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Chemical exposure : european citizens’ perspectives, trust, and concerns on human biomonitoring initiatives, information needs, and scientific results

Abstract

Over the last few decades, citizen awareness and perception of chemical products has been a topic of interest, particularly concerning national and international policy decision makers, expert/scientific platforms, and the European Union itself. To date, few qualitative studies on human biomonitoring have analysed communication materials, made recommendations in terms of biomonitoring surveillance, or asked for feedback in terms of specific biomonitoring methods. This paper provides in-depth insight on citizens’ perceptions of knowledge of biomonitoring, impact of chemical exposure on daily life, and claims on how results of research should be used. Four semi-structured focus groups were held in Austria, Portugal, Ireland, and the United Kingdom (UK). The cross-sectional observational qualitative design of this study allows for better understanding of public concern regarding chemicals, application, and use of human biomonitoring. The main findings of this study include citizens’ clear articulation on pathways of exposure, the demand on stakeholders for transparent decision-making, and sensitivity in communication of results to the public. Validated and trustful communication is perceived as key to empowering citizens to take action. The results can be used to facilitate decision-making and policy development, and feeds into the awareness needs of similar and future projects in human biomonitoring. Furthermore, it also brings to light ideas and concepts of citizens’ in shaping collaborative knowledge between citizens’, experts, scientists, and policy makers on equal terms.

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Chemical exposure : european citizens’ perspectives, trust, and concerns on human biomonitoring initiatives, information needs, and scientific results

Author: Uhl, Maria,Santos, Ricardo,Costa, Joana,Santos, Osvaldo,Virgolino, Ana,Evans, David S.,Murray, Cora,Mulcahy, Maurice,Ubong, Dorothy,Sepai, Ovnair,Lobo Vicente, Joana,Leitner, Michaela,Benda-Kahri, Silvia,Zanini-Freitag, Daniela
Publisher: MDPI
Year: 2021
Source: https://repositorio.ulisboa.pt/bitstream/10451/46221/1/Chemical_exposure.pdf
In e na ional Jou nal o
En i onmen al Resea ch
and Public Heal h
A icle
Chemical Exposu e: Eu opean Ci izens’ Pe spec i es, T us ,
and Conce ns on Human Biomoni o ing Ini ia i es,
In o ma ion Needs, and Scien i ic Resul s
Ma ia Uhl 1,*, Rica do R. San os 2, Joana Cos a 2, Os aldo San os 2,3, Ana Vi golino 2, Da id S. E ans 4,
Co a Mu ay 5, Mau ice Mulcahy 5, Do o hy Ubong 6, O nai Sepai 6, Joana Lobo Vicen e 7, Michaela Lei ne 1,
Sil ia Benda-Kah i 1and Daniela Zanini-F ei ag 1,*


Ci a ion: Uhl, M.; San os, R.R.; Cos a,
J.; San os, O.; Vi golino, A.; E ans,
D.S.; Mu ay, C.; Mulcahy, M.; Ubong,
D.; Sepai, O.; e al. Chemical
Exposu e: Eu opean Ci izens’
Pe spec i es, T us , and Conce ns on
Human Biomoni o ing Ini ia i es,
In o ma ion Needs, and Scien i ic
Resul s. In . J. En i on. Res. Public
Heal h 2021,18, 1532. h ps://
doi.o g/10.3390/ije ph18041532
Academic Edi o : Juan
Ped o A ebola
Recei ed: 22 Decembe 2020
Accep ed: 27 Janua y 2021
Published: 5 Feb ua y 2021
Publishe ’s No e: MDPI s ays neu al
wi h ega d o ju isdic ional claims in
published maps and ins i u ional a il-
ia ions.
Copy igh : © 2021 by he au ho s.
Licensee MDPI, Basel, Swi ze land.
This a icle is an open access a icle
dis ibu ed unde he e ms and
condi ions o he C ea i e Commons
A ibu ion (CC BY) license (h ps://
c ea i ecommons.o g/licenses/by/
4.0/).
1En i onmen Agency Aus ia, 1090 Vienna, Aus ia; [email p o ec ed] (M.L.);
[email p o ec ed] (S.B.-K.)
2En i onmen al Heal h Beha iou Lab, Ins i u o de Saúde Ambien al, Faculdade de Medicina,
Uni e sidade de Lisboa, 1649-028 Lisboa, Po ugal; ica do [email p o ec ed] (R.R.S.);
[email p o ec ed] (J.C.); [email p o ec ed] (O.S.); [email p o ec ed] (A.V.)
3Unb eakable Idea Resea ch, 2550-426 Painho, Po ugal
4Heal h Se ice Execu i e, Depa men o Public Heal h, Me lin Pa k Regional Hospi al, H91N973 Galway,
I eland; [email p o ec ed]
5Heal h Se ice Execu i e, En i onmen al Heal h Se ice, H91EW40 Galway, I eland;
[email p o ec ed] (C.M.); [email p o ec ed] (M.M.)
6Public Heal h England, London SE1 8UG, UK; do o hy[email p o ec ed].uk (D.U.);
o nai [email p o ec ed].uk (O.S.)
7Eu opean En i onmen Agency, 1050 Copenhagen, Denma k; [email p o ec ed]
*
Co espondence: ma ia.uhl@umwel bundesam .a (M.U.); daniela.zanini- ei ag@umwel bundesam .a (D.Z.-F.);
Tel.: +43-1-313043605 (M.U.); +43-1-313043468 (D.Z.-F.)
Abs ac :
O e he las ew decades, ci izen awa eness and pe cep ion o chemical p oduc s has
been a opic o in e es , pa icula ly conce ning na ional and in e na ional policy decision make s,
expe /scien i ic pla o ms, and he Eu opean Union i sel . To da e, ew quali a i e s udies on
human biomoni o ing ha e analysed communica ion ma e ials, made ecommenda ions in e ms
o biomoni o ing su eillance, o asked o eedback in e ms o speci ic biomoni o ing me hods.
This pape p o ides in-dep h insigh on ci izens’ pe cep ions o knowledge o biomoni o ing, impac
o chemical exposu e on daily li e, and claims on how esul s o esea ch should be used. Fou
semi-s uc u ed ocus g oups we e held in Aus ia, Po ugal, I eland, and he Uni ed Kingdom (UK).
The c oss-sec ional obse a ional quali a i e design o his s udy allows o be e unde s anding
o public conce n ega ding chemicals, applica ion, and use o human biomoni o ing. The main
indings o his s udy include ci izens’ clea a icula ion on pa hways o exposu e, he demand on
s akeholde s o anspa en decision-making, and sensi i i y in communica ion o esul s o he
public. Valida ed and us ul communica ion is pe cei ed as key o empowe ing ci izens o ake
ac ion. The esul s can be used o acili a e decision-making and policy de elopmen , and eeds in o
he awa eness needs o simila and u u e p ojec s in human biomoni o ing. Fu he mo e, i also
b ings o ligh ideas and concep s o ci izens’ in shaping collabo a i e knowledge be ween ci izens’,
expe s, scien is s, and policy make s on equal e ms.
Keywo ds:
human biomoni o ing; ocus g oup; ci izen e lec ions; chemical exposu e; policy deci-
sion making
1. In oduc ion
Ci izens a e exposed o a wide ange o en i onmen al chemicals in hei daily li es,
in di e en con ex s and ia mul iple ou es, including indoo s and ou doo s (e.g., ai ,
soil, and wa e con amina ion [
1
,
2
]; consume p oduc s (e.g., cosme ics, cleaning agen s,
ex iles) [
3
–
5
]; ood, as chemicals a e widely used in ood p oduc ion (e.g., an imic obial
In . J. En i on. Res. Public Heal h 2021,18, 1532. h ps://doi.o g/10.3390/ije ph18041532 h ps://www.mdpi.com/jou nal/ije ph
In . J. En i on. Res. Public Heal h 2021,18, 1532 2 o 17
d ugs in ood-p oducing animals [
6
], including pes icides o con ol pes s ha a ec c op
p oduc ion [
7
], ood packaging [
8
], and pollina o s which a e di ec ly in ol ed in a ound
one- hi d o global ood p oduc ion [
9
]); d inking wa e [
10
]; and a wo k [
11
,
12
]. Inc eased
ulne abili y o chemical exposu e occu s du ing childhood [
13
] and p egnancy [
14
,
15
],
which may impai li e ime heal h [16].
Acco ding o he Special Eu oba ome e 456: Chemical Sa e y (wi h conside able
a ia ion by membe s a es), 65% o ci izens om 28 Eu opean Union (EU) membe s a es
a e “a li le” o “ e y much” conce ned abou being exposed o chemicals in hei daily
li es, while 45% o he esponden s el well in o med abou he po en ial dange s o
chemicals included in consume p oduc s. Pe cep ions ega ding he sa e y o consume
p oduc s con aining chemicals a e di ided, wi h 46% o EU ci izens answe ing “no eally”
o “no a all”, and 49% end o ag ee o some ex en wi h he sa e y o hese p oduc s [
17
].
Public pe cep ion o a chemical isk is linked o indi idual and place a ibu es; i is no
limi ed o he ype and s eng h o he exposu e o a haza dous chemical. P e ious s udies
ha e shown ha chemical cues, o ins ance, may esul in mo e a ibu ions o symp oms
o a chemical cause, e en i no exposu e occu ed in eali y [
18
]. This sugges s ha people
assess isks by di e en means, acco ding o he p obabilis ic isk assessmen s conduc ed by
expe s [
19
]. Di e en componen s (delibe a i e, a ec i e, o expe ien ial [
20
]), and many
ac o s a e in ol ed in he o ma ion o isk pe cep ions, including li e acy and nume acy
le els [
21
], disposi ional si ua ions [
22
], pe sonal expe iences, in o ma ion a ailabili y and
p esen a ion [
23
], and physical and psychological well-being o he exposed indi idual [
24
].
Heal h isk pe cep ion o chemical exposu e has been assessed in nume ous se ings and
a ge ed popula ions (e.g., d inking wa e quali y [
25
], chemical household p oduc s [
24
,
26
],
ood addi i es and con aminan s [
27
], esea ch labo a o y wo ke s [
28
], o ec ea ional
beach use by child en [
29
]), as a s a ing poin , o build-up e ec i e isk communica ion
s a egies and public heal h in e en ions, which ul ima ely may lead o isk pe cep ion
and heal h beha iou changes [20].
The inclusion o ci izen pe spec i es and pe cep ions is pa o a sys ema ic, anspa -
en , and pa icipa o y s a egy wi hin he Human Biomoni o ing Ini ia i e o Eu ope [
30
]
(HBM4EU). The HBM4EU is a p og amme in ol ing 30 Eu opean coun ies aimed a
coo dina ing and ad ancing human biomoni o ing in Eu ope while p o iding e idence
ha suppo s policymaking. A wide ange o s akeholde s, including go e nmen al bodies,
EU agencies, non-go e nmen al o ganiza ions, and indus y and ade unions pa icipa e
in he ini ia i e.
One main conce n wi hin he HBM4EU conso ium is o in ol e all ac o s in chemical
sa e y, including he ci izens, o (i) iden i y socie al challenges and needs; (ii) se esea ch
p io i ies ha add ess hose needs; (iii) ensu e ha HBM4EU ac i i ies a e legi ima e and
c edible; (i ) implemen p ocedu es ha a e anspa en and accoun able; ( ) gene a e
bene i s o he socie y; and ( i) dissemina e HBM4EU esul s. S a egies engaging hose
ac o s p o e o enable a mo e e ec i e isk go e nance, a g ea e accep ance by he public
owa ds human biomoni o ing, and, a he same ime, b ing ci izen pe spec i es in o
public heal h policy de elopmen s [
31
,
32
]. This encou ages con inuous (heal h) li e acy
ac ions (p o iding ac shee s, ailo made in o ma ion) a ge ed o ci izens wi h di e en
backg ounds in an inclusi e, easily accessible app oach.
In line wi h e o s o engage ci izens in he ini ia i e, su eys o Eu opean ci izens
we e conduc ed wi hin he HBM4EU, o in o m he p io i iza ion p ocess (i.e., iden i ica ion
o ele an subs ances and hei heal h e ec s ollowing chemical exposu e should be
add essed), which se es as a basis o he wo k unde aken unde he p ojec . Despi e his
ini ial e o o ga he some inpu om non-specialis s in chemical exposu e, nume ous
ques ions ega ding Eu opean ci izens’ pe cep ions, conce ns and belie s on chemical
exposu e and sa e y, as well as on HBM (i.e., HBM li e acy) emain unexplo ed. E idence
om ela ed ields demons a e ha ci izens’ engagemen in sensi i e ques ions ha di ec ly
o indi ec ly a ec hem is c ucial o suppo decision making and o a oid dis us in he
au ho i ies [
33
,
34
]. Conside ing his, his pape desc ibes he esul s o ou ocus g oups
In . J. En i on. Res. Public Heal h 2021,18, 1532 3 o 17
o ganized wi hin he HBM4EU amewo k in ou Eu opean coun ies, Aus ia, Po ugal,
I eland, and he Uni ed Kingdom (UK). The objec i es o his s udy we e o ga he u he
unde s anding on (i) ci izens’ pe cep ion o chemical exposu e in hei daily li es and HBM;
(ii) hei conce ns ega ding exposu e o chemical subs ances; (iii) belie s owa ds chemical
exposu e and sa e y, as well as ega ding HBM. Al oge he , he esul s om each o he
ou g oup discussions a e aluable con ibu ions o suppo he design, implemen a ion,
and communica ion o u u e HBM ac ions, as well as o b idge he gap be ween science
and ci izens.
2. Ma e ials and Me hods
This is a c oss-sec ional obse a ional quali a i e s udy, wi h da a collec ed h ough
semi-s uc u ed ocus g oups conduc ed in ou Eu opean coun ies: Aus ia, Po ugal,
I eland, and he UK. In each coun y, one ocus g oup composed o ci izens was mode a ed
by HBM4EU pa ne s. Da a collec ion ook place in Aus ia (Feb ua y 2018), Po ugal (May
2019), I eland (Sep embe 2019), and he UK (Oc obe 2019).
A quali a i e app oach using ocus g oups was employed o p o ide an in-dep h
unde s anding o ci izen’s knowledge, belie s, and a i udes in e ms o chemical expo-
su e [
35
]. I was el ha a quan i a i e app oach would lose dep h and meaning, and may
omi key issues o ele ance o policy make s. This is also pa icula ly app op ia e, as he e
ha e been ew quali a i e s udies o human biomoni o ing. Focus g oups can p o ide
iche in o ma ion abou he knowledge, a i udes, and expe iences o he pa icipan s.
They ob ain in o ma ion om he in e ac ions wi h and be ween he pa icipan s. Thei
in en is
“no o in e bu o unde s and, no o gene alize bu de e mine he ange, and
no o make s a emen s abou he popula ion bu o p o ide insigh s abou how
people in he g oups pe cei e a si ua ion” [36], (p. 66).
Theo e ical sa u a ion is unde discussion wi h ou ocus g oups unde aken; simila
hough s om di e en ocus g oups do e lec ha some common conce ns a e c oss-
sec ional o di e en coun ies. Apa om he opic(s) unde discussion, in ensi e phases
o in e ac ion indica e ha he opics a e key and ele an o he pa icipan s in he g oup
discussion [37].
2.1. Pa icipan s: Sampling and Inclusion/Exclusion C i e ia
Pa icipan ec ui men ollowed a pu posi e sampling (non- andom, concep ually
d i en) in each o he ou coun ies. Eligible pa icipan s we e adul ci izens (18+ yea s
old), bo h sexes. An e o was made o ensu e he e ogenei y ega ding age, educa ional
le el, u ban/ u al esidence, and p o essional backg ound, in o de o ga he di e en
pe spec i es abou he opics unde discussion. Ci izens we e excluded om pa icipa ing
in ocus g oups i hey could no mas e he language ha he ocus g oup was conduc ed
in (Ge man, English, o Po uguese, acco ding o he coun y). This was also he case i
pa icipan s we e no able o p o ide w i en consen o pa icipa e in he ocus g oup.
Pa icipan s we e in i ed o ake pa in he ocus g oups h ough di e en ways, acco ding
o he coun y. Selec ion om a panel o ci izens om p e ious quali a i e s udies ollowed
by in i a ion ia email (Po ugal), in i a ion ia email and h ough online pos s on ins i-
u ional homepages o social media accoun s o he HBM4EU ins i u ions (I eland and
Aus ia), in i a ion ia ci izen pool om occasional ci izen dialogues and h ough snowball
p inciple (Aus ia), in i a ion om a long s anding people panel (UK) acili a ed by Public
Heal h England (PHE), and in i a ion om ad e isemen s pos ed in public/communi y
buildings wi hin he adjacen geog aphical a ea o he ocus g oup enue (I eland). Sample
size anged be ween se en (UK) and ou een (Aus ia) pa icipan s. A o al o ou ocus
g oups we e unde aken. This p o ided su icien da a o analyse hemes. A e iew o 40
ocus g oup s udies [
38
] ound ha 80% o all hemes could be iden i ied wi hin 2–3 ocus
g oups and 90% by 3–6 ocus g oups.
In . J. En i on. Res. Public Heal h 2021,18, 1532 4 o 17
2.2. Se ing, P ocedu es and Ins umen s o Da a Collec ion
Focus g oups ook place wi hin he acili ies o he esea ch uni s o local ins i u ions.
A mode a o and a co-mode a o , bo h expe ienced in hese ypes o g oup discussions,
conduc ed he ocus g oups. The co-mode a o assumed a less ac i e ole in he discussion
and was mainly esponsible o in oducing opics no co e ed by he mode a o and o
aking ield no es. The session s a ed wi h he mode a o seeking consen o audio eco d
he discussion, ollowed by an o e iew o he main sec ions o be discussed
(Table 1)
and
a i e-minu e in oduc ion o he HBM4U p ojec . Pa o he ocus g oup opic guide
in ol ed pa icipan s ha ing o imagine ha hey we e in he yea 2023. This was used
o encou age discussion on po en ial changes and impac s ha he HBM4U p ojec may
ha e had, and he bes way o dissemina e in o ma ion. The mode a o s assumed a non-
di ec i e semi-s uc u ed app oach, p oposing he opics o discussion and p omo ing
g oup in e ac ion. The opic guide ques ions we e lexible in e ms o o de and dep h o
discussion, so na ional eams could eo ganize he discussion o e lec local needs. The
du a ion o he ocus g oups was a iable and anged om one o h ee hou s ( ull session).
Pa icipan s we e gi en ligh e eshmen s du ing he sessions, which also con ibu ed o
“b eak he ice” and p omo e g oup in e ac ion.
Table 1. Guidelines o conduc ing he ocus g oup: ele an opics o be co e ed.
1
In oduc ion on human
biomoni o ing
- P e-knowledge on human biomoni o ing
- Rela ion o he opic
- Special in e es on human biomoni o ing
s udies/p e ious pa icipa ion
2
Human biomoni o ing now:
exposu e o chemical
subs ances in ou daily li es
- Subs ances o conce n
- Assessmen o chemical exposu e
- Heal h p oblems ela ed o chemical exposu e
- Rele ance o Human biomoni o ing esul s and he
Human biomoni o ing (HBM) ini ia i e o e e yday
li e
- I applicable, a eas and easons o ele ance
3
Though expe imen : human
biomoni o ing p ojec — he
u u e
- Expec a ion ega ding he esul s: con en
- Expec a ions ega ding he esul s: impac (e.g., policy
making)
4
P ospec i e u u e: esul s o
he human biomoni o ing
p ojec
- Pe cep ion o achie ed esul s and applicabili y o he
esul s
- Who ecei es in o ma ion abou he p ojec ’s esul s
and how (i.e., communica ion channels)
- P e e ed communica ion channel o ob ain
in o ma ion abou he p ojec
The ull sessions we e audio aped and ully ansc ibed. The ansc ip and ex
ma e ial we e echecked p io and du ing he coding p ocess by a leas wo expe ienced
esea che s ( ansc ip s o FG and code lis can be ound in Supplemen a y Ma e ial).
2.3. Da a Analysis
Con en analysis was independen ly unde aken by wo esea che s o he s udy
eam, pe coun y, ollowing g ounded heo y p inciples [
39
,
40
]. Each esea che inde-
penden ly ead he ansc ip s, no ing key wo ds o ph ases (open coding). These we e
used o cons uc a coding amewo k o simila ca ego ies. The coding amewo k was
iangula ed o in e p e a i e alidi y [
41
] by he mode a o s and co-mode a o s o he
ocus g oups. Concep ual iangula ion was enhanced by a e iew o he li e a u e. The
coding amewo k was hen used o iden i y key hemes eme ging om he da a ga he ed
in he g oup discussions. Fu he in e p e a i e and signi icance alidi y was assu ed by
In . J. En i on. Res. Public Heal h 2021,18, 1532 5 o 17
p o iding open access o he anonymized co pus (enclosed aw ex da a o ansc ip s is
p o ided as Supplemen a y Ma e ial).
2.4. E hical Issues
P io o aking pa in he ocus g oups, all pa icipan s signed an in o med consen
o m. Wi hin ha , i was explained ha pa icipa ion was olun a y, ha hey could
wi hd aw a any ime and ha all da a collec ed we e anonymous and con iden ial. The
ocus g oup mode a o also sough consen o audio eco d he discussion and asked o
pa icipan s’ pe mission o ake pho og aphs du ing he g oup discussion. The conduc o
he ocus g oups in HBM4EU was app o ed by he p ojec managemen boa d. Adhe ence
o ules o he GDPR (Gene al Da a P o ec ion Regula ion) was assu ed by he p ojec
eams ca ying ou he ocus g oups in acco dance wi h na ional policy. In all ocus g oups,
ci izens ga e in o med consen h ough a decla a ion o consen on da a p o ec ion o
he a ec ed pe sons (acco ding o A 6 Pa a 1 li a GDPR) Ci izen Wo kshop on Human-
Biomoni o ing in he EU. Addi ionally, in Po ugal, posi i e app o al o conduc ion o he
ocus g oup was ob ained by he E hics Commi ee o he Cen o Académico de Medicina
de Lisboa (Re e ence 306/19). E hics commi ee app o al was no equi ed in he o he
h ee coun ies.
3. Resul s
Sample cha ac e isa ion, by coun y, in e ms o sociodemog aphic a iables, is p o-
ided in Table 2.
Table 2. Sample cha ac e isa ion by coun y.
Po ugal I eland Uni ed Kingdom Aus ia
Gende
Male 5 (50.0%) 5 (45.5%) 3 (43%) 7 (50%
Female 5 (50.0%) 6 (54.5%) 4 (57%) 7 (50%)
Age
Age ange (24–63) (18–74) (52–72) (20–72)
Mean age ±SD 46.6 ±14.6 Age coho s we e
eco ded 64.0 ±6.9 41.3 ±4.6
Educa ion
Uni e si y deg ee (8),
Seconda y educa ion
(1), p ima y
educa ion (1)
Thi d educa ion le el
(9), seconda y
educa ion (2)
P o essional
backg ound was
eco ded
Uni e si y deg ee (9),
seconda y educa ion (5)
P e ious knowledge
abou HBM
Pa icipan s claimed
lack o in o ma ion
on he opic
Few pa icipan s we e
p e iously exposed o
he opic, ei he
h ough he media o a
wo k
Knowledge mainly
claimed on media
consump ion (TV
documen a ies,
mo ies)
Almos hal o ci izens
wi h p o essional o
educa ional backg ound
on he opic, all claimed
in e es on his
3.1. Ci izens’ Pe cep ions and Conce ns abou Chemical Risks and Thei Impac on Human Heal h
In he ollowing sec ion, speci ic s a emen s o pa icipan s a e ci ed and discussed
in ela ion o cu en challenges in isk assessmen and managemen . Pa icipan s we e
conce ned abou he heal h isks associa ed o he exposu e o a a ie y o chemicals,
namely h ough a ious sou ces o exposu e hey a e exposed o in hei daily li es and
ia consume p oduc s and ood. Few pa icipan s named speci ic chemical subs ances;
asbes os and ph hala es we e men ioned in he Po uguese ocus g oup, whe eas diesel
umes we e e e ed o in he I ish ocus g oup. Some pa icipan s exp essed hei gene al
conce n abou pollu ed wa e and indus y- ela ed ai pollu ion ( isible s eam).
“I ’s hose hings ha he plas ics we use in ou daily li e ha e
. . .
he leaching
in o he be e ages we d ink, he ood we ea , he ood we hea in he mic owa e,

In . J. En i on. Res. Public Heal h 2021,18, 1532 6 o 17
inside o plas ic boxes, all hose con ac s we made, as s a ed be o e, also h ough
he clo hes we wea , wha we ouch, and he e ec s e en o ou o sp ing”
(Po ugal, male, lines 108–114).
“
. . .
we o en walk Sandymoun S and wi h ou dog and he e is a non-ending
plume o wha is supposed o be s eam coming om i ; bu wha ’s in s eam? Bu
I p esume ha EPA a e moni o ing ha .” (I eland, male, lines 31–33).
In one ocus g oup, pa icipan s iden i ied main exposu e pa hways o chemicals (e.g.,
ou doo ai , ood, d inking wa e , and clo hes) and es ablished a link be ween exposu e
pa hways and di e en sou ces o pollu ion. Fo example, ca exhaus emissions and ca
b ake dus we e linked o chemical exposu e h ough ou doo ai . Pes icides used in c ops
and la ou ings, p ese a i es, and colou addi i es used in so d inks p oduc ion we e
linked o chemical exposu e h ough ood; en i onmen al ese oi s o an ibio ic esis an
mic oo ganisms and indus ial was ewa e discha ges we e linked o chemical exposu e
h ough d inking wa e .
Two g oups men ioned mix u es o chemical subs ances and in e ac ions be ween
hese subs ances:
“
. . .
you know I used shampoo his mo ning, and I ha e a oo hpas e which I
belie e is be e han he luo ide ones, bu how do I know is he e some hing
s ill in ha oo hpas e ha is no good, and I ied o ha e as li le as possible in
e ms o makeup, and you know, I am using eally good pu e baby- ype c eams
and hings like ha , bu wha abou all he s u I do no know abou .” (I eland,
emale, lines 17–22).
“
. . .
was men ioning abou hings in combina ion as well. Me cu y wi h o he
exposu es seems o ha e mo e o an e ec . How can his be moni o ed? Wha do
we do abou mix u es.” (UK, male, pa 2, lines 255–256).
Some pa icipan s in ano he ocus g oup iden i ied he “chain o e ec s” o he
human in luence on he whole ecosys em:
“One o he one o he hings ha I hink goes on in esea ch ha you do is you
look a single chemicals. And one o he hings ha I hink pe haps isn’ looked
a enough is he cock ail o chemicals ha we’ e abso bing. Because we seem o
ha e a lo mo e s u ha ’s going on. And he, i ’s ac ually how, how, wha , wha
can be done abou ha , o example . . . ” (UK, emale, pa 1, lines 577–581).
“
. . .
when you ge in hings ha a e coming in
. . .
ou side he EU, o example,
om Sou h Ame ica, aking he example o g apes. Wha ? How do we know
hey’ e no illed wi h pes icides?” (UK, emale, pa 1, lines 610–611).
Indi ec exposu e om using p oduc s ha we e in con ac wi h po en ially haza dous
subs ances a any s age o he p oduc ion chain was also an exp essed conce n. Fo example,
I ish and UK ci izens we e conce ned abou he use o pes icides o p o ec c ops om
pes s, especially in he case o ui p oduc ion:
“bu i you cu an apple om he shop in hal , i s ays pe ec , so wha is making
ha s ay pe ec , he e some hing, you know, whe eas when hey jus pick i o
he ee wi h no pes icides o any hing, i would s a , he minu e you cu i , i
would s a o go b own, bu when you buy hem, hey don’ , hey s ay like ha .”
(I eland, emale, lines 57–61).
A UK ci izen men ioned a m animals and he use o an ibio ics and an ibio ic
esis ance:
“
. . .
ac o y a med animals a e ou inely ed an ibio ics as a p ophylac ic, a he
han ac ually o ea condi ion and hose an ibio ics, p esumably and I’m saying
p esumably because o , I don’ know, go access o esea ch, bu hey’ e in he
mea and he e o e when we ea ha mea we’ e aking in an ibio ic.” (UK, emale,
pa 1, lines 584–587).
In . J. En i on. Res. Public Heal h 2021,18, 1532 7 o 17
A Po uguese pa icipan men ioned he i iga ion o ag icul u al ields using
po en ially con amina ed wa e om he i e s ha is cap u ed h ough a isanal bo eholes:
“My main conce n is no so much abou di ec consump ion, which I belie e is
well egula ed and well con olled, bu i is much mo e abou indi ec consump-
ion, ha is, wa e ha is used o i iga e he c ops we la e ea and ha is no
so sc u inised, i is o en aken di ec ly om he i e o ano he wa e cou se
( . . . ah . . . )
and also in Po ugal, he pe cen age o people who s ill only use
wa e pumped om a isanal bo eholes is highe han expec ed.” (Po ugal, male,
lines 270–276).
Al hough pa icipan s gene ally exp essed some conce n in e ms o exposu e o
en i onmen al pollu ion, some pa icipan s poin ed ou ha i is impo an o a oid
ala mism, as his can be equally ha m ul o heal h. Acco ding o hem, i is impo an o
es ablish us in he go e ning au ho i ies ins ead:
“Because i makes us wo ied and when we a e wo ied, we li e less. I guess.”
(Po ugal, male, line 139).
“I always guide mysel by he way I us o no in he au ho i ies ha egula e
i .” (Po ugal, male, lines 231–232).
3.2. Communica ing In o ma ion abou Chemical Exposu e
Pa icipan s in he ou ocus g oups acknowledged he key ole o communica ion
in empowe ing ci izens o ake ac ion. I empowe s u u e consume s’ decision-making
and opens possibili ies o hem o pu p essu e on egula o y au ho i ies. The dep h
o he discussion on communica ion o in o ma ion on chemical exposu e and HBM
a ied ac oss g oups, wi h some pa icipan s e e ing o gene ic ypes o communica ion
(such as websi es, a icles in newspape s) whe eas o he s men ioned speci ic ypes o
communica ion.
“We would need a da abase a ailable o he public, one we can ga he mo e
in o ma ion om. Wha is happening? Wha is i abou a ce ain subs ance?
Wha does i do [
. . .
] wi h a ce ain chemical? Empowe men !” (Aus ia, emale,
lines 282–284).
Anecdo al e idence o ci izen empowe men a e anspa ency in in o ma ion com-
munica ion was p o ided by a Po uguese pa icipan :
“We had phenomena like he his o y o mad cow’s disease, e c., i i we en’
o public p essu e, maybe we s ill a e con amina ed bee oday, wouldn’ we?”
(Po ugal, male, lines 785–787).
A model o he communica ion p ocess in HBM in ol ing science, decision make s,
and ci izens eme ged om he Po uguese ocus g oup. Pa icipan s men ioned ha science
p oduces in o ma ion ha is used o suppo decisions by policy make s, ul ima ely leading
o ac ion. In e es ingly, na ional au ho i ies, such as he Po uguese En i onmen Agency,
we e no iden i ied as being pa o his communica ion p ocess. The ole o lobbying
in he p io i isa ion p ocess o poli ical ac ion o e ed some conce n o he Po uguese
pa icipan s in he g oup discussion, as well as he ole o ci izens, who we e conside ed
as passi e ecep o s o poli ical decisions ha , acco ding o hem, ollows a op-down
app oach. O e all, Po uguese pa icipan s in he ocus g oup el ha communica ing
scien i ic esul s was a e y impo an componen o he “communica ion iangle o
science” (Figu e 1). Dissemina ing in o ma ion o he public may con ibu e o inc eased
ci izen engagemen , which in u n may empowe hem o pu p essu e on poli icians o ake
e ec i e ac ions ha shall be o ien ed o mee ci izens’ needs. Ul ima ely, his con ibu es
o educe mis us in poli icians.
“Fi s , each he public and hen he public pu p essu e on he poli icians.”
(Po ugal, male, lines 1025–1026).
In . J. En i on. Res. Public Heal h 2021,18, 1532 8 o 17
Figu e 1.
Model o in o ma ion low and communica ion o HBM knowledge (communica ion om
media and science, in o ma ion om o he sou ces, and educa ion om he con ex , all oge he
seems o a ec , a di e en le els, ci izen pe cep ions on he heal h impac o chemical exposu e.
The as e isks indica e c i ical poin s ela ed o he way in o ma ion is emi ed o ecei ed by he
s akeholde s. Con inuous lines ep esen ha in o ma ion o ac ions lows in closed ci cui s, i.e.,
no aken in o conside a ion ci izens pe cep ions o needs. Do ed lines indica e an open low o
in o ma ion o which ci izens a e exposed o. The hickness o hese lines is ela ed o he le el o
in luence on ci izens’ pe cep ions and a i udes. The e o e, he con ex (subjec i ely unde s ood he e
as he combina ion o indi idual, social, and place a ibu es) seems o ha e mo e in luence han
o he sou ces o in o ma ion (e.g., social media), media, and science communica ion) (empi ical da a
d i en model: ci izen pe spec i e).
Th ea s o anspa en and c edible scien i ic da a communica ion we e also discussed.
Pa icipan s in one o he g oup discussions s essed ha scien i ic in o ma ion should be
communica ed using c edible sou ces, such as science expe s. This was an impo an s ep
o p o ide “ce ain y” and o p o ec ci izens and public opinion om “ ake news”. The
en i onmen al campaign led by G e a Thunbe g was gi en as an example o an app oach
emphasising he impo ance o science and he need o “lis en o he scien is s”.
Pa icipan s in he UK ocus g oup iden i ied he need o execu i e and go e nmen
agencies o p oduce de ailed, ocused, and ailo ed in o ma ion o be deli e ed o he
ci izens. Some pa icipan s exp essed hei opinion ha ci izens should ha e “a igh ”
o ecei e in o ma ion when ad e se human heal h e ec s a e de ec ed om chemicals
o which hey a e di ec ly o indi ec ly exposed o. A lis compiled by medically ained
indi iduals, p o iding in o ma ion abou haza dous and less ha m ul chemicals (e.g.,
p oduc s whe e he chemicals can be ound, isks o pa icula g oups), should be p oduced
and deli e ed o he gene al popula ion.
“Public Heal h, I hink has a high p io i y o mos people. No jus hei own
pe sonal heal h, bu he heal h o he popula ion a la ge. Fo all so s o easons,
I hink i ’s a good hing ha people a e mo e awa e han was he case in my
In . J. En i on. Res. Public Heal h 2021,18, 1532 9 o 17
pa en s’ gene a ion, o e en my g andpa en s’ gene a ion, hey simply we en’
awa e o hese issues. (UK, male, pa 2, lines 722–725).
“
. . .
he public, I hink, a e becoming mo e and mo e awa e o pollu ion, and
hea y chemicals in wa e and ood and plas ic in he ocean, and all o hese kinds
o hings. And wha we need, I belie e, is a guide om go e nmen o om
execu i e agencies, o maybe bo h abou a b oad ballpa k a ea whe e we can look
o mo e in o ma ion on hese opics, and pe haps speci ic websi es, and whe e
we can ind answe s o ques ions. So I hink he objec i e communica ion in his
ealm is o make he public mo e awa e. And mo e awa e in a mo e ocused,
a ge ed way han go e nmen is gene ally e y good a so ha we can begin
o ask he igh ques ions o people like you (PHE scien is s).” (UK; male, pa 1,
lines 481–491).
“I belie e we need o lead om medical p ac i ione s, people wi h medically
ained who can say he e’s a whole load o chemicals in he ai in he soil, we ea
hem, b ea h hem, d ink hem, many o hem a e no dange ous, bu some a e
and he e’s a lis o hem.” (UK, male, pa 1, lines 705–707).
One pe son s essed ha he e was a need o build-up us and con idence in go -
e nmen o ganisa ions. Se e al o he s el ha in o ma ion should be p o ided by non-
go e nmen al o ganisa ions. One ocus g oup highligh ed he impo ance o an indepen-
den “wa chdog” o ganisa ion ha had au ho i y:
“So, i we ha e go e nmen s looking o independen bodies like an independen
wa e au ho i y, you know, ha is moni o ing wa e s, wa e pollu ion le els.”
(I eland, male, lines 362–364).
The need o he HBM4EU p ojec o p o ide in o ma ion, namely e idence on heal h
e ec s om chemical exposu e, in a use - iendly o ma , easily unde s andable by he
gene al ci izen, was s essed by he pa icipan s in he I ish ocus g oup. One pa icipan ,
holding a Mas e ’s deg ee in biochemis y, commen ed ha some in o ma ion p o ided,
e.g., on a chemical sa e y da a shee he had seen, was “ o ally unin elligible.” A di e en
pa icipan s essed ha i would be impo an o his p ojec o u n “scien i ic knowledge
in o unde s anding”.
“
. . .
we a e going o ha e i in language a i e-yea -old can unde s and.” (I eland,
male, lines 289–290).
3.3. Ba ie s o Reduce Pollu ion Le els
Pollu ion was iden i ied by he pa icipan s in he ocus g oups as one impo an
pa hway o exposu e o chemicals. As such, he discussion no only ocused upon con-
ce ns abou heal h e ec s a e exposu e o sou ces o pollu ion (see Sec ion 3.1 Ci izens’
pe cep ions and conce ns abou en i onmen al isks and hei impac on human heal h),
bu also se e al ba ie s ha p e en ac i e ac ion o educe pollu ion le els. Di e en
expec a ions om di e en s akeholde s we e emphasised ac oss ocus g oups as a main
po en ial ba ie o educe pollu ion le els ha could be su passed i he s akeholde s
engage in a collabo a i e e o a many di e en le els. The go e nmen was poin ed ou
by some pa icipan s as a ba ie , because hey would p o ec he indus y o e ci izens’
in e es s. The a ionale was ha he indus y sec o c ea es jobs and con ibu es o he
economical weal h o he coun y. As such, measu es aimed a educing pollu ion le els
mainly a ge he consume and less is equi ed in his ealm om p i a e companies.
The ole o “lobbyism” and he indus y sec o ’s own agenda and in e es s in shap-
ing poli ical decisions was e e ed in wo ou o he ou ocus g oups by some o he
pa icipan s. Addi ional indus y- ela ed ba ie s we e iden i ied by he pa icipan s: Ag-
g essi e ma ke ing s a egies we e men ioned as con ibu ing o an o e load o messages
ha makes i ha de o dis inguish ele an and c edible in o ma ion abou haza dous
subs ances. Cons an p oduc inno a ion by indus y in highly indus ialised a eas o he
In . J. En i on. Res. Public Heal h 2021,18, 1532 16 o 17
27.
Jansen, T.; Claassen, L.; an Kamp, I.; Timme mans, D. ‘All chemical subs ances a e ha m ul.’ public app aisal o unce ain isks
o ood addi i es and con aminan s. Food Chem. Toxicol. 2020,136, 110959. [C ossRe ]
28.
Papadopoli, R.; Nobile, C.G.A.; T o a o, A.; Pileggi, C.; Pa ia, M. Chemical isk and sa e y awa eness, pe cep ion, and p ac ices
among esea ch labo a o ies wo ke s in I aly. J. Occup. Med. Toxicol. 2020,15, 1–11. [C ossRe ]
29.
Fe guson, A.; del Donno, C.; Obeng-Gyasi, E.; Mena, K.D.; Al oma e, T.K.; Gue e o, R.; Gidley, M.L.; Mon as, L.; Solo-Gab iele,
H.M. Child en Exposu e-Rela ed Beha io Pa e ns and Risk Pe cep ion Associa ed wi h Rec ea ional Beach Use. In . J. En i on.
Res. Public Heal. 2019,16, 2783. [C ossRe ]
30.
Da id, M.; Schwedle , G.; Reibe , L.; Tolonen, H.; Ande sson, A.-M.; López, M.E.; Joas, A.; Schöpel, M.; Polche , A.; Kolossa-
Geh ing, M. Lea ning om p e ious wo k and inding syne gies in he domains o public and en i onmen al heal h: EU- unded
p ojec s BRIDGE Heal h and HBM4EU. A ch. Public Heal. 2020,78, 1–13. [C ossRe ]
31.
Keune, H.; Mo ens, B.; C oes, K.; Colles, A.; Koppen, G.; Sp ingael, J.; Loo s, I.; an Campenhou , K.; Cho ano a, H.;
Schoe e s, G.; e al. Opening he esea ch agenda o selec ion o ho spo s o human biomoni o ing esea ch in Belgium: A
pa icipa o y esea ch p ojec . En i on. Heal. 2010,9, 33. [C ossRe ]
32.
Keune, H.; Mo ens, B.; Loo s, I. Risk communica ion and human biomoni o ing: Which p ac ical lessons om he Belgian
expe ience a e o use o he EU pe spec i e? En i on. Heal. 2008,7, S11. [C ossRe ]
33.
B ouwe , R.; an de Wielen, P.W.J.J.; Sch iks, M.; Claassen, M.; F ijns, J. Public Pa icipa ion in Science: The Fu u e and Value o
Ci izen Science in he D inking Wa e Resea ch. Wa e 2018,10, 284. [C ossRe ]
34.
Sil a, S.; Machado, H. T us , mo ali y and al uism in he dona ion o biological ma e ial: The case o Po ugal. New Gene . Soc.
2009,28, 103–118. [C ossRe ]
35. Mo gan, D. The Focus G oup Guidebook; SAGE Publica ions: Thousand Oaks, CA, USA, 1998; ISBN 9780761908180.
36.
Richa d, A.K.; Casey, M.A. Focus G oups: A P ac ical Guide o Applied Resea ch, 5 h ed.; SAGE Publica ions: Thousand Oaks, CA,
USA, 2014; ISBN 978-1-4833-6524-4.
37. McQua ie, E.F.; K uege , R.A. Focus G oups: A P ac ical Guide o Applied Resea ch. J. Ma k. Res. 1989,26, 371. [C ossRe ]
38.
Gues , G.; Namey, E.; McKenna, K. How Many Focus G oups A e Enough? Building an E idence Base o Nonp obabili y Sample
Sizes. Field Me hods 2016,29, 3–22. [C ossRe ]
39.
Cha maz, K.C. Cons uc ing G ounded Theo y: A P ac ical Guide h ough Quali a i e Analysis; SAGE Publica ions: London, UK, 2006.
40.
Bu na d, P.; Gill, P.; S ewa , K.; T easu e, E.T.; Chadwick, B.L. Analysing and p esen ing quali a i e da a. B . Den . J.
2008
,204,
429–432. [C ossRe ]
41. McLeod, J. Quali a i e Resea ch in Counselling and Psycho he apy; Indian Ins i u e o Managemen : Kozhikode, India, 2001.
42.
Exley, K.; Cano, N.; Ae s, D.; Bio , P.; Cas eleyn, L.; Kolossa-Geh ing, M.; Schwedle , G.; Cas año, A.; Ange e , J.; Koch, H.M.;
e al. Communica ion in a Human biomoni o ing s udy: Focus g oup wo k, public engagemen and lessons lea n in 17 Eu opean
coun ies. En i on. Res. 2015,141, 31–41. [C ossRe ]
43.
Nelson, J.W.; Scammell, M.K.; Al man, R.G.; Webs e , T.F.; Ozono , D.M. A New Spin on Resea ch T ansla ion: The Bos on
Consensus Con e ence on Human Biomoni o ing. En i on. Heal. Pe spec . 2009,117, 495–499. [C ossRe ]
44.
Mo ello-F osch, R.; B ody, J.G.; B own, P.; Al man, R.; Rudel, R.A.; Pé ez, C. Toxic igno ance and igh - o-know in biomoni o ing
esul s communica ion: A su ey o scien is s and s udy pa icipan s. En i on. Heal. 2009,8, 6. [C ossRe ]
45.
Hambach, R.; Mai iaux, P.; F ançois, G.; B aeckman, L.; Balsa , A.; an Hal, G.; Vandoo ne, C.; an Royen, P.; an Sp undel, M.
Wo ke s’ Pe cep ion o Chemical Risks: A Focus G oup S udy. Risk Anal. 2010,31, 335–342. [C ossRe ]
46.
Gonzales, M.; King, E.; Bobelu, J.; Ghaha e, D.M.; Mad id, T.; Lesansee, S.; Shah, V.O. Pe spec i es on Biological Moni o ing in
En i onmen al Heal h Resea ch: A Focus G oup S udy in a Na i e Ame ican Communi y. In . J. En i on. Res. Public Heal. 2018,
15, 1129. [C ossRe ]
47.
B ende , J.D.; Maan ay, J.A.; Chak abo y, J. Residen ial P oximi y o En i onmen al Haza ds and Ad e se Heal h Ou comes. Am.
J. Public Heal. 2011,101, S37–S52. [C ossRe ]
48.
EC DG Comm (The Eu opean Commission o Bulga ia). Special Ba ome e 314: Eu opeans’ A i udes Towa d Chemicals in Consume
P oduc s: Risk Pe cep ion o Po en ial Heal h Haza ds; EC DG Comm: So ia, Bulga ia, 2009.
49. Lö s ed , R.E. Risk Managemen in Pos -T us Socie ies; Palg a e: London, UK, 2005; ISBN 978-1-4039-4978-3.
50.
an de Wee d, W.; Timme mans, D.R.; Beaujean, D.J.; Oudho , J.; an S eenbe gen, J.E. Moni o ing he le el o go e nmen
us , isk pe cep ion and in en ion o he gene al public o adop p o ec i e measu es du ing he in luenza A (H1N1) pandemic
in he Ne he lands. BMC Public Heal. 2011,11, 575. [C ossRe ]
51.
Laza us, J.V.; Ra zan, S.C.; Palayew, A.; Gos in, L.O.; La son, H.J.; Rabin, K.; Kimball, S.; El-Mohandes, A. A global su ey o
po en ial accep ance o a COVID-19 accine. Na . Med. 2020, 1–4. [C ossRe ]
52.
Renn, O.; Le ine, D. C edibili y and T us in Risk Communica ion: In e na ional Pe spec i es; Sp inge : Be lin/Heidelbe g, Ge many,
1991; pp. 175–218.
53.
Riley, M.W.; Ho land, C.I.; Janis, I.L.; Kelley, H.H. Communica ion and Pe suasion: Psychological S udies o Opinion Change.
Am. Sociol. Re . 1954,19, 355. [C ossRe ]
54. Lee, T.R. E ec i e communica ion o in o ma ion abou chemical haza ds. Sci. To al. En i on. 1986,51, 149–183. [C ossRe ]
55.
McC oskey, J.C.; Te en, J.J. Goodwill: A eexamina ion o he cons uc and i s measu emen . Commun. Monog .
1999
,66, 90–103.
[C ossRe ]

In . J. En i on. Res. Public Heal h 2021,18, 1532 17 o 17
56.
Ryu, Y.; Kim, S.; Kim, S. Does T us Ma e ? Analyzing he Impac o T us on he Pe cei ed Risk and Accep ance o Nuclea
Powe Ene gy. Sus ainabili y 2018,10, 758. [C ossRe ]
57.
Williams, D.J.; Noyes, J.M. How does ou pe cep ion o isk in luence decision-making? Implica ions o he design o isk
in o ma ion. Theo . Issues E gon. Sci. 2007,8, 1–35. [C ossRe ]
58.
Roge s, E.; S o ey, D. Communica ion Campaigns. In Handbook o Communica ion Science; Be ge , C., Cha ee, S., Eds.; SAGE:
Newbu y Pa k, CA, USA, 1987; pp. 817–846.
59.
Maibach, E.; Rose -Renou , C.; Leise owi z, A. Communica ion and Ma ke ing as Clima e Change–In e en ion Asse s. Am. J.
P e . Med. 2008,35, 488–500. [C ossRe ]
60.
Uni ed Na ions. T ans o ming Ou Wo ld: The 2030 Agenda o Sus ainable De elopmen ; Uni ed Na ions: New Yo k, NY, USA, 2015.
61.
F i z, S.; See, L.; Ca lson, T.; Haklay, M.; Oli e , J.L.; F aisl, D.; Monda dini, R.; B ocklehu s , M.; Shanley, L.A.; Schade, S.; e al.
Ci izen science and he Uni ed Na ions Sus ainable De elopmen Goals. Na . Sus ain. 2019,2, 922–930. [C ossRe ]
62. I wing, A. Ci izen Science Comes o Age. Media Na . 2018,562, 480–482.
63.
Land igan, P.J.; Fulle , R.; Acos a, N.J.; Adeyi, O.; A nold, R.; Baldé, A.B.; Be ollini, R.; Bose-O’Reilly, S.; Bou o d, J.I.;
B eysse, P.N.; e al. The Lance Commission on pollu ion and heal h. Lance 2017,391, 462–512. [C ossRe ]
64. Flick, U. An In oduc ion o Quali a i e Resea ch, 6 h ed.; SAGE: London, UK, 2018; ISBN 9781526445650.
65.
S almeije , R.E.; McNaugh on, N.; an Mook, W.N.K.A. Using ocus g oups in medical educa ion esea ch: AMEE Guide No. 91.
Med. Teach. 2014,36, 923–939. [C ossRe ]
66.
Maione, M.; Mocca, E.; Eis eld, K.; Kazepo , Y.; Fuzzi, S. Public pe cep ion o ai pollu ion sou ces ac oss Eu ope. Ambio
2020
, 1–9.
[C ossRe ]
67.
McC igh , A.M.; Xiao, C. Gende and En i onmen al Conce n: Insigh s om Recen Wo k and o Fu u e Resea ch. Soc. Na .
Resou . 2014,27, 1109–1113. [C ossRe ]
68.
Sil a, D.G.; Pownall, R.A.J. Going g een: Does i depend on educa ion, gende o income? Appl. Econ.
2014
,46, 573–586.
[C ossRe ]