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Record W3130986213 · doi:10.1016/s2589-7500(21)00024-8

Beyond the tip of the iceberg: direct and indirect effects of COVID-19

2021· letter· en· W3130986213 on OpenAlex
Janusz Kaczorowski, Claudio Del Grande

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Lancet Digital Health · 2021
Typeletter
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsUniversité de MontréalCentre Hospitalier de l’Université de Montréal
FundersWellcome Trust
KeywordsPandemicCoronavirus disease 2019 (COVID-19)PopulationMental healthScopusGeographyPolitical scienceDemographyPsychologySociologyMedicineMEDLINEPsychiatryLaw

Abstract

fetched live from OpenAlex

As we enter the second year of the COVID-19 pandemic, with more than 2 million confirmed deaths worldwide,1Johns Hopkins University of MedicineCOVID-19 dashboard by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University (JHU).https://coronavirus.jhu.edu/map.htmlDate accessed: January 25, 2021Google Scholar it is increasingly apparent that, as tragic and grim as this statistic is, it might be just the tip of the iceberg with respect to the collateral damage inflicted on the social, economic, psychological, and physical wellbeing of people around the world. Furthermore, many of these consequences will not only reverberate for months and years to come, but will also have unequal and profound effects on different societies and specific subgroups within societies. The study by Kathryn Mansfield and colleagues2Mansfield KE Mathur R Tazare J et al.Indirect acute effects of the COVID-19 pandemic on physical and mental health in the UK: a population-based study.Lancet Digit Health. 2021; (published online Feb 18.)https://doi.org/10.1016/S2589-7500(21)00017-0Summary Full Text Full Text PDF PubMed Scopus (154) Google Scholar in The Lancet Digital Health is both timely and relevant as many jurisdictions around the world have implemented or are in the process of implementing second and third waves of lockdowns. The authors used electronic primary care health records of a nationally representative sample of nearly 10 million people in the UK (13% of the total population) to describe and quantify the indirect effects of COVID-19 restriction measures on weekly primary care contacts for mental health, acute alcohol-related events, asthma and chronic obstructive pulmonary disease exacerbations, and cardiovascular and diabetic emergencies up to July, 2020. The results showed that weekly primary care contacts for these physical and mental health conditions fell significantly after the introduction of lockdowns in March, 2020, and—with the exception of unstable angina and acute alcohol-related contacts—remained below pre-lockdown levels. The authors concluded that these reductions were likely to represent a substantial burden of unmet need (particularly for mental health conditions), with potential implications for subsequent morbidity and premature mortality. The findings around mental health contacts are particularly disturbing. Although the historical averages based on pre-lockdown levels are quite appropriate for other conditions included in the analysis, the possible burden of unmet mental health problems might have been even greater than reported as a result of the stressors induced by the pandemic and related restrictions.3Torales J O'Higgins M Castaldelli-Maia JM Ventriglio A The outbreak of COVID-19 coronavirus and its impact on global mental health.Int J Soc Psychiatry. 2020; 66: 317-320Crossref PubMed Scopus (1727) Google Scholar, 4Brooks SK Webster RK Smith LE et al.The psychological impact of quarantine and how to reduce it: rapid review of the evidence.Lancet. 2020; 395: 912-920Summary Full Text Full Text PDF PubMed Scopus (8945) Google Scholar Other collateral damage of the lockdowns has been to patients with a range of non-acute conditions routinely managed in primary care, whose diagnoses and initiation of treatment were delayed, thus affecting their long-term prognosis. However, it is difficult to estimate the magnitude of this problem because Mansfield and colleagues' study focused on conditions with more immediate health consequences. All-cause mortality can be used to estimate excess mortality and thereby gauge the true impact of the pandemic on the number of deaths, including those formally attributed to COVID-19 as well as to those that were never formally diagnosed, or those caused by disruptions associated with delays to elective or non-urgent procedures, people not accessing health services, and psychological and economic consequences of the pandemic.5Woolf SH Chapman DA Sabo RT Weinberger DM Hill L Excess deaths from COVID-19 and other causes, March-April 2020.JAMA. 2020; 324: 510-513Crossref PubMed Scopus (251) Google Scholar However, the issue of accurately measuring the collateral damage on morbidity or other aspects of our lives, in both the short term and long term, is much more challenging and might never be fully appraised. Mansfield and colleagues' study also emphasises the importance of sustaining equitable access to primary care in future pandemic planning. Some of the trends that emerged during this pandemic might dissipate, but others could endure much longer and possibly become permanent. The accelerated shift to remote consultations is real, and much of it will stay. However, we must get it right this time. Doing so includes not only successfully addressing the digital divide and digital literacy issues, but also identifying for which patients, what conditions, and what types of visits remote consultations are optimal, and how they can be further enhanced with remote monitoring. We can hypothesise that, because of a disproportionate clustering of underlying medical conditions among older adults, many such individuals might have been reluctant to initiate in-person contacts while also lacking the required technology or digital skills to participate in remote consultations. At the same time, these individuals are more likely to become seriously ill if their chronic conditions are not properly managed and monitored. The second and third waves of lockdowns and curfews implemented across many jurisdictions are an acknowledgment that our evidence-based public health strategies, such as testing and tracing, mask wearing, handwashing, and physical distancing, as well as our sense of civic duty, might have been thus far largely insufficient to suppress and control transmission. Just as the earlier lockdowns, they are intended to buy us time—time to vaccinate as many at-risk people as possible with a potential side-effect of attenuating the direct effects of COVID-19 while amplifying the indirect ones. The vaccines announced over the past few months are certainly welcome news; however, even assuming that the efficacy shown in clinical trials will be replicated in real-world conditions,6Mahase E Covid-19: Reports from Israel suggest one dose of Pfizer vaccine could be less effective than expected.BMJ. 2021; 372: n217Crossref PubMed Scopus (11) Google Scholar many challenges remain. These challenges include logistics around how to safely and efficiently distribute and administer vaccines, the emergence of new variants,7Callaway E Could new COVID variants undermine vaccines? Labs scramble to find out.Nature. 2021; 589: 177-178Crossref PubMed Scopus (64) Google Scholar optimal timing of booster doses,8Robertson JFR Sewell HF Stewart M Kendrick D Agius RM COVID-19 vaccines: to delay or not to delay second doses.https://blogs.bmj.com/bmj/2021/01/05/covid-19-vaccines-to-delay-or-not-to-delay-second-doses/Date: Jan 5, 2021Date accessed: January 25, 2021Google Scholar vaccine hesitancy in some groups or individuals, and answering questions surrounding the long-term immunity conferred by the vaccines as well as their potential side-effect profiles. We are not out of the woods yet. We declare no competing interests. Indirect acute effects of the COVID-19 pandemic on physical and mental health in the UK: a population-based studyThere were substantial reductions in primary care contacts for acute physical and mental conditions following the introduction of restrictions, with limited recovery by July, 2020. Further research is needed to ascertain whether these reductions reflect changes in disease frequency or missed opportunities for care. Maintaining health-care access should be a key priority in future public health planning, including further restrictions. The conditions we studied are sufficiently severe that any unmet need will have substantial ramifications for the people with the conditions as well as health-care provision. Full-Text PDF Open Access

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.143
Threshold uncertainty score0.746

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.060
GPT teacher head0.383
Teacher spread0.322 · 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