CClinicalTrials.gg
CompletedNCT03762239ATENC!ÓUpdated Jun 12, 2025Results posted

Effect of Air Pollution on the Cognitive Function of Adolescents

An interventional study of Purifying the air with a Pure Airbox device (Zonair 3D) and Using a sham air purifier (same device without filters) in Attention Impaired, Risk-Taking and Risk Behavior, sponsored by Barcelona Institute for Global Health. Completed at 1 site in Spain. Open to participants aged 13 Years to 16 Years, including healthy volunteers. Per ClinicalTrials.gov, last updated 2025-06-12.

Sponsored by Barcelona Institute for Global Health · Not applicable, Interventional, and Prevention

Phase
Not applicable
Study type
Interventional
Enrollment
2,123
Allocation
Randomized
Ages
13 Years to 16 Years
Sex
All
01

Study summary

Previous observational studies have reported an association between higher air pollution exposure and lower attention in children. With this project, the investigators aim to confirm this association in adolescents using an experimental design. In addition, the study will assess the relationship between air pollution exposure and individual preferences with respect to risk, time and social considerations. High school students in 3rd grade (ESO, 14-15 years of age) in different high schools in the Barcelona province (Spain) will be invited to participate. For each class in each high school, participating students will be randomly split into two equal-sized groups. Each group will be assigned to a different classroom where they will complete several activities during two hours, including an attention test (Flanker task) and a reduced version of the Global Preferences Survey. One of the classrooms will have an air purifier that will clean the air. The other classroom will have the same device but without the filters, so it will only re-circulate the air without cleaning it. Students will be masked to intervention allocation. The investigators hypothesize that students assigned to the clean air classroom will have better scores in the attention test, and that decision-making will also present differences in the two classrooms.

02

Conditions studied

  • Attention Impaired
  • Risk-Taking
  • Risk Behavior
  • Social Preferences
  • Decision Making
  • Attention

Keywords

  • Attention
  • Air pollution
  • Black carbon
  • Particulate matter
  • Risk behavior
  • Social preferences
  • Decision making
  • Air purifier
  • Air cleaner
03

In context

Lead sponsor

Barcelona Institute for Global Health is the lead sponsor of 24 studies on the registry; 5 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
13 Years to 16 Years
Sexes eligible
All
Accepts healthy volunteers
Yes

Inclusion criteria

  • Students in the 3rd ESO course in participating high schools with signed informed consent

Exclusion criteria

Exclusion Criteria:

  • None
05

Study design

Phase
Not applicable
Primary purpose
Prevention
Allocation
Randomized
Intervention model
Parallel assignment
Masking
Single (Participant)
Enrollment
2,123 participants (actual)

Study arms

  • Active comparator
    Purified air

    Purifying the air with a Pure Airbox device (Zonair 3D). Use of air purifier (Pure Airbox, Zonair 3D) in the classroom 30 minutes before the participants enter the room and during the 2 hours of the experiment.

    Other: Purifying the air with a Pure Airbox device (Zonair 3D)

  • Sham comparator
    Normal air

    Using a sham air purifier (same device without filters). Use of the same air purifier but without filters, so that it only recirculates the air without purifying it. Used for the same time period than the other arm.

    Other: Using a sham air purifier (same device without filters)

Interventions

  • OtherPurifying the air with a Pure Airbox device (Zonair 3D)

    Purifying the air of the classroom where the experiment is conducted using a Pure Airbox device (Zonair 3D)

    Also known as: Air filtering, Air cleaning

  • OtherUsing a sham air purifier (same device without filters)

    Use the air purifier (Pure Airbox, Zonair 3D) without filters in the classroom where the experiment is conducted

    Also known as: Sham air cleaner

06

What researchers measure

Primary outcomes

  1. Response Speed Consistency Throughout the Attention Network Task-Flanker Task (Post ANT)

    This is a measure related to attentiveness that is calculated as hit reaction time standard error for correct responses (HRT-SE). A higher HRT-SE indicates highly variable reactions during the ANT test that is related to inattentiveness. A lower HRT-SE indicates indicates consistent reaction times and thus, a better attention performance.

    Time frame: Obtained from a test administered approximately 90 minutes after entering the classroom

  2. Combined Risk Taking Score

    The "Combined risk taking score" measures how willing the person is to take risks and is calculated as 0.4729985 × "Risk preference score" + 0.5270015 × "Willingness to take risks", as defined in Falk et al (2018). The "Combined risk taking score" is a weighted average of two z-scores ("risk preference score" and "willingness to take risks" score), and therefore it can be interpreted as a z-score. The central value of "Combined risk taking score" is 0 and represents the population mean. The higher the values of the "Combined risk taking score", the more willing is the person to take risks. The "Risk preference score" is the final node in the risk tree (see the online appendix of Falk et al (2018)), which is a value between 1 and 32, ranked by the level of risk aversion, which was then transformed to a z-score. The "Willingness to take risks" refers to the answer to the question on one's willingness to take risks, with values from 0 to 10), which was then transformed to a z-score.

    Time frame: Obtained from a test administered approximately 100 minutes after entering the classroom

  3. Combined Patience Score

    The "Combined patience score" measures the patience of the person and is calculated as 0.7115185 × "Time preference score" + 0.2884815 × "Self assessment of patience", as defined in Falk et al (2018). The "Combined patience score" is a weighted average of two z-scores ("time preference score" and "self assessment of patience" score), and therefore it can be interpreted as a z-score. The central value of "Combined patience score" is 0 and represents the population mean. The higher the values of the "Combined patience score" the more patience the person has. The "Time preference score" was obtained from the final node in the time tree (see the online appendix of Falk et al (2018)), which is a value between 1 and 32, ranked by the level of patience, which was then transformed to a z-score. The "Self assessment of patience" score refers to the answer to the question on the self-assessment of patience, with values from 0 to 10, which was then transformed to a z-score.

    Time frame: Obtained from a test administered approximately 100 minutes after entering the classroom

  4. Positive Reciprocity Score

    The "Positive reciprocity score" measures positive reciprocity. A person with high reciprocity agrees with the statement "When someone does me a favor, I am willing to return it". The score is calculated as 0.4847038 × "Willingness to return favor" + 0.5152962 × "Size of gift", as defined in Falk et al (2018). The "Positive reciprocity score" is a weighted average of two z-scores ("willingness to return a favor" score and "size of gift" score), and therefore it can be interpreted as a z-score, with the central value of 0 representing the population mean. Higher values of the score imply more positive reciprocity. "Willingness to return favor" refers to the answer to the question on the willingness to return a favor, ranked from 0 to 10 and then transformed to a z-score. "Size of gift" refers to the answer to the question on the reported size of the gift that would return to a stranger, from a list of 7 possible values (from 0 to 30€, by 5€ steps), then transformed to a z-score.

    Time frame: Obtained from a test administered approximately 100 minutes after entering the classroom

  5. Altruism Score

    The "Altruism score" measures the altruism of a person and is calculated as 0.6350048 × "Willingness to give to good causes" + 0.3649952 × "Hypothetical donation", as defined in Falk et al (2018). The "Altruism score" is a weighted average of two z-scores ("willingness to give to good causes" score and "hypothetical donation" score), and therefore it can be interpreted as a z-score, with the central value of 0 representing the population mean. Higher values of the score imply more altruism. "Willingness to give to good causes" refers to the answer to the question on the willingness to give to good causes, ranked from 0 to 10 and then transformed to a z-score. "Hypothetical donation" refers to the answer to the question on the size of the hypothetical donation one would be willing to make, transformed to a z-score.

    Time frame: Obtained from a test administered approximately 100 minutes after entering the classroom

  6. Trust Score

    Answer to the question "I assume that people have only the best intentions", which is ranked from 0 to 10. Higher values imply more trust.

    Time frame: Obtained from a test administered approximately 100 minutes after entering the classroom

Secondary outcomes

  1. Impulsivity (From ANT)

    Number of incorrect responses (responses made in the opposite direction to the direction of the target arrow) Lower score indicates a better attention performance. Total range score: 0-38.

    Time frame: Obtained from a test administered approximately 90 minutes after entering the classroom

  2. Selective Attention (From ANT)

    Number of omission errors (failure to respond) Lower score indicates a better attention performance Total range score: 0-21. Higher values represent a worse outcome

    Time frame: Obtained from a test administered approximately 90 minutes after entering the classroom

  3. Alerting Score (From ANT)

    Alerting represents the ability to maintain a state of high vigilance to incoming stimuli It is calculated by subtracting the median reaction time for double cue from median reaction time for the no cue condition (calculations performed after removing the incongruent trials). A lower score indicates a better attention performance

    Time frame: Obtained from a test administered approximately 90 minutes after entering the classroom

  4. Orienting Score (From ANT)

    Orienting is the ability to select information and it is calculated by subtracting the median reaction time for spatial cue from the reaction time for central cue (calculations performed after removing the incongruent trials).A lower score indicates a better attention performance

    Time frame: Obtained from a test administered approximately 90 minutes after entering the classroom

  5. Conflict Score (Executive Attention) (From ANT)

    Conflict generally refers to the ability to monitor and resolve conflict among responses and in this study it is calculated as the median reaction time for each flanker condition (across cue conditions) and subtracting the congruent from the incongruent reaction times. A lower score indicates a better attention performance

    Time frame: Obtained from a test administered approximately 90 minutes after entering the classroom

  6. Self Assessment of How Good They Are in Math

    Answer to the question on math skills, ranging from 0 to 10. The higher the score, the better the person feels s/he is doing in math.

    Time frame: Obtained from a test administered approximately 100 minutes after entering the classroom

07

Results

Posted Jun 12, 2025

Participant flow

To recruit participants (students), the objectives and design of the study were presented during teacher training sessions opened to all science teachers from all high schools of Barcelona metropolitan area. Teachers interested in participating signed up in an online form. Teachers from 33 high schools reached out to the research team to participate.

Participant flow — Overall Study
MilestonePurified AirNormal Air
Started10681055
Completed10671054
Not completed11
Withdrew: Appointment to the doctor11

Outcome measures

PrimaryResponse Speed Consistency Throughout the Attention Network Task-Flanker Task (Post ANT)

This is a measure related to attentiveness that is calculated as hit reaction time standard error for correct responses (HRT-SE). A higher HRT-SE indicates highly variable reactions during the ANT test that is related to inattentiveness. A lower HRT-SE indicates indicates consistent reaction times and thus, a better attention performance.

Time frame:
Obtained from a test administered approximately 90 minutes after entering the classroom
Reported as:
Median · ms
Response Speed Consistency Throughout the Attention Network Task-Flanker Task (Post ANT)
msPurified AirNormal Air
Response Speed Consistency Throughout the Attention Network Task-Flanker Task (Post ANT)161.3 (112.7 to 232.4)160.2 (112.4 to 234.7)
Statistical analysis
  • Purified Air vs Normal Air · Conditional linear regression · p = 0.52 · Relative (percent) changes in the median: 1.37 · 95% CI -2.81 to 5.56Change comparing the filter group to the non-filter group
PrimaryCombined Risk Taking Score

The "Combined risk taking score" measures how willing the person is to take risks and is calculated as 0.4729985 × "Risk preference score" + 0.5270015 × "Willingness to take risks", as defined in Falk et al (2018). The "Combined risk taking score" is a weighted average of two z-scores ("risk preference score" and "willingness to take risks" score), and therefore it can be interpreted as a z-score. The central value of "Combined risk taking score" is 0 and represents the population mean. The higher the values of the "Combined risk taking score", the more willing is the person to take risks. The "Risk preference score" is the final node in the risk tree (see the online appendix of Falk et al (2018)), which is a value between 1 and 32, ranked by the level of risk aversion, which was then transformed to a z-score. The "Willingness to take risks" refers to the answer to the question on one's willingness to take risks, with values from 0 to 10), which was then transformed to a z-score.

Time frame:
Obtained from a test administered approximately 100 minutes after entering the classroom
Reported as:
Median · Z-score
Combined Risk Taking Score
Z-scorePurified AirNormal Air
Combined Risk Taking Score-0.0210 (-0.4730 to 0.4552)-0.0121 (-0.4580 to 0.4738)
Statistical analysis
  • Purified Air vs Normal Air · Regression, Linear · p = 0.72 · Beta coefficient: 0.013 · 95% CI -0.0607 to 0.0865Change comparing the filter group to the non-filter group
PrimaryCombined Patience Score

The "Combined patience score" measures the patience of the person and is calculated as 0.7115185 × "Time preference score" + 0.2884815 × "Self assessment of patience", as defined in Falk et al (2018). The "Combined patience score" is a weighted average of two z-scores ("time preference score" and "self assessment of patience" score), and therefore it can be interpreted as a z-score. The central value of "Combined patience score" is 0 and represents the population mean. The higher the values of the "Combined patience score" the more patience the person has. The "Time preference score" was obtained from the final node in the time tree (see the online appendix of Falk et al (2018)), which is a value between 1 and 32, ranked by the level of patience, which was then transformed to a z-score. The "Self assessment of patience" score refers to the answer to the question on the self-assessment of patience, with values from 0 to 10, which was then transformed to a z-score.

Time frame:
Obtained from a test administered approximately 100 minutes after entering the classroom
Reported as:
Median · Z-score
Combined Patience Score
Z-scorePurified AirNormal Air
Combined Patience Score-0.1453 (-0.6474 to 0.6330)-0.0732 (-0.6516 to 0.6575)
Statistical analysis
  • Purified Air vs Normal Air · Regression, Linear · p = 0.50 · Beta coefficient: -0.029 · 95% CI -0.1170 to 0.0584Change comparing the filter group to the non-filter group
PrimaryPositive Reciprocity Score

The "Positive reciprocity score" measures positive reciprocity. A person with high reciprocity agrees with the statement "When someone does me a favor, I am willing to return it". The score is calculated as 0.4847038 × "Willingness to return favor" + 0.5152962 × "Size of gift", as defined in Falk et al (2018). The "Positive reciprocity score" is a weighted average of two z-scores ("willingness to return a favor" score and "size of gift" score), and therefore it can be interpreted as a z-score, with the central value of 0 representing the population mean. Higher values of the score imply more positive reciprocity. "Willingness to return favor" refers to the answer to the question on the willingness to return a favor, ranked from 0 to 10 and then transformed to a z-score. "Size of gift" refers to the answer to the question on the reported size of the gift that would return to a stranger, from a list of 7 possible values (from 0 to 30€, by 5€ steps), then transformed to a z-score.

Time frame:
Obtained from a test administered approximately 100 minutes after entering the classroom
Reported as:
Median · Z-score
Positive Reciprocity Score
Z-scorePurified AirNormal Air
Positive Reciprocity Score-0.0186 (-0.3644 to 0.5352)-0.0359 (-0.5999 to 0.5372)
Statistical analysis
  • Purified Air vs Normal Air · Regression, Linear · p = 0.13 · Beta coefficient: 0.060 · 95% CI -0.0184 to 0.1394Change comparing the filter group to the non-filter group
PrimaryAltruism Score

The "Altruism score" measures the altruism of a person and is calculated as 0.6350048 × "Willingness to give to good causes" + 0.3649952 × "Hypothetical donation", as defined in Falk et al (2018). The "Altruism score" is a weighted average of two z-scores ("willingness to give to good causes" score and "hypothetical donation" score), and therefore it can be interpreted as a z-score, with the central value of 0 representing the population mean. Higher values of the score imply more altruism. "Willingness to give to good causes" refers to the answer to the question on the willingness to give to good causes, ranked from 0 to 10 and then transformed to a z-score. "Hypothetical donation" refers to the answer to the question on the size of the hypothetical donation one would be willing to make, transformed to a z-score.

Time frame:
Obtained from a test administered approximately 100 minutes after entering the classroom
Reported as:
Median · Z-score
Altruism Score
Z-scorePurified AirNormal Air
Altruism Score0.1118 (-0.5652 to 0.6197)0.0597 (-0.6023 to 0.6754)
Statistical analysis
  • Purified Air vs Normal Air · Regression, Linear · p = 0.58 · Beta coefficient: 0.022 · 95% CI -0.0595 to 0.1035Change comparing the filter group to the non-filter group
PrimaryTrust Score

Answer to the question "I assume that people have only the best intentions", which is ranked from 0 to 10. Higher values imply more trust.

Time frame:
Obtained from a test administered approximately 100 minutes after entering the classroom
Reported as:
Median · score on a scale
Trust Score
score on a scalePurified AirNormal Air
Trust Score5 (4 to 7)5 (4 to 7)
Statistical analysis
  • Purified Air vs Normal Air · Ordered logistic regression · p = 0.89 · Beta coefficient: 0.013 · 95% CI -0.1786 to 0.2049Change comparing the filter group to the non-filter group
SecondaryImpulsivity (From ANT)

Number of incorrect responses (responses made in the opposite direction to the direction of the target arrow) Lower score indicates a better attention performance. Total range score: 0-38.

Time frame:
Obtained from a test administered approximately 90 minutes after entering the classroom
Reported as:
Median · total score
Impulsivity (From ANT)
total scorePurified AirNormal Air
Impulsivity (From ANT)2 (1 to 4)2 (1 to 4)
Statistical analysis
  • Purified Air vs Normal Air · Conditional linear regression · p = 0.50 · Mean difference (final values): -0.13 · 95% CI -0.49 to 0.24Change comparing the filter group to the non-filter group
SecondarySelective Attention (From ANT)

Number of omission errors (failure to respond) Lower score indicates a better attention performance Total range score: 0-21. Higher values represent a worse outcome

Time frame:
Obtained from a test administered approximately 90 minutes after entering the classroom
Reported as:
Median · total score
Selective Attention (From ANT)
total scorePurified AirNormal Air
Selective Attention (From ANT)0 (0 to 0)0 (0 to 0)
Statistical analysis
  • Purified Air vs Normal Air · Conditional linear regression · p = 0.47 · Mean difference (final values): -0.05 · 95% CI -0.20 to 0.10Change comparing the filter group to the non-filter group
SecondaryAlerting Score (From ANT)

Alerting represents the ability to maintain a state of high vigilance to incoming stimuli It is calculated by subtracting the median reaction time for double cue from median reaction time for the no cue condition (calculations performed after removing the incongruent trials). A lower score indicates a better attention performance

Time frame:
Obtained from a test administered approximately 90 minutes after entering the classroom
Reported as:
Median · ms
Alerting Score (From ANT)
msPurified AirNormal Air
Alerting Score (From ANT)42 (18 to 68.5)44.5 (17 to 73)
Statistical analysis
  • Purified Air vs Normal Air · Conditional linear regression · p = 0.20 · Mean difference (final values): -3.38 · 95% CI -8.51 to 1.74Class group as strata. Adjusted for year of birth, sex as well as average temperature, relative humidity and CO2 concentration during the experiment.
SecondaryOrienting Score (From ANT)

Orienting is the ability to select information and it is calculated by subtracting the median reaction time for spatial cue from the reaction time for central cue (calculations performed after removing the incongruent trials).A lower score indicates a better attention performance

Time frame:
Obtained from a test administered approximately 90 minutes after entering the classroom
Reported as:
Median · ms
Orienting Score (From ANT)
msPurified AirNormal Air
Orienting Score (From ANT)12.5 (-11.5 to 39)13.5 (-11.5 to 37.5)
Statistical analysis
  • Purified Air vs Normal Air · Conditional linear regression · p = 0.92 · Mean difference (final values): -0.25 · 95% CI -5.10 to 4.60Class group as strata. Adjusted for year of birth, sex as well as average temperature, relative humidity and CO2 concentration during the experiment.
SecondaryConflict Score (Executive Attention) (From ANT)

Conflict generally refers to the ability to monitor and resolve conflict among responses and in this study it is calculated as the median reaction time for each flanker condition (across cue conditions) and subtracting the congruent from the incongruent reaction times. A lower score indicates a better attention performance

Time frame:
Obtained from a test administered approximately 90 minutes after entering the classroom
Reported as:
Median · ms
Conflict Score (Executive Attention) (From ANT)
msPurified AirNormal Air
Conflict Score (Executive Attention) (From ANT)75 (57.5 to 93.5)75 (58 to 95.5)
Statistical analysis
  • Purified Air vs Normal Air · Conditional linear regression · p = 0.46 · Mean difference (final values): -1.36 · 95% CI -4.94 to 2.22Class group as strata. Adjusted for year of birth, sex as well as average temperature, relative humidity and CO2 concentration during the experiment.
SecondarySelf Assessment of How Good They Are in Math

Answer to the question on math skills, ranging from 0 to 10. The higher the score, the better the person feels s/he is doing in math.

Time frame:
Obtained from a test administered approximately 100 minutes after entering the classroom
Reported as:
Median · score on a scale
Self Assessment of How Good They Are in Math
score on a scalePurified AirNormal Air
Self Assessment of How Good They Are in Math6 (3 to 8)6 (3 to 8)
Statistical analysis
  • Purified Air vs Normal Air · Ordered logistic regression · p = 0.232 · Beta coefficient: -0.1446 · 95% CI -0.3820 to 0.0928Change comparing the filter group to the non-filter group

Adverse events

Non-serious events are listed at a 0% frequency threshold.

Adverse event summary by group
GroupDeathsSeriousOther
Purified Air———
Normal Air———

Baseline characteristics

Students not having completed both ANT tests or showing low accuracy were excluded from the main analysis. An ANT test was considered a low accuracy test when the number of correct responses was less than 70%. Thus, a total of 68 participants from purified air group and 60 from normal air group were excluded from analysis (analytical sample, N = 1993)

Age, Continuous
Age, Continuous(years)Purified AirNormal AirTotal
Median14.7 (14.6 to 14.8)14.7 (14.6 to 14.9)14.7 (14.6 to 14.9)
Sex/Gender, Customized
Sex/Gender, Customized(Participants)Purified AirNormal AirTotal
Sex — Female514483997
Sex — Male481507988
Sex — Other448
Race and Ethnicity Not Collected
Race and Ethnicity Not Collected(Participants)Purified AirNormal AirTotal
Count of participants——0
PMA-R, Primary Mental Aptitudes - Reasoning
PMA-R, Primary Mental Aptitudes - Reasoning(score)Purified AirNormal AirTotal
Median17 (12 to 20)16 (11 to 20)16 (12 to 20)
HRT-SE, hit reaction time standard error
HRT-SE, hit reaction time standard error(ms)Purified AirNormal AirTotal
Median164.1 (114.5 to 237.3)158.6 (110.7 to 238.5)161.7 (112.6 to 237.9)
Impulsivity
Impulsivity(total score)Purified AirNormal AirTotal
Median2 (1 to 3)2 (1 to 3)2 (1 to 3)
Selective attention
Selective attention(total score)Purified AirNormal AirTotal
Median0 (0 to 1)0 (0 to 0)0 (0 to 0)
Alerting
Alerting(ms)Purified AirNormal AirTotal
Median34.5 (5 to 66)35.5 (10 to 64.5)34.5 (7.5 to 65.5)

2 further baseline measures are reported on the registry.

08

Study locations

1 site
  • ISGlobal
    Barcelona, 08003, Spain
09

References and documents

Study documents

  • Study protocol · Nov 20, 2018
  • Statistical analysis plan · Nov 20, 2018

Documents are hosted by the registry — open the source record to download them.

Individual participant data

Plan to share: Yes — All collected IPD except identifying information for participants or high schools will be shared

Supporting information: Study protocol, Sap, Analytic code

10

Updates

Tracking since Sep 25, 2026
No changes since tracking began. The registry record was last updated on Jun 12, 2025, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
11

Registry details

Key details

Study ID
NCT03762239
Lead sponsor
Barcelona Institute for Global Health
Collaborators
Recercaixa, Centre de Recerca per a l'Educació Científica i Matemàtica (CRECIM), Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Economics and Bussiness Department, Universtitat Pompeu Fabra
Responsible party
Sponsor
First posted
Dec 3, 2018
Start date
Nov 23, 2018
Primary completion
Jun 11, 2019
Completion
Jun 11, 2019
Results posted
Jun 12, 2025
Last update
Jun 12, 2025

Study contacts

Xavier Basagaña, PhD
principal investigator · Barcelona Institute for Global Health

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

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