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Record W6925230180 · doi:10.17605/osf.io/kx4g9

Impacts of the Covid-19 pandemic in foster care institutions from France, Canada, Switzerland, Belgium and the UK: A rapid synthesis of online testimonials made by educational staff

2020· article· en· W6925230180 on OpenAlexaboutno aff

Bibliographic record

VenueOSF Preprints (OSF Preprints) · 2020
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicListeria monocytogenes in Food Safety
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)PandemicCoronavirus disease 2019 (COVID-19)Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Grey literatureFace (sociological concept)

Abstract

fetched live from OpenAlex

Abstract Background and rationale: The SARS-CoV-2 pandemic is currently disrupting activities of foster care staff and the functioning of foster care institutions in France, Canada, Switzerland, Belgium and the UK. Despite this, little details about the impacts of the pandemic seem to have found their way in the scientific literature. Similarly, although literature on respiratory outbreaks in children’s homes can be found, studies typically describe measures taken in limited details and focus on drug interventions, few report issues and challenges residential staff had to face and none apparently report how residential staff and residents felt or which resources they found helpful during outbreaks. Objective: To synthesize key themes emerging from online testimonials made by educational staff looking after children in foster care institutions during the Covid-19 pandemic. Methods: Scoping Google searches with keyword variations of “SARS-CoV-2”, “residential staff” and “foster care institutions” meant to identify testimonials from educational staff from institutions in France, Canada, Switzerland, Belgium and the UK, published from 1 January 2020 to 8 April 2020, and written in French or English. Testimonials were then read in full and data related to 9 broad themes (measures taken, issues, concerns, needs, legal aspects, helpful resources, feelings, context and opportunities) was extracted and synthesized. Findings: 24 individual searches were made on Google between 6 April and 8 April 2020 (included) and a total of about 2370 website titles and website descriptions (“abstracts”) were screened for inclusion. Testimonials from residential staff were found on 43 different webpages. 32 testimonials came from France, 2 from Belgium, 2 from the UK and 1 from Canada. No testimonials from Swiss residential staff were found. 6 sources included testimonials already found in other sources (3 duplicate testimonials for France and 3 duplicate testimonials for the UK). Residential staff most commonly reported feeling anxious or stressed out; some were angry against authorities or felt hopeless. Children in care were said to be anxious, stressed out or sad, but in some testimonials they reportedly were doing well despite the pandemic. 119 unique measures taken in institutions were identified, most were organizational (19 measures), about social distancing (15 measures), hygiene (13 measures), focused on residents (11 measures) or other (26 non-categorized measures). Personal protection equipment, computers, volunteers, staff creativity or adaptability, staff solidarity, recreational activities and outside activities were identified as useful resources. The most common issues were related to inadequate supplies of personal protection equipment, unfeasibility of implementing social distancing measures, children eloping, staff shortage, risk of staff burnout, increase in violence, difficulties supporting residents to do schoolwork and insufficient communication with authorities. Residential staff was concerned about safety, well-being of the residents, their own, that of their families or relatives, the risk of staff shortage and staff burnout and educational outcomes for children in care. A few staff members pointed out opportunities brought by the pandemic, for instance an opportunity to strengthen relationships with residents. Limitations: Testimonials were often found in journal articles and journalists may have been incentivized to emphasize problems. The representativeness of testimonials found cannot be assumed and they may be a poor surrogate for the actual prevalence of problems reported. I may have inadvertently overemphasized needs given solidarity with colleagues. Data collection, classification and synthesis involved subjectivity. The trustworthiness of online testimonials is difficult to assess but reports from France, Canada, Switzerland, Belgium and the UK appeared relatively similar. Conclusions: Not yet fully written, not yet summarized Funding: No funding was received for this work. Registration: See previous versions of https://osf.io/kx4g9/ Data and materials: See https://osf.io/kx4g9/ and https://osf.io/5bewk/ Keywords: Covid-19, residential care, foster care, children, social work, testimonials

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)0.001
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.350
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.036
GPT teacher head0.298
Teacher spread0.262 · 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 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
Published2020
Admission routes1
Has abstractyes

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