Id |
Subject |
Object |
Predicate |
Lexical cue |
T219 |
0-10 |
Sentence |
denotes |
Discussion |
T220 |
11-278 |
Sentence |
denotes |
The international expansion of COVID-19 cases has led to widespread adoption of symptom and risk screening measures, in travel-associated and other contexts, and programs may still be adopted or expanded as source epidemics of COVID-19 emerge in new geographic areas. |
T221 |
279-610 |
Sentence |
denotes |
Using a mathematical model of screening effectiveness, with preliminary estimates of COVID-19 epidemiology and natural history, we estimate that screening will detect less than half of infected travellers in a growing epidemic, and that screening effectiveness will increase marginally as growth of the source epidemic decelerates. |
T222 |
611-684 |
Sentence |
denotes |
We found that two main factors influenced the effectiveness of screening. |
T223 |
685-858 |
Sentence |
denotes |
First, symptom screening depends on the natural history of an infection: individuals are increasingly likely to show detectable symptoms with increasing time since exposure. |
T224 |
859-1107 |
Sentence |
denotes |
A fundamental shortcoming of screening is the difficulty of detecting infected individuals during their incubation period, or early after the onset of symptoms, at which point they still feel healthy enough to undertake normal activities or travel. |
T225 |
1108-1292 |
Sentence |
denotes |
This difficulty is amplified when the incubation period is longer; infected individuals have a longer window in which they may mix socially or travel with low probability of detection. |
T226 |
1293-1446 |
Sentence |
denotes |
Second, screening depends on whether exposure risk factors exist that would facilitate specific and reasonably sensitive case detection by questionnaire. |
T227 |
1447-1612 |
Sentence |
denotes |
For COVID-19, there is so far limited evidence for specific risk factors; we therefore assumed that at most 40% of travellers would be aware of a potential exposure. |
T228 |
1613-1848 |
Sentence |
denotes |
It is plausible that many individuals aware of a potential exposure would voluntarily avoid travel and practice social distancing--if so, the population of infected travellers will be skewed toward those unaware they have been exposed. |
T229 |
1849-2087 |
Sentence |
denotes |
Furthermore, based on screening outcomes during the 2009 influenza pandemic, we assumed that a minority of infected travellers would self-report their exposure honestly, which led to limited effectiveness in questionnaire-based screening. |
T230 |
2088-2198 |
Sentence |
denotes |
The confluence of these two factors led to many infected people being fundamentally undetectable in our model. |
T231 |
2199-2366 |
Sentence |
denotes |
Even under our most generous assumptions about the natural history of COVID-19, the presence of undetectable cases made the greatest contribution to screening failure. |
T232 |
2367-2497 |
Sentence |
denotes |
Correctable failures, such as missing an infected person with fever or awareness of their exposure risk, played a more minor role. |
T233 |
2498-2834 |
Sentence |
denotes |
Our conclusion that screening would detect no more than half of infected travellers in a growing epidemic is consistent with recent studies that have compared country-specific air travel volumes with detected case counts to estimate that roughly two thirds of imported cases remain undetected (Niehus et al., 2020; Bhatia et al., 2020). |
T234 |
2835-2982 |
Sentence |
denotes |
Furthermore, the finding that the majority of cases missed by screening are fundamentally undetectable is consistent with observed outcomes so far. |
T235 |
2983-3275 |
Sentence |
denotes |
Analyzing a line list of 290 cases imported into various countries (Dorigatti et al., 2020), we found that symptom onset occurred after the date of inbound travel for 72% (75/104) of cases for whom both dates were available, and a further 14% (15/104) had symptom onset on the date of travel. |
T236 |
3276-3668 |
Sentence |
denotes |
Even among passengers of repatriation flights, or quarantined on a cruise ship off the coast of Japan (who are all demonstrably at high risk), numerous cases have been undetectable in symptom screening, but have still tested positive for SARS-CoV-2 by PCR (Dorigatti et al., 2020; Hoehl et al., 2020; Japan Ministry of Health, Labor and Welfare, 2020; Nishiura et al., 2020; Hu et al., 2020). |
T237 |
3669-3870 |
Sentence |
denotes |
The onset of viral shedding prior to the onset of symptoms, or in cases that remain asymptomatic, is a classic factor that makes infectious disease outbreaks difficult to control (Fraser et al., 2004). |
T238 |
3871-4058 |
Sentence |
denotes |
Our results emphasize that the true fraction of subclinical cases (those who lack fever or cough at symptom onset) remains a crucial unknown, and strongly impacts screening effectiveness. |
T239 |
4059-4244 |
Sentence |
denotes |
Reviewing data from active surveillance of passengers on cruise ships or repatriation flights, we estimate that up to half of cases show no detectable symptoms at the time of diagnosis. |
T240 |
4245-4337 |
Sentence |
denotes |
To complicate matters further, the fraction of subclinical cases may vary across age groups. |
T241 |
4338-4577 |
Sentence |
denotes |
Children and young adults have been conspicuously underrepresented, even in very large clinical data sets (Chen et al., 2020; The Novel Coronavirus Pneumonia Emergency Response Epidemiology Team, 2020; Huang et al., 2020; Li et al., 2020). |
T242 |
4578-4749 |
Sentence |
denotes |
Only 2.1% of the first 44,672 confirmed cases were observed in children under 20 years of age (The Novel Coronavirus Pneumonia Emergency Response Epidemiology Team, 2020). |
T243 |
4750-4856 |
Sentence |
denotes |
The possibility cannot be ruled out that large numbers of subclinical cases are occurring in young people. |
T244 |
4857-5011 |
Sentence |
denotes |
If an age-by-severity interaction does indeed exist, then the mean age of travellers should be taken into account when estimating screening effectiveness. |
T245 |
5012-5055 |
Sentence |
denotes |
There are some limitations to our analysis. |
T246 |
5056-5297 |
Sentence |
denotes |
Parameter values for COVID-19 may be affected by bias or censoring, particularly in the early stages of an outbreak when most cases have been recently infected, and when severe or hospitalized cases are overrepresented in the available data. |
T247 |
5298-5433 |
Sentence |
denotes |
In particular, the tail of the incubation period distribution is difficult to characterize with precision using limited or biased data. |
T248 |
5434-5584 |
Sentence |
denotes |
As country-specific screening policies can change rapidly in real-time, we focused on a general screening framework rather than specific case studies. |
T249 |
5585-5656 |
Sentence |
denotes |
We also assumed traveller adherence and no active evasion of screening. |
T250 |
5657-5828 |
Sentence |
denotes |
However, there are informal reports of people taking antipyretics to beat fever screening (Mahbubani, 2020), which would further reduce the effectiveness of these methods. |
T251 |
5829-6027 |
Sentence |
denotes |
With travel restrictions in place, individuals may also take alternative routes (e.g. road rather than air), which would in effect circumvent departure and/or arrival screening as a control measure. |
T252 |
6028-6130 |
Sentence |
denotes |
Our quantitative findings may overestimate screening effectiveness if many travellers evade screening. |
T253 |
6131-6235 |
Sentence |
denotes |
Our results have several implications for the design and implementation of traveller screening policies. |
T254 |
6236-6460 |
Sentence |
denotes |
If the infection is not yet present in a region, then arrival screening could delay the introduction of cases, but consistent with previous analyses, (Cowling et al., 2010), our results indicate such delays would be minimal. |
T255 |
6461-6628 |
Sentence |
denotes |
Our findings indicate that for every case detected by travel screening, one or more infected travellers were not caught, and must be found and isolated by other means. |
T256 |
6629-6832 |
Sentence |
denotes |
We note that even with high R0 and no control measures in place, a single case importation is not guaranteed to start a sustained chain of transmission (Kucharski et al., 2020; Lloyd-Smith et al., 2005). |
T257 |
6833-7090 |
Sentence |
denotes |
This is particularly true for infections that exhibit a tendency toward superspreading events, as increasingly reported for COVID-19, but the flipside is that outbreaks triggered by superspreading are explosive when they do occur (Lloyd-Smith et al., 2005). |
T258 |
7091-7185 |
Sentence |
denotes |
We did not analyze second-order benefits from screening, such as potential to raise awareness. |
T259 |
7186-7418 |
Sentence |
denotes |
Official recommendations emphasize that screening is an opportunity for ‘risk communication’ in which travellers can be instructed how to proceed responsibly if symptoms develop at the destination (World Health Organization, 2020d). |
T260 |
7419-7625 |
Sentence |
denotes |
Alongside increased general surveillance/alertness in healthcare settings, such measures could help reduce the risk of local transmission and superspreading, but their quantitative effectiveness is unknown. |
T261 |
7626-7800 |
Sentence |
denotes |
Once limited local transmission has begun, arrival screening could still have merit as a means to restrict the number of parallel chains of transmission present in a country. |
T262 |
7801-8013 |
Sentence |
denotes |
Once there is generalized spread which has outpaced contact tracing, departure screening to prevent export of cases to new areas will be more valuable than arrival screening to identify additional incoming cases. |
T263 |
8014-8268 |
Sentence |
denotes |
Altogether, screening should not be viewed as a definitive barrier to case importation, but used alongside on-the-ground response strategies that help reduce the probability that any single imported case spreads to cause a self-sustaining local epidemic. |
T264 |
8269-8463 |
Sentence |
denotes |
The cost-benefit tradeoff for any screening policy should be assessed in light of past experiences, where few or no infected travellers have been detected by such programs (Gostic et al., 2015). |
T265 |
8464-8707 |
Sentence |
denotes |
While our findings indicate that the majority of screening failures arise from undetectable cases (i.e. those without symptoms or knowledge of their exposure), several factors could potentially strengthen the screening measures described here. |
T266 |
8708-8942 |
Sentence |
denotes |
With improved efficiency of thermal scanners or other symptom detection technology, we would expect a smaller difference between the effectiveness of arrival-only screening and combined departure and arrival screening in our analysis. |
T267 |
8943-9265 |
Sentence |
denotes |
Alternatively, the benefits of redundant screening (noted above for programs with departure and arrival screens) could be gained in a single-site screening program by simply having two successive fever-screening stations that travellers pass through (or taking multiple measurements of each traveller at a single station). |
T268 |
9266-9368 |
Sentence |
denotes |
As risk factors become better known, questionnaires could be refined to identify more potential cases. |
T269 |
9369-9610 |
Sentence |
denotes |
Alternatively, less stringent definition of high exposure risk (e.g. contact with anyone with respiratory symptoms) would be more sensitive, but at the expense of large numbers of false positives detained, especially during influenza season. |
T270 |
9611-9784 |
Sentence |
denotes |
The availability of rapid PCR tests would also be beneficial for case identification at arrival, and would help address concerns with false-positive detections by screening. |
T271 |
9785-10057 |
Sentence |
denotes |
If such tests were fast, there may be potential to test suspected cases in real time based on questionnaire responses, travel origin, or borderline symptoms; at least one PCR test for SARS-CoV-2 claimed to take less than an hour has already been announced (Biomeme, 2020). |
T272 |
10058-10134 |
Sentence |
denotes |
However, such measures could prove highly expensive if implemented at scale. |
T273 |
10135-10353 |
Sentence |
denotes |
There is also scope for new tools to improve the ongoing tracking of travellers who pass through screening, such as smartphone-based self-reporting of temperature or symptoms in incoming cases (Dorigatti et al., 2020). |
T274 |
10354-10513 |
Sentence |
denotes |
Smartphone or diary-based surveillance would be cheaper and more scalable than intense, on-the-ground follow-up, but is likely to be limited by user adherence. |
T275 |
10514-10825 |
Sentence |
denotes |
Our analysis underscores the reality that respiratory viruses are difficult to detect by symptom and risk screening programs, particularly if a substantial fraction of infected people show mild or indistinct symptoms, if incubation periods are long, and if transmission is possible before the onset of symptoms. |
T276 |
10826-11016 |
Sentence |
denotes |
Quantitative estimates of screening effectiveness for COVID-19 will improve as more is learned about this recently-emerged virus, and will vary with the precise design of screening programs. |
T277 |
11017-11282 |
Sentence |
denotes |
However, we present a robust qualitative finding: in any situation where there is widespread epidemic transmission in source populations from which travellers are drawn, travel screening programs can slow (marginally) but not stop the importation of infected cases. |
T278 |
11283-11362 |
Sentence |
denotes |
Screening programs implemented in other settings will face the same challenges. |
T279 |
11363-11548 |
Sentence |
denotes |
By decomposing the factors leading to success or failure of screening efforts, our work supports decision-making about program design, and highlights key questions for further research. |
T280 |
11549-11806 |
Sentence |
denotes |
We hope that these insights may help to mitigate the global impacts of COVID-19 by guiding effective decision-making in both high- and low-resource countries, and may contribute to prospective improvements in screening policy for future emerging infections. |