MétaCan
Menu
Back to cohort
Record W3026322413 · doi:10.1016/j.xinn.2020.04.010

Reflections on the Catastrophic 2019–2020 Australian Bushfires

2020· article· en· W3026322413 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueThe Innovation · 2020
Typearticle
Languageen
FieldEnvironmental Science
TopicFire effects on ecosystems
Canadian institutionsnot available
Fundersnot available
KeywordsPopulationAir quality indexGeographySmokeQuarter (Canadian coin)DemographySocioeconomicsMeteorologyArchaeologySociology

Abstract

fetched live from OpenAlex

While fire is an inherent part of the Australian landscape, the bushfires that occurred in eastern Australia from September 2019 to early February 2020 were unprecedented (Figure 1). Bushfires across the nation burned more than 12.6 million hectares (an area slightly bigger than Belgium, Denmark, and the Netherlands combined), emitted about 430 tonnes of carbon dioxide into the atmosphere (about three-quarters of the country's total annual carbon dioxide emissions), directly caused at least 33 deaths and over one billion animals were killed (https://www.abc.net.au/news/science/2020-03-05/bushfire-crisis-five-big-numbers/12007716). In Sydney, the largest city in Australia with a population of about 5.2 million, levels of particulate matter ≤2.5 μm in aerodynamic diameter (PM2.5, also known as fine particles) exceeded 700 μg/m3 and the average maximum 24-h PM2.5 levels from November 2019 to January 2020 (the worst months for the fires) was about 64 μg/m3 (https://www.dpie.nsw.gov.au/air-quality/search-for-and-download-air-quality-data). In a national poll conducted in early January 2020, just over half the respondents (57%) reported experiencing some kind of direct impact from the bushfires or smoke.1The Australia InstitutePolling - Bushfire Crisis and Concern about Climate Change. The Australia Institute, 2020Google ScholarIn New South Wales, the worst affected state, nearly three-quarters of the respondents reported being affected in some way by the bushfires or smoke, 33% changed their usual routine in some way, and a quarter experienced health effects because of the smoke.1The Australia InstitutePolling - Bushfire Crisis and Concern about Climate Change. The Australia Institute, 2020Google Scholar In the eastern states of Australia, up to about mid-January 2020, the bushfire smoke was responsible for an estimated 417 premature deaths, 3,151 cardio-respiratory hospitalizations, and 1,305 visits to the emergency department for asthma.2Borchers Arriagada N., Palmer A.J., Bowman DMJS, Morgan G.G., Jalaludin B.B., Johnston F.H.. Unprecedented smoke-related health burden associated with the 2019–20 bushfires in eastern Australia. Med. J. Aust. https://doi.org/10.5694/mja2.50545.Google Scholar All authors of this paper were extensively involved with the media, both local and international, government agencies, and the public during the height of the bushfires. We were mainly asked about measures that the public could take to reduce personal exposure to the smoke, the health effects of bushfire smoke, and especially, whether exposure to the high levels of smoke would lead to health problems many months and years later in life. For example, is the risk of chronic diseases, such as chronic obstructive pulmonary disease, ischemic heart disease, and diabetes, increased because of the exposure to weeks of high levels of smoke? As the extreme levels of bushfire smoke continued week after week, the community sought more nuanced information about the associated health risks. It soon became apparent to us that although we know much about the acute health effects of smoke, there was limited information about the medium and long-term health effects of smoke, which was the information that communities and governments required or expected. In this paper, we reflect on our experiences of this extreme bushfire smoke event, share our insights, and identify gaps in knowledge regarding the longer-term (or future) health effects of prolonged smoke exposure, advice on reducing exposure to smoke, and the health risks to individuals. Most of what we know about the effects of high levels of bushfire smoke relates to short-term exposure (hours to days) and the associated acute effects,3Cascio W.E. Wildland fire smoke and human health.Sci. Total Environ. 2018; 624: 586-595Crossref PubMed Scopus (123) Google Scholar and we know something about the adverse mental health effects 1 to 2 years following exposure to bushfires.4Bryant R.A. Waters E. Gibbs L. Gallagher H.C. Pattison P. Lusher D. MacDougall C. Harms L. Block K. Snowdon E. et al.Psychological outcomes following the Victorian Black Saturday bushfires.Aust. N Z J. Psychiatry. 2014; 48: 634-643Crossref PubMed Scopus (64) Google Scholar However, we know little of the future health effects following many weeks to a few months of smoke exposure. Will any acute effects persist for months and years following the bushfires? Will people exposed to 3 months of high levels of smoke have a higher incidence of cardio-respiratory disease later in life? A series of studies investigating the effects of a 6- to 7-week coal mine fire in Victoria, Australia, may provide some answers. Children aged less than 2 years at the time of the coal mine fires and who were followed up 3 years after the coal mine fire demonstrated increased arterial wall stiffness5Zhao B. Johnston F.H. O'Sullivan T. Williamson G.J. Melody S. Dalton M. Venn A. Negishi K. Early life exposure to coal mine fire and tobacco smoke affect subclinical vascular function.Arch. Dis. Child. 2019; https://doi.org/10.1136/archdischild-2019-317528Crossref PubMed Scopus (5) Google Scholar and increased respiratory system stiffness.6Shao J. Zosky G.R. Hall G.L. Wheeler A.J. Dharmage S. Melody S. Dalton M. Foong R.E. O'Sullivan T. Williamson G.J. et al.Early life exposure to coal mine fire smoke emissions and altered lung function in young children.Respirology. 2020; 25: 198-205Crossref PubMed Scopus (13) Google Scholar The clinical significance of these small changes and whether they will persist into later childhood and adulthood are yet to be determined. These are important questions to be answered. The advice we gave the public to reduce their risk centered around reducing smoke exposure by staying indoors, ensuring the home is well sealed to reduce infiltration of smoke, using air purifiers with high-efficiency particulate air filters at home, and minimizing vigorous physical activity outdoors. Such advice might be suitable for fire smoke episodes that last a few days, but what advice should we give when the smoke persists for weeks and months? How long to stay indoors? At what concentrations of fine particles is there a trade-off between adverse health effects from smoke and health benefits from outdoor physical activity? Is there an easy way to assess how leaky a house is? Can air conditioners significantly reduce air pollutants inside the house? How effective are face masks? At what fine particle levels should schools cancel outdoor sporting activities? Similarly, what advice can we give to outdoor workers regarding the types of face masks that they should be using and when they should stop outdoor work altogether? The answers are complex. Staying indoors may not afford complete protection. Reissen et al.7Reisen F. Powell J.C. Dennekamp M. Johnston F.H. Wheeler A.J. Is remaining indoors an effective way of reducing exposure to fine particulate matter during biomass burning events?.J. Air Waste Manag. Assoc. 2019; 69: 611-622Crossref PubMed Scopus (14) Google Scholar showed that staying indoors during a planned burn provided a variable reduction in indoor smoke levels (from 12% to 76%), and it depended on the age of the house and ventilation. Increasing walking and cycling have shown health benefits despite exposure to background urban air pollution.8Rojas-Rueda D. de Nazelle A. Andersen Z.J. Braun-Fahrländer C. Bruha J. Bruhova-Foltynova H. Desqueyroux H. Praznoczy C. Ragettli M.S. Tainio M. Nieuwenhuijsen M.J. Health impacts of active transportation in Europe.PLoS One. 2016; 11: e0149990Crossref PubMed Scopus (72) Google Scholar However, what is not clear is whether the same health benefits accrue on smoky days? Tainio et al.9Tainio M. de Nazelle A.J. Gotschi T. Kahlmeier S. Rojas-Rueda D. Nieuwenhuijsen M.J. de Sá T.H. Kelly P. Woodcock J. Can air pollution negate the health benefits of cycling and walking?.Prev. Med. 2016; 87: 233-236Crossref PubMed Scopus (197) Google Scholar suggest that for 30 min of cycling, the risk from air pollution starts to outweigh the benefits at a PM2.5 concentration of 160 μg/m3, and for 30 min of walking, the risks outweighed the benefits at a PM2.5 concentration of 200 μg/m3. Wearing a face mask while outdoors may not be a solution either. Well-fitted P2 or N95 masks will reduce fine particle exposure and are appropriate for outdoor workers and firefighters. Cloth/medical masks, however, do not filter out the fine particles nor the toxic gasses. Even masks claiming to be certified to local or international standards for PM2.5 do not offer complete protection.10Cherrie J.W. Apsley A. Cowie H. Steinle S. Mueller W. Lin C. Horwell C.J. Sleeuwenhoek A. Loh M. Effectiveness of face masks used to protect Beijing residents against particulate air pollution.Occup. Environ. Med. 2018; 75: 446-452Crossref PubMed Scopus (73) Google Scholar People wearing such masks may stay outdoors for unnecessarily long periods and inadvertently increase their exposure to air pollutants. Air purifiers with HEPA filters are highly effective, but the effectiveness is highly dependent on how well sealed the indoor space is and whether the flow rate of the purifier is appropriate for the size of the space. How do we advise the public on their risk of the serious but rare health outcomes associated with exposure to air pollution such as death? We think that the risks to the healthy individual from fire smoke are generally low except for those people (for example, firefighters) who are in the frontline. In a study of short-term exposure to bushfires and mortality conducted in Sydney, the risk for non-accidental mortality was increased by 5% on a bushfire day.11Johnston F. Hanigan I. Henderson S. Morgan G. Bowman D. Extreme air pollution events from bushfires and dust storms and their association with mortality in Sydney, Australia 1994-2007.Environ. Res. 2011; 111: 811-816Crossref PubMed Scopus (157) Google Scholar In New South Wales, 80-year-old men have an annual mortality rate of around 4.7% (https://www.abs.gov.au/ausstats/[email protected]/mf/3302.0.55.001). This equates to a daily risk of death of 1.29 per 10,000. On a bushfire day, this risk increases by 5% to 1.35 per 10,000, an absolute increase of 6 per million, which is a very small additional risk. Therefore, while we often talk in terms of relative risk, the absolute risk may be more helpful for the public to understand. However, if we do experience more frequent and more intense bushfires in the future under climate change conditions, the risks to health will also increase. We identified several gaps in knowledge that limit our ability to give accurate, timely, and more importantly, meaningful advice to the public, government, and the media. We need better evidence regarding the advice we give on personal measures to reduce exposure to smoke. We do not know enough about future health effects due to exposure to bushfire smoke over weeks and months, and this is an area for urgent further research. Of particular concern is the limited information around the effects of smoke on pregnant women, the fetus, and the newborn. Pregnant women exposed to the Hazelwood coal mine fires in Australia had a higher risk of gestational diabetes.12Melody S.M. Ford J.B. Wills K. Venn A. Johnston F.H. Maternal exposure to fine particulate matter from a large coal mine fire is associated with gestational diabetes mellitus: a prospective cohort study.Environ. Res. 2019; https://doi.org/10.1016/j.envres.2019.108956Crossref PubMed Scopus (12) Google Scholar This is particularly salient as insults in the perinatal period can have lifelong consequences.13Aris I.M. Fleisch A.F. Oken E. Developmental origins of disease: emerging prenatal risk factors and future disease risk.Curr. Epidemiol. Rep. 2018; 5: 293-302Crossref PubMed Google Scholar Many factors influence fire behavior, for example, the nature and availability of biomass and meteorological conditions. Climate change will increase extreme events such as drought and heatwaves, which will increase the risk of bushfires.14Di Virgilio G. Evans J.P. Blake S.A.P. Armstrong M. Dowdy A.J. Sharples J. McRae R. Climate change increases the potential for extreme wildfires.Geophys. Res. Lett. 2019; 46: 8517-8526Crossref Scopus (42) Google Scholar Increasing bushfires will, in turn, increase carbon emissions and exacerbate climate change. There is no silver bullet to this conundrum. Hand in hand with ambitious climate mitigation strategies, we have also called for the urgent establishment of a national health protection strategy to future proof the health of our communities and our ecosystems.15Vardoulakis S., Jalaludin B.B., Morgan G.G., Hanigan I.C., Johnston F.H.. Bushfire smoke: urgent need for a national health protection strategy. Med. J. Aust. doi: 10.5694/mja2.50511.Google Scholar

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.260
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.003

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.044
GPT teacher head0.287
Teacher spread0.242 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it