Environmental hazards and behavior change : Use perspectives on the usability and effectiveness of the airrater smartphone app

Journal article

Workman, Annabelle, Jones, Penelope J., Wheeler, Amanda J., Campbell, Sharon L., Williamson, Grant J., Lucani, Chris, Bowman, David M. J. S., Cooling, Nick and Johnston, Fay H.. (2021). Environmental hazards and behavior change : Use perspectives on the usability and effectiveness of the airrater smartphone app. International Journal of Environmental Research and Public Health. 18(7), p. 3591. https://doi.org/10.3390/ijerph18073591
AuthorsWorkman, Annabelle, Jones, Penelope J., Wheeler, Amanda J., Campbell, Sharon L., Williamson, Grant J., Lucani, Chris, Bowman, David M. J. S., Cooling, Nick and Johnston, Fay H.
Abstract

AirRater is a free smartphone app developed in 2015, supporting individuals to protect their health from environmental hazards. It does this by providing (i) location-specific and near real-time air quality, pollen and temperature information and (ii) personal symptom tracking functionality. This research sought to evaluate user perceptions of AirRater’s usability and effectiveness. We collected demographic data and completed semi-structured interviews with 42 AirRater users, identified emergent themes, and used two frameworks designed to understand and support behavior change—the Behavior Change Wheel (BCW) and the Protective Action Decision Model (PADM)—to interpret results. Of the 42 participants, almost half indicated that experiencing symptoms acted as a prompt for app use. Information provided by the app supported a majority of the 42 participants to make decisions and implement behaviors to protect their health irrespective of their location or context. The majority of participants also indicated that they shared information provided by the app with family, friends and/or colleagues. The evaluation also identified opportunities to improve the app. Several study limitations were identified, which impacts the generalizability of results beyond the populations studied. Despite these limitations, findings facilitated new insights into motivations for behavior change, and contribute to the existing literature investigating the potential for smartphone apps to support health protection from environmental hazards in a changing climate.

Keywordsair pollution; pollen; smartphone app; health; behavior change
Year2021
JournalInternational Journal of Environmental Research and Public Health
Journal citation18 (7), p. 3591
PublisherMDPI AG
ISSN1661-7827
Digital Object Identifier (DOI)https://doi.org/10.3390/ijerph18073591
Scopus EID2-s2.0-85103248039
Open accessPublished as ‘gold’ (paid) open access
Research or scholarlyResearch
Page range1-19
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Print30 Mar 2021
Publication process dates
Accepted26 Mar 2021
Deposited26 Jul 2021
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MacNeill, Morgan, Kearney, J., Wallace, Lance, Gibson, M., Heroux, M. E., Kuchta, J., Guernsey, J. R. and Wheeler, Amanda. (2014). Quantifying the contribution of ambient and indoor-generated fine particles to indoor air in residential environments. Indoor Air: international journal of indoor air quality and climate. 24(4), pp. 362 - 375. https://doi.org/10.1111/ina.12084
Comparison of questionnaire responses with biomarkers of tobacco smoke exposure in a Canadian birth cohort at three months of age
McLean, Kathleen, Lanphear, Bruce P., Wheeler, Amanda, Brook, Jeff, Scott, James, Allen, Ryan, Brauer, Michael, Sears, Malcolm, Subbarao, Padmaja, Turvey, Stuart, Becker, Allan, Mandhane, Piush and Takaro, Tim. (2014). Comparison of questionnaire responses with biomarkers of tobacco smoke exposure in a Canadian birth cohort at three months of age. In R. Warrington (Ed.). Canadian Society of Allergy and Clinical Immunology Annual Scientific Meeting 2013. United Kingdom: BioMed Central. pp. 1 - 2 https://doi.org/10.1186/1710-1492-10-S1-A60
Consumer health organisations for chronic conditions : Why do some people access them and others don't?
Sav, Adem, McMillan, Sara, Kelly, Fiona, Whitty, Jennifer, Kendall, Elizabeth, King, Michelle and Wheeler, Amanda. (2014). Consumer health organisations for chronic conditions : Why do some people access them and others don't? Primary Health Care Research and Development. 15(4), pp. 418 - 429. https://doi.org/10.1017/S1463423614000036
Chronic Conditions, financial burden and pharmaceutical pricing : Insights from Australian Consumers
Whitty, Jennifer, Sav, Adem, Kelly, Fiona, King, Michelle, McMillan, Sara, Kendall, Elizabeth and Wheeler, Amanda. (2014). Chronic Conditions, financial burden and pharmaceutical pricing : Insights from Australian Consumers. Australian Health Review. 38(5), pp. 589 - 595. https://doi.org/10.1071/AH13190
Predictors of indoor BTEX concentrations in Canadian residences
Wheeler, Amanda J., Wong, Suzy L., Khoury, Cheryl and Zhu, Jiping. (2013). Predictors of indoor BTEX concentrations in Canadian residences. Health Reports. 24(5), pp. 11-17.
Long-term exposure to traffic-related air pollution and cardiovascular mortality
Chen, Hong, Goldberg, Mark S., Burnett, Richard T., Jerrett, Michael, Wheeler, Amanda J. and Villeneuve, Paul J.. (2013). Long-term exposure to traffic-related air pollution and cardiovascular mortality. Epidemiology. 24(1), pp. 35-43. https://doi.org/10.1097/EDE.0b013e318276c005
Identifying the sources driving observed PM2.5 temporal variability over Halifax, Nova Scotia, during BORTAS-B
Gibson, M. D., Pierce, J. R., Waugh, D., Kuchta, J. S., Chisholm, L., Duck, T. J., Hopper, J. T., Beauchamp, S., King, G. H., Franklin, J. E., Leaitch, W. R., Wheeler, A. J., Li, Z., Gagnon, G. A. and Palmer, P. I.. (2013). Identifying the sources driving observed PM2.5 temporal variability over Halifax, Nova Scotia, during BORTAS-B. Atmospheric Chemistry and Physics. 13(14), pp. 7199-7213. https://doi.org/10.5194/acp-13-7199-2013
Fine and ultrafine particle decay rates in multiple homes
Wallace, Lance, Kindzierski, Warren, Kearney, Jill, MacNeill, Morgan, Héroux, Marie-Ève and Wheeler, Amanda J.. (2013). Fine and ultrafine particle decay rates in multiple homes. Environmental Science and Technology. 47(22), pp. 12929-12937. https://doi.org/10.1021/es402580t
Development of temporally refined land-use regression models predicting daily household-level air pollution in a panel study of lung function among asthmatic children
Johnson, Markey, MacNeill, Morgan, Grgicak-Mannion, Alice, Nethery, Elizabeth, Xu, Xiaohong, Dales, Robert, Rasmussen, Pat and Wheeler, Amanda. (2013). Development of temporally refined land-use regression models predicting daily household-level air pollution in a panel study of lung function among asthmatic children. Journal of Exposure Science and Environmental Epidemiology. 23, pp. 259-267. https://doi.org/10.1038/jes.2013.1
Reductions in Residential Wood Smoke Concentrations and Infiltration Efficiency using Electrostatic Air Cleaner Interventions
Amanda J. Wheeler, Mark Gibson, Tony J. Ward, Ryan W. Allen, Judy Read Guernsey, Matt Seaboyer, James Kuchta, Richard Gould and Dave Stieb. (2013). Reductions in Residential Wood Smoke Concentrations and Infiltration Efficiency using Electrostatic Air Cleaner Interventions. 12th International Conference on Indoor Air Quality and Climate 2011. Curran Associates, Inc..
Optimization of a Passive Sampling Method for Determination of Airborne Naphthalene for Residential Indoor Air Monitoring
Amanda J. Wheeler, Phil Fellin, Henrik Li, Mark D. Gibson, Judy Read Guernsey, Keith Van Ryswsk, Leonora Marro, Huda Masoud, Roger Sutcliffe and Marie-Eve Héroux. (2013). Optimization of a Passive Sampling Method for Determination of Airborne Naphthalene for Residential Indoor Air Monitoring. 12th International Conference on Indoor Air Quality and Climate 2011. Curran Associates, Inc..
Development and validation of the TefTex electrostatic wipe for indoor dust sampling
Theodore Konya, Juliet Ewaze, Bruce Urch, Huan Shu, Jason Curran, Mary Speck, Ryan Allen, Jeff Brook, Miriam Diamond, Greg Evans, Tim Takaro, Amanda Wheeler and James Scott. (2013). Development and validation of the TefTex electrostatic wipe for indoor dust sampling. 10th International Conference on Healthy Buildings 2012. Brisbane, Australia Curran Associates, Inc..
Characteristics of naphthalene and its sources in Edmonton, Alberta residences during winter and summer 2010
Warren Kindzierski, Phyllis Chui, Xiangfei Li, Keith Van Ryswyk, Amanda Wheeler, Marie-Eve Heroux, Leonora Marro and Phil Fellin. (2013). Characteristics of naphthalene and its sources in Edmonton, Alberta residences during winter and summer 2010. 12th International Conference on Indoor Air Quality and Climate 2011. Curran Associates, Inc.. pp. 2529-2534
Assessment of Indoor and Outdoor Air Pollution in a Residential High-Rise
Gary Mallach, Ryan H Kulka, Russell Dietz, Lance Wallace, Halûk Özkaynak, Ron Williams, Amanda Wheeler, Marie-Ève Heroux and Markey Johnson. (2013). Assessment of Indoor and Outdoor Air Pollution in a Residential High-Rise. 12th International Conference on Indoor Air Quality and Climate 2011. Curran Associates, Inc.. pp. 141-142
Ambient ozone concentrations and the risk of perforated and nonperforated appendicitis : A multicity case-crossover study
Kaplan, Gilaad G., Tanyingoh, Divine, Dixon, Elijah, Johnson, Markey, Wheeler, Amanda J., Myers, Robert P., Bertazzon, Stefania, Saini, Vineet, Madsen, Karen, Ghosh, Subrata and Villeneuve, Paul J.. (2013). Ambient ozone concentrations and the risk of perforated and nonperforated appendicitis : A multicity case-crossover study. Environmental Health Perspectives. 121(8), pp. 939-943. https://doi.org/10.1289/ehp.1206085
A randomized double-blind crossover study of indoor air filtration and acute changes in cardiorespiratory health in a First Nations community
Weichental, S., Mallach, G., Kulka, R., Black, A., Wheeler, A., You, H., St-Jean, M., Kwiatkowski, R. and Sharp, D.. (2013). A randomized double-blind crossover study of indoor air filtration and acute changes in cardiorespiratory health in a First Nations community. Indoor Air. 23(3), pp. 175-184. https://doi.org/10.1111/ina.12019
A new exposure metric for traffic-related air pollution? An analysis of determinants of hopanes in settled indoor house dust
Sbihi, Hind, Brook, Jeffrey R., Allen, Ryan W., Curan, Jason H., Dell, Sharon, Mandhane, Piush, Scott, James A., Sears, Malcolm R., Subbarao, Padmaja, Takaro, Timothy K., Turvey, Stuart E., Wheeler, Amanda J. and Brauer, Michael. (2013). A new exposure metric for traffic-related air pollution? An analysis of determinants of hopanes in settled indoor house dust. Environmental Health. 12, pp. 1-11. https://doi.org/10.1186/1476-069X-12-48
A cohort study of intra-urban variations in volatile organic compounds and mortality, Toronto, Canada
Villeneuve, Paul J., Jerrett, Michael, Su, Jason, Burnett, Richard T., Chen, Hong, Brook, Jeffrey, Wheeler, Amanda J., Cakmak, Sabit and Goldberg, Mark S.. (2013). A cohort study of intra-urban variations in volatile organic compounds and mortality, Toronto, Canada. Environmental Pollution. 183, pp. 30-39. https://doi.org/10.1016/j.envpol.2012.12.022
Self management of chronic conditions in a rural and remote context
Sav, Adem, King, Michelle, Kelly, Fiona, McMillan, Sara, Kendall, Elizabeth, Whitty, Jennifer and Wheeler, Amanda. (2013). Self management of chronic conditions in a rural and remote context. Australian Journal of Primary Health. https://doi.org/10.1071/PY13084
'You say treatment, I say hard work' : Treatment burden among people with chronic illness and their carers in Australia
Sav, Adem, Kendall, Elizabeth, McMillan, Sara, Kelly, Fiona, Whitty, Jennifer, King, Michelle and Wheeler, Amanda. (2013). 'You say treatment, I say hard work' : Treatment burden among people with chronic illness and their carers in Australia. Health and Social Care in the Community. https://doi.org/10.1111/hsc.12052
Burden of treatment for chronic illness: A concept analysis and review of the literature
Sav, Adem, King, Michelle A., Whitty, Jennifer, Kendall, Elizabeth, McMillan, Sara S., Kelly, Fiona, Hunter, Beth and Wheeler, Amanda. (2013). Burden of treatment for chronic illness: A concept analysis and review of the literature. Health Expectations. 18(3), pp. 1 - 13. https://doi.org/10.1111/hex.12046
Community pharmacy in Australia : A health hub destination of the future
McMillan, Sara, Wheeler, Amanda, Sav, Adem, King, Michelle, Kendall, Elizabeth, Whitty, Jennifer and Kelly, Fiona. (2013). Community pharmacy in Australia : A health hub destination of the future. Research in Social and Administrative Pharmacy. https://doi.org/10.1016/j.sapharm.2012.11.003
Patient-centred approaches to health care: A Systematic reivew of randomized controlled trials
McMillan, Sara, Kendall, Elizabeth, Sav, Adem, King, Michelle, Whitty, Jennifer, Kelly, Fiona and Wheeler, Amanda. (2013). Patient-centred approaches to health care: A Systematic reivew of randomized controlled trials. Medical Care Research and Review. 70(6), pp. 567 - 596. https://doi.org/10.1177/1077558713496318
Urinary polycyclic aromatic hydrocarbons as biomarker of exposure to PAHs in air : A pilot study among pregnant women
Nethery, Elizabeth, Wheeler, Amanda J., Fisher, Mandy, Sjödin, Andreas, Li, Zheng, Romanoff, Lovisa C., Foster, Warren and Arbuckle, Tye E.. (2012). Urinary polycyclic aromatic hydrocarbons as biomarker of exposure to PAHs in air : A pilot study among pregnant women. Journal of Exposure Science and Environmental Epidemiology. 2(1), pp. 70-81. https://doi.org/10.1038/jes.2011.32
Multi-season, multi-year concentrations and correlations amongst the BTEX group of VOCs in an urbanized industrial city
Miller, Lindsay, Xu, Xiaohong, Grgicak-Mannion, Alice, Brook, Jeffrey and Wheeler, Amanda. (2012). Multi-season, multi-year concentrations and correlations amongst the BTEX group of VOCs in an urbanized industrial city. Atmospheric Environment. 61, pp. 305-315. https://doi.org/10.1016/j.atmosenv.2012.07.041
Intraurban concentrations, spatial variability and correlation of ambient polycyclic aromatic hydrocarbons (PAH) and PM2.5
Anastasopoulos, Angelos T., Wheeler, Amanda, Karman, Deniz and Kulka, Ryan H.. (2012). Intraurban concentrations, spatial variability and correlation of ambient polycyclic aromatic hydrocarbons (PAH) and PM2.5. Atmospheric Environment. 59, pp. 272-283. https://doi.org/10.1016/j.atmosenv.2012.05.004
Factors influencing variability in the infiltration of PM2.5 mass and its components
MacNeill, M., Wallace, L., Kearney, J., Allen, R. W., Van Ryswyk, K., Judek, S., Xu, X. and Wheeler, A.. (2012). Factors influencing variability in the infiltration of PM2.5 mass and its components. Atmospheric Environment. 61, pp. 518-532. https://doi.org/10.1016/j.atmosenv.2012.07.005
A cohort study relating urban green space with mortality in Ontario, Canada
Villeneuve, Paul J., Jerrett, Michael, Su, Jason G., Burnett, Richard T., Chen, Hong, Wheeler, Amanda J. and Goldberg, Mark S.. (2012). A cohort study relating urban green space with mortality in Ontario, Canada. Environmental Research. 115, pp. 51-58. https://doi.org/10.1016/j.envres.2012.03.003
Treatment burden among people with chronic illness : What are the consumer health organisations saying?
Sav, Adem, McMillan, Sara, Kelly, Fiona, Kendall, Elizabeth, Whitty, Jennifer, King, Michelle and Wheeler, Amanda. (2012). Treatment burden among people with chronic illness : What are the consumer health organisations saying? Chronic Illness. 9(3), pp. 220 - 232. https://doi.org/10.1177/1742395312463411
The daily and seasonal variability in residential concentrations of aldehydes in two Canadian cities
Heroux, Marie-Eve, Dobbin, Nina, Gibson, Mark, Guernsey, Judy, Kindzierski, Warren, Van Ryswyk, Keith and Wheeler, Amanda. (2011). The daily and seasonal variability in residential concentrations of aldehydes in two Canadian cities. 12th International Conference on Indoor Air Quality and Climate 2011. United States: Curran Associates, Inc.. pp. 2254-2259
Windsor, Ontario Exposure Assessment Study : Design and methods validation of personal, indoor, and outdoor air pollution monitoring
Wheeler, Amanda J., Xu, Xiaohong, Kulka, Ryan, You, Hongyu, Wallace, Lance, Mallach, Gary, Van Ryswyk, Keith, MacNeill, Morgan, Kearney, Jill, Rasmussen, Pat E., Dabek-Zlotorzynska, Ewa, Wang, Daniel, Poon, Raymond, Williams, Ron, Stocco, Corinne, Anastassopoulos, Angelos, Miller, J. David, Dales, Robert and Brook, Jeffrey R.. (2011). Windsor, Ontario Exposure Assessment Study : Design and methods validation of personal, indoor, and outdoor air pollution monitoring. Journal of the Air and Waste Management Association. 61(3), pp. 324-338. https://doi.org/10.3155/1047-3289.61.3.324
Windsor, Ontario Exposure Assessment Study : Design and methods validation of personal, indoor, and outdoor air pollution monitoring
Wheeler, Amanda J., Xu, Xiaohong, Kulka, Ryan, You, Hongyu, Wallace, Lance, Mallach, Gary, Ryswyk, Keith Van, MacNeill, Morgan, Kearney, Jill, Rasmussen, Pat E., Dabek-Zlotorzynska, Ewa, Wang, Daniel, Poon, Raymond, Williams, Ron, Stocco, Corinne, Anastassopoulos, Angelos, Miller, J. David, Dales, Robert and Brook, Jeffrey R.. (2011). Windsor, Ontario Exposure Assessment Study : Design and methods validation of personal, indoor, and outdoor air pollution monitoring. Journal of the Air and Waste Management Association. 61(2), pp. 142-156. https://doi.org/10.3155/1047-3289.61.2.142
Validation of continuous particle monitors for personal, indoor, and outdoor exposures
Wallace, Lance A., Wheeler, Amanda J., Kearney, Jill, Van Ryswyk, Keith, You, Hongyu, Kulka, Ryan H., Rasmussen, Pat E., Brook, Jeff R. and Xu, Xiaohong. (2011). Validation of continuous particle monitors for personal, indoor, and outdoor exposures. Journal of Exposure Science and Environmental Epidemiology. 21(1), pp. 49-64. https://doi.org/10.1038/jes.2010.15
The transferability of NO and NO2 land use regression models between cities and pollutants
Allen, Ryan W., Amram, Ofer, Wheeler, Amanda J. and Brauer, Michael. (2011). The transferability of NO and NO2 land use regression models between cities and pollutants. Atmospheric Environment. 45(2), pp. 369-378. https://doi.org/10.1016/j.atmosenv.2010.10.002
Spatial variability and application of ratios between BTEX in two Canadian cities
Miller, Lindsay, Xu, Xiaohong, Wheeler, Amanda, Atari, Dominic Odwa, Grgicak-Mannion, Alice and Luginaah, Isaac. (2011). Spatial variability and application of ratios between BTEX in two Canadian cities. The Scientific World Journal. 11, pp. 2536-2549. https://doi.org/10.1100/2011/167973
Residential indoor and outdoor ultrafine particles in Windsor, Ontario
Kearney, J., Wallace, L., MacNeill, M., Xu, X., VanRyswyk, K., You, H., Kulka, R. and Wheeler, A. J.. (2011). Residential indoor and outdoor ultrafine particles in Windsor, Ontario. Atmospheric Environment. 45(40), pp. 7583-7593. https://doi.org/10.1016/j.atmosenv.2010.11.002
Residential indoor and outdoor coarse particles and associated endotoxin exposures
Wheeler, Amanda J., Dobbin, Nina A., Lyrette, Ninon, Wallace, Lance, Foto, Mark, Mallick, Ranjeeta, Kearney, Jill, Van Ryswyk, Keith, Gilbert, Nicolas L., Harrison, Ian, Rispler, Kathleen and Héroux, Marie-Eve. (2011). Residential indoor and outdoor coarse particles and associated endotoxin exposures. Atmospheric Environment. 45(39), pp. 7064-7071. https://doi.org/10.1016/j.atmosenv.2011.09.048
Personal, indoor, and outdoor concentrations of fine and ultrafine particles using continuous monitors in multiple residences
Wheeler, Amanda J., Wallace, Lance A., Kearney, Jill, Van Ryswyk, Keith, You, Hongyu, Kulka, Ryan, Brook, Jeffrey R. and Xu, Xiaohong. (2011). Personal, indoor, and outdoor concentrations of fine and ultrafine particles using continuous monitors in multiple residences. Aerosol Science and Technology. 45(9), pp. 1078-1089. https://doi.org/10.1080/02786826.2011.580798
IndoorOutdoor Ultrafine Particles in 50 Residences in Edmonton, Canada
Lance Wallace, Amanda Wheeler, Jill Kearney, Marie-Ève Héroux, Keith Van Ryswyk, Fay Li and Warren Kindzierski. (2011). IndoorOutdoor Ultrafine Particles in 50 Residences in Edmonton, Canada. 12th International Conference on Indoor Air Quality and Climate 2011. Curran Associates, Inc..