Oil spill clean-up: a trade-off between human health and ecological restoration?
Bibliographic record
Abstract
Although the frequency and amount of spills have decreased in the past decade,1The International Tanker Owners Pollution Federation LimitedOil tanker spill statistics.http://www.itopf.com/knowledge-resources/data-statistics/statistics/Date: 2016Google Scholar recent episodes of oil spills have been of an incomparable scale, such as the Gulf oil spill, or have occurred in a populated area with active fishing activities, such as the Hebei Spirit and Prestige oil spills. Too often the responses to disasters have been mainly focused on ecological and financial aspects,2Fingas M Oil Spill Science and Technology. 2nd edn. Elsevier, Edmonton, AB2016Google Scholar and the consequences of such disasters to health have not received the attention they deserve. Removal of spilled oil on the coast is mostly done manually, which requires the involvement of a large labour force over an extended period. Although its chemical composition changes over time, residual oil remnants still contain various toxic chemicals. Therefore, the health of the clean-up workers is of major concern. So far, few studies on oil spills and health have been reported, and most have focused on acute symptoms immediately after exposure to spilled oil. Crude oil contains various toxic chemicals—such as human carcinogens—and long-term health effects, including the development of cancer and degenerative diseases from such exposure, could result in a substantial burden of disease on the exposed population.3Kim YM Park JH Choi K et al.Burden of disease attributable to the Hebei Spirit oil spill in Taean, Korea.BMJ Open. 2013; 3: e003334Google Scholar Regarding the effects on mental health, most studies4Choi KH Lim MH Ha M et al.Psychological vulnerability of residents of communities affected by the Hebei Spirit oil spill.Disaster Med Public Health Prep. 2016; 10: 51-58Crossref PubMed Scopus (18) Google Scholar on previous oil spills have investigated the indirect effects of the accident that damaged the livelihoods of people exposed, but not the direct toxic effects of oil chemicals. To this point, Richard K Kwok and colleagues' study5Kwok R McGrath JA Lowe SR et al.Mental health indicators associated with the 2010 deepwater horizon oil spill: results from the GuLF STUDY cohort.Lancet Public Health. 2017; 2: e560-e567Google Scholar in The Lancet Public Health offers important and novel insights. With data from more than 11 000 individuals from the GuLF STUDY, Kwok and colleagues assessed the psychological impact of the oil spill response and clean-up work from the Deepwater Horizon oil spill. They found that workers involved in the clean-up had a higher prevalence of depression (prevalence ratio 1·56, 95% CI 1·37–1·78) and post-traumatic stress disorder (PTSD; 2·25, 1·71–2·96) than non-workers. These findings suggest that exposure to chemicals in crude oil could affect mental health. A study4Choi KH Lim MH Ha M et al.Psychological vulnerability of residents of communities affected by the Hebei Spirit oil spill.Disaster Med Public Health Prep. 2016; 10: 51-58Crossref PubMed Scopus (18) Google Scholar on the Hebei Spirit oil spill showed increased symptoms of depression, anxiety, PTSD, and even suicidal ideation associated with proximity to the oil spill site. However, that study used distance from the spilled site to the residential area as a proxy for exposure. In Kwok and colleagues' study,5Kwok R McGrath JA Lowe SR et al.Mental health indicators associated with the 2010 deepwater horizon oil spill: results from the GuLF STUDY cohort.Lancet Public Health. 2017; 2: e560-e567Google Scholar the exposure variable was a measurement of total hydrocarbons from the crude oil based on the job exposure matrix, thus advancing our understanding of the potential mechanism of the effect of the oil spill on mental health. However, whether it is chemical exposure or superimposed socioeconomic factors that affect the mental health of participants is not evident from this report. From a public health perspective, identifying high-risk groups among the exposed population is important, particularly when implementing a post-response health service. The present study5Kwok R McGrath JA Lowe SR et al.Mental health indicators associated with the 2010 deepwater horizon oil spill: results from the GuLF STUDY cohort.Lancet Public Health. 2017; 2: e560-e567Google Scholar did not examine a possible synergy between experience of stressful clean-up work and total hydrocarbon exposure level on workers' adverse mental health, but rather an independent effect of each factor by mutual adjustment. Likewise, a possible synergistic interaction between the livelihoods that are vulnerable to oil spill damage and total hydrocarbon exposure could provide important information—including for the compensation of people affected by the accident. Adverse health effects are a major, and too often neglected, consequence of oil spills, which develop from the earliest stages of the accident. Immediate responses are of crucial importance to prevent adverse health effects, including the evacuation of vulnerable populations, provision of adequate protective devices to the workers, and education of the potential health hazards of the oil spill. However, most response systems do not fully account for the toxic exposure to responders. It is essential that human health is set as a priority in the emergency responses for oil spill accidents. Furthermore, as Kwok and colleagues5Kwok R McGrath JA Lowe SR et al.Mental health indicators associated with the 2010 deepwater horizon oil spill: results from the GuLF STUDY cohort.Lancet Public Health. 2017; 2: e560-e567Google Scholar suggest, post-response health services in addition to a prescreening system should be implemented. Finally, long-term follow-up of the affected population should be done if we are to address the challenges ahead. We declare no competing interests. Mental health indicators associated with oil spill response and clean-up: cross-sectional analysis of the GuLF STUDY cohortOil spill clean-up workers with high amounts of total hydrocarbon exposure or potentially stressful job experiences had an increased prevalence of depression and PTSD. These findings provide evidence that response and clean-up work is associated with adverse psychological effects and suggest the need for mental health services both before and after the event. Full-Text PDF Open Access
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".