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Record W7008811018

Contributions of Social Support to Mitigate the Impact of the COVID-19 Pandemic on Pediatric Depressive and Irritability Symptoms

2022· dissertation· en· W7008811018 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2022
Typedissertation
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsnot available
Fundersnot available
KeywordsIrritabilitySocial supportMental healthDepression (economics)StressorPandemicPublic healthLongitudinal study
DOInot available

Abstract

fetched live from OpenAlex

Prior research, including my initial research on the mental health of children inSouthwestern Ontario, highlighted the broad, widespread impact of the COVID-19 pandemic on the mental health of adults, children, and youth, globally, including the potential for social support to attenuate the harmful impact of the pandemic. Social support, one’s belief that others will help in times of need, may protect against the impact of myriad life stressors on the development of psychopathology. The present study examines the potential for social support to mitigate the longitudinal impact of the COVID-19 pandemic on children’s irritability and depressive symptoms. Families (N = 317) encompassing one child aged 8 to 13 and a parent or guardian reported on children’s perception of social support, irritability, and depressive symptoms at baseline assessment and seven follow-up assessments over nine months between June 2020 and December 2021. Although depressive and irritability symptoms fluctuated over time, children’s initial perception of social support availability from family and friends did not predict interindividual variability in irritability or depressive symptom change over time. Social support fluctuated over time but showed no systematic increase or decrease. At each monthly assessment, social support was associated with child- and parent- or guardian-report of children’s symptomatology; children self-reported, and parents or guardians observed, lower symptomatology on months when children reported higher social support. Findings highlight the importance of social support for pediatric depression and irritability and suggest that social support may be bolstered during public health crises to assist children.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.022
GPT teacher head0.315
Teacher spread0.293 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations0
Published2022
Admission routes1
Has abstractyes

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