CATEGORY p<0.001 p=0.042
Unde weigh (< 18.50) 75.0 1.371 (p=0.300) 2.201 (p=0.028)
No mal (18.50-24.99) 80.0 1 ( e e ence) 1 ( e e ence)
P e-obesi y (25.00-29.99) 73.9 1.878 (p<0.001) 1.208 (p=0.081)
Obesi y (≥ 30.00) 68.7 3.571 (p<0.001) 1.304 (p=0.127)
PHYSICAL ACTIVITY LEVEL p<0.001 p=0.155
High 79.0 1 ( e e ence) 1 ( e e ence)
Mode a e 76.7 1.240 (p=0.013) 1.241 (p=0.053)
Low 72.2 2.071 (p<0.001) 1.149 (p=0.304)
SMOKING HABITS p<0.001 p=0.370
Ne e smoked 76.1 1 ( e e ence) 1 ( e e ence)
Ex-smoke 72.8 1.338 (p=0.007) 0.999 (p=0.996)
Smoke 78.8 0.750 (p=0.001) 1.161 (p=0.178)
MOBILITY p<0.001 p<0.001
No p oblems 79.0 1 ( e e ence) 1 ( e e ence)
Some/se e e p oblems 55.1 23.755 (p<0.001) 5.027 (p<0.001)
SELF-CARE p<0.001 p=0.340
No p oblems 77.2 1 ( e e ence) 1 ( e e ence)
Some/se e e p oblems 52.6 19.874 (p<0.001) 1.603 (p=0.340)
USUAL ACTIVITIES p<0.001 p=0.794
No p oblems 78.1 1 ( e e ence) 1 ( e e ence)
Some/se e e p oblems 56.1 10.844 (p<0.001) 1.075 (p=0.794)
PAIN/DISCOMFORT p<0.001 p<0.001
No p oblems 81.2 1 ( e e ence) 1 ( e e ence)
Some/se e e p oblems 62.9 7.525 (p<0.001) 2.699 (p<0.001)
ANXIETY/DEPRESSION p<0.001 p<0.001
No p oblems 79.6 1 ( e e ence) 1 ( e e ence)
Some/se e e p oblems 65.9 4.297 (p<0.001) 2.520 (p<0.001)
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Table 4 — De e minan s o ac o s pe cei ed as in luen in heal h (n=2855)
Food S ess P ac icing
exe cise Smoking The weigh The en i onmen Gene ic ac o s D inking alcohol
The suppo
om amily
and iends
57.5% 27.9% 20.5% 19.5% 15.6% 13.5% 10.3% 8.6% 5.9%
OR adj p OR adj p OR adj p OR adj p OR adj p OR adj p OR adj p OR adj p OR adj p
SEX ( s. Female) 0.526 0.255 0.017 0.007 0.136 0.432 0.716 0.213 < 0.001
Male 1.057 0.526 0.896 0.255 1.289 0.017 1.345 0.007 0.840 0.136 0.907 0.432 0.950 0.716 1.208 0.213 0.492 < 0.001
AGE ( s. 18-29 yea s) 0.948 < 0.001 0.008 0.014 0.699 0.072 0.011 0.001 0.005
30-44 yea s 1.057 0.710 1.150 0.361 0.883 0.447 1.070 0.718 1.028 0.895 1.671 0.022 1.690 0.041 0.357 < 0.001 1.103 0.780
45-64 yea s 1.082 0.616 0.658 0.012 0.581 0.003 1.590 0.018 1.165 0.484 1.849 0.009 2.336 0.001 0.466 0.004 1.707 0.125
≥ 65 yea s 1.022 0.920 0.498 0.006 0.523 0.032 1.890 0.027 0.988 0.965 1.774 0.068 2.663 0.005 0.395 0.011 3.995 0.002
EDUCATION LEVEL ( s. Bachelo /
uni e si a y) 0.102 0.105 < 0.001 0.056 0.055 0.026 0.047 0.203 < 0.001
< 4 h g ade 0.773 0.214 0.489 0.013 0.168 < 0.001 0.670 0.165 0.761 0.323 0.506 0.030 0.684 0.231 1.773 0.118 0.742 0.507
4 h g ade 1.208 0.209 0.677 0.025 0.353 < 0.001 0.760 0.157 0.816 0.307 1.080 0.708 0.549 0.013 1.688 0.042 1.508 0.207
6 h g ade 0.866 0.374 0.943 0.738 0.271 < 0.001 0.909 0.637 1.321 0.177 0.715 0.169 0.911 0.708 1.515 0.138 3.313 < 0.001
9 h g ade 0.903 0.394 0.904 0.428 0.645 0.001 1.241 0.131 0.872 0.419 0.836 0.308 0.850 0.403 1.202 0.389 1.417 0.239
12 h g ade 1.003 0.978 0.885 0.324 0.479 < 0.001 0.912 0.530 1.216 0.226 1.158 0.378 1.188 0.358 0.912 0.676 1.592 0.101
CIVIL STATUS ( s. Ma ied) 0.053 < 0.001 0.083 0.217 0.829 0.689 0.894 0.438 0.242
Single 0.993 0.960 0.879 0.353 1.433 0.016 1.399 0.038 0.855 0.386 0.889 0.535 0.979 0.919 0.820 0.398 1.172 0.566
Sepa a ed/di o ced 0.919 0.544 1.271 0.097 1.097 0.606 1.057 0.751 1.030 0.872 1.071 0.718 0.873 0.536 1.176 0.515 0.768 0.405
Widowed 0.670 0.006 0.441 < 0.001 0.838 0.468 1.122 0.563 0.949 0.777 1.204 0.356 0.881 0.580 0.736 0.241 1.532 0.095
PROFESSIONAL OCCUPATION ( s.
Ac i e) 0.359 0.001 0.069 0.034 0.047 0.016 0.494 0.189 0.243
S uden 0.936 0.681 0.802 0.193 1.231 0.225 1.307 0.165 1.333 0.203 1.157 0.566 0.857 0.606 0.930 0.783 1.250 0.534
Unemployed 0.725 0.039 0.497 < 0.001 1.139 0.479 0.979 0.914 1.601 0.017 1.898 0.001 1.130 0.625 1.448 0.138 1.447 0.223
Housewi e/househusband 0.922 0.669 1.420 0.094 1.924 0.009 0.357 0.005 1.097 0.703 1.390 0.184 1.425 0.192 0.583 0.158 0.750 0.406
Re i ed 0.926 0.631 1.075 0.702 1.035 0.883 0.783 0.256 1.504 0.042 0.957 0.845 0.906 0.682 1.181 0.533 0.547 0.069
REGION OF RESIDENCE
( s. No e) < 0.001 0.004 0.582 0.002 0.027 < 0.001 < 0.001 0.001 0.015
Cen o 1.101 0.397 0.998 0.985 0.871 0.329 0.688 0.014 0.607 0.002 2.928 < 0.001 1.917 < 0.001 0.332 < 0.001 1.076 0.780
LVT 0.712 < 0.001 1.218 0.064 0.891 0.329 1.186 0.147 1.032 0.799 1.757 < 0.001 0.539 < 0.001 0.830 0.240 1.853 0.003
Alen ejo 0.883 0.505 1.831 0.002 1.040 0.871 0.607 0.068 0.758 0.287 1.413 0.219 0.361 0.018 0.486 0.051 1.879 0.070
Alga e 0.703 0.132 0.820 0.472 1.340 0.285 0.797 0.468 1.019 0.952 1.633 0.154 0.661 0.343 0.765 0.511 2.755 0.011
Madei a 0.394 0.001 1.275 0.384 0.956 0.892 1.452 0.217 1.122 0.723 2.178 0.030 1.220 0.610 0.986 0.973 2.030 0.150
Aço es 0.762 0.322 2.130 0.008 1.377 0.335 1.522 0.189 0.551 0.153 1.114 0.823 0.680 0.454 1.120 0.777 2.232 0.098
BMI CATEGORY
( s. No mal 18.50-24.99) < 0.001 0.619 0.669 0.853 < 0.001 0.024 0.314 0.071 0.063
Unde weigh (< 18.50) 1.313 0.404 1.140 0.683 0.734 0.386 0.865 0.717 2.040 0.050 0.512 0.236 1.185 0.757 0.596 0.436 1.780 0.300
P e-obesi y (25.00-29.99) 0.634 < 0.001 0.894 0.268 0.901 0.359 1.037 0.755 1.406 0.006 0.991 0.942 1.202 0.202 1.134 0.440 1.084 0.683
Obesi y (≥ 30.00) 0.441 < 0.001 1.021 0.895 0.977 0.908 1.149 0.429 2.412 < 0.001 0.544 0.007 0.820 0.428 1.748 0.013 1.826 0.016
PHYSICAL ACTIVITY LEVEL ( s.
High) < 0.001 < 0.001 0.038 0.213 0.057 0.001 0.359 0.981 0.580
Low 1.131 0.272 1.629 < 0.001 0.703 0.016 1.266 0.098 1.208 0.199 0.681 0.016 0.808 0.238 0.964 0.855 0.789 0.318
Mode a e 1.560 < 0.001 1.323 0.008 0.953 0.669 1.178 0.163 0.890 0.367 0.624 < 0.001 0.812 0.178 0.993 0.967 0.940 0.753
SMOKING HABITS
( s. Ne e smoked) < 0.001 < 0.001 0.087 < 0.001 0.008 0.003 0.046 0.117 0.035
Ex-smoke 0.862 0.201 1.037 0.782 0.919 0.577 1.880 < 0.001 0.929 0.624 1.257 0.136 0.867 0.448 1.130 0.530 0.470 0.010
Smoke 0.631 < 0.001 1.562 < 0.001 0.776 0.027 3.074 < 0.001 0.652 0.002 0.689 0.013 0.660 0.013 0.741 0.085 0.842 421
2011 · Volume 17 · Nº 1/2/3 Alimen ação Humana 13
Table 5 compa es heal h s a us pe cep ion be ween subjec s who e e ed o no each o he ac o s pe cei ed as
in luen in heal h. Heal h s a us’ pe cep ion was signi ican ly di e en be ween subjec s who e e ed o no each
o he heal h de e minan s, excep “d inking alcohol”. Pa icipan s who indica ed “ ood”, “s ess”, “p ac icing
exe cise” o “smoking” as main in luences in heal h epo ed highe heal h s a us’ pe cep ion. On he con a y,
hose who e e ed “ he weigh ”, “ he en i onmen ”, “gene ic ac o s” o “suppo om amily and iends”
epo ed lowe heal h s a us’ pe cep ion. Conside ing all he nine ac o s in he ANOVA model, he ones wi h
signi ican in luence in heal h s a us’ pe cep ion we e “ ood”, “s ess”, “p ac icing exe cise”, “smoking” and
“d inking alcohol”. Pa icipan es who indica ed hese ac o s epo ed highe heal h s a us’ pe cep ion.
Table 5 — Heal h s a us’ pe cep ion and ac o s pe cei ed as in luen in heal h (n=2835)
Independen -samples es ANOVA
YES NO
p
YES NO
p
EQ-VAS
Mean (sd)
EQ-VAS
Mean (sd)
EQ-VAS
EMM
EQ-VAS
EMM
Food 77.8 (17.3) 74.1 (18.1) < 0.001 85.7 80.0 < 0.001
S ess 78.2 (16.6) 75.4 (18.1) < 0.001 86.2 79.5 < 0.001
P ac icing exe cise 83.1 (14.6) 74.4 (18.0) < 0.001 88.5 77.2 < 0.001
Smoking 77.9 (17.5) 75.8 (17.8) 0.009 85.5 80.3 < 0.001
The weigh 74.1 (17.5) 76.6 (17.8) 0.005 83.4 82.4 0.318
The en i onmen 72.7 (17.4) 76.8 (17.7) < 0.001 82.7 83.1 0.737
D inking alcohol 76.9 (15.5) 76.1 (17.9) 0.486 84.9 80.9 0.002
Gene ic ac o s 72.1 (16.0) 76.7 (17.9) < 0.001 82.7 83.1 0.734
The suppo om
amily and iends 72.4 (17.6) 76.4 (17.7) 0.003 81.7 84.1 0.112
EMM = Es ima ed ma ginal mean
DISCUSSION
To ou knowledge his is he i s s udy o assess he heal h s a us pe cep ion o a ep esen a i e sample
o Po uguese adul s. Al hough he c oss-sec ional na u e o his s udy doesn’ allow us o conclude on he
di ec ion o causali y, he knowledge on he associa ion be ween he s udied a iables is ce ainly aluable o
maximize he esul s o public heal h in e en ions. The ac ha da a om a na ionally ep esen a i e sample
we e analysed ega ding such a b oad se o a iables con ibu es o he impo ance o he indings.
When compa ed wi h p e ious esul s6, he p e alence o obesi y be ween 2003-05 and 2009 in he po uguese
adul popula ion educed om 14.2 o 10.8%. This educ ion was obse ed bo h o women (13.4 o 10.4%) and
men (15.0 o 11.2%). Al hough he p e alence o obesi y seems o be dec easing, o e weigh is s ill obse ed
in abou hal o he Po uguese adul s. Fu he mo e, i s p opo ion may e en be inc easing in men: while in
women he global p e alence o o e weigh dec eased om 47.8 o 38.2%, in men i inc eased om 60.2 o
64.5%. The highe p opo ions o o e weigh in olde and less educa ed subjec s ound in his wo k also was
ound in 2003-056.
The unde es ima ion o BMI has been ound in o he s udies, namely in a sample o Po uguese adul s7 and in
a e iew by Go be e al.8. Howe e , Ramos e al.7 epo g ea e disc epancy be ween measu ed and es ima ed
BMI in women, while ou indings indica e he opposi e. Rega ding he associa ion be ween BMI disc epancy
and age o BMI, ou esul s a e in line wi h hose o Ramos e al.7; al hough Go be e al.8 don’ quan i a i ely
combine he esul s om he wo ks e iewed, hei da a show he same end ega ding BMI. Finally, al hough
bo h s udies ound an associa ion be ween educa ion and BMI only o males, ou esul s indica e a g ea e BMI
unde es ima ion in less educa ed men, while Ramos e al.7 epo he opposi e.
Re is a SPCNA
14 Alimen ação Humana
Po uguese adul s showed a high heal h s a us pe cep ion and selec ed “ ood”, “s ess”, “p ac icing exe cise”,
“smoking” o “d inking alcohol” as ac o s wi h g ea e impo ance in heal h. These ac o s we e also associa ed
wi h highe heal h s a us’ pe cep ion. O e all, “ ood” was he ac o mo e o en selec ed as one o he mos
impo an heal h de e minan s. I is in e es ing o no ice ha o e weigh subjec s ended o selec less o en
“ ood” han no mal weigh subjec s.
When hese esul s a e compa ed o hose om a p e ious na ionally ep esen a i e sample4,9, i is wo h no icing
ha “p ac icing exe cise”, “s ess” and “gene ic ac o s” a e hose which a e inc easingly e e ed as ha ing
g ea e impo ance in heal h. On he o he hand, he impo ance o “d inking alcohol”, “ he en i onmen ” and
“smoking” seems o be dec easing.
The knowledge on ac o s pe cei ed as majo heal h de e minan s is use ul o design e ec i e heal h p omo ion
in e en ions. Ou esul s con ibu e o unde s and he de e minan s o heal h s a us’ pe cep ion, which may
assis he use o mo i a ional s a egies in hose in e en ions, specially in g oups wi h lowe pe cep ion o
heal h s a us. Fu u e esea ch should explo e he causes o lowe heal h s a us pe cep ion being associa ed
wi h demog aphic cha ac e is ics, as well as he easons unde lying he pe cep ion o which ac o s a e mo e
in luen in heal h.
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O ganisa ion; 1998.
3 Szende A, Oppe M, De lin N, edi o s. EQ-5D Value Se s: In en o y, Compa a i e Re iew and Use Guide. Do d ech : Sp inge ; 1997.
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