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Record W3182296677 · doi:10.1177/25161032211020756

Impact of COVID-19 on resource families: Unique challenges and strengths

2021· article· en· W3182296677 on OpenAlexaboutno aff
Audra K. Langley, Matthew A. Ruderman, Jill Waterman, Todd Franke

Bibliographic record

VenueDevelopmental Child Welfare · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Support in Illness
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthResource (disambiguation)ClosenessPsychologyMedicineQuarter (Canadian coin)Psychological interventionDevelopmental psychologyNursingPsychiatryGeography

Abstract

fetched live from OpenAlex

The emergence of COVID-19 forced significant adaptations for families worldwide. Children and youth in foster care and their caregivers or resource parents experience unique stressors. The current study aimed to understand the impact of the COVID-19 pandemic and “Safer-at-Home” orders on resource parents in Los Angeles County. Resource parents (n = 648) were surveyed about COVID-19 concerns, positive impact and strengths, access to and helpfulness of provided resources, visits with birth parents, children joining their families during the pandemic, and transition to telehealth. Between one-third and half of resource parents with foster or foster-adoptive children in their home reported significant anxiety about issues such as getting infected, uncertainty about the future, and financial hardship. In contrast, most resource parents reported some perceived benefits, such as increased family closeness. The most helpful resource reported was video visitation by social workers. A quarter of resource parents experienced in-person birth parent visits. Developmentally, parents with a foster or fosteradoptive child 0–5 years old reported significantly more worries related to COVID-19, while those with children of multiple ages reported feeling less valued as a resource parent and expressed more concerns about children falling behind with school, mental health and developmental services, birth parent visits, and delayed reunification. Lastly, younger parental age, fewer foster children in the home, and the less negative impact from COVID-19 a resource parent reported having were associated with an increased likelihood of resource parents welcoming a child into their home. Implications for policy and recommendations for practice are discussed.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.561
Threshold uncertainty score0.696

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.025
GPT teacher head0.308
Teacher spread0.282 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations12
Published2021
Admission routes1
Has abstractyes

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