MétaCan
Menu
Back to cohort
Record W3171523610 · doi:10.1108/mhrj-09-2020-0062

The psychological impact of COVID-19 on socially isolated individuals – a systematic review

2021· review· en· W3171523610 on OpenAlexaff
Adisha Shankar, Brian Yu, Monali S. Malvankar‐Mehta

Bibliographic record

VenueMental Health Review Journal · 2021
Typereview
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsWestern University
Fundersnot available
KeywordsOriginalityMental healthPsychologySocial isolationGrey literatureIsolation (microbiology)Data extractionSubject (documents)DistressCoronavirus disease 2019 (COVID-19)Variety (cybernetics)MEDLINEScientific literatureSystematic reviewPandemicMedicineClinical psychologyPsychiatrySocial psychologyComputer scienceDiseasePolitical science

Abstract

fetched live from OpenAlex

Purpose This study aims to assess the various psychological effects of the Coronavirus on those in isolation, the factors that cause these effects during the pandemic, as well as to discuss the recommendations and strategies that can be implemented to help reduce the negative psychological impact. Design/methodology/approach Databases such as MEDLINE (Ovid), excerpta medica dataBASE (Ovid) and cumulative index of nursing and allied health literature (Elton B. Stephens Company), as well as grey literature, were used as a part of the search design to locate articles published on this subject. The search design was formatted in a way that aided in locating articles concerning a variety of mental health effects. Title and abstract screening and full text screening were conducted by two reviewers. The risk of bias assessment was conducted using AMSTAR2. Data extraction was performed by one reviewer and was confirmed by the other. Findings A total of 28 articles were obtained, and of those, 11 were included in the review. From the data that was reviewed, the majority of the isolated individuals felt depressed and anxious. This negative psychological distress contributes to deteriorating health and quality of life in many people. Research limitations/implications Few limitations include limited published research papers pertaining to the subject of the mental health effects of COVID-19 on individuals in social isolation. Therefore, this suggests the need for higher quality studies to be performed on this topic. Originality/value This review provides a unique viewpoint on the effects of COVID-19, allowing for others to have a better understanding of the wide range of psychological impacts the pandemic has brought on.

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.

How this classification was reachedexpand

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)0.017
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.357
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0100.004
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0030.001

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 head0.246
GPT teacher head0.603
Teacher spread0.357 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designSystematic review
Domainnot available
GenreReview

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".

Quick stats

Citations3
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueMental Health Review JournalSame topicCOVID-19 and Mental HealthFrench-language works237,207