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Record W4401978828 · doi:10.1177/17446295241272508

The impact of a virtual wellness course for adults with intellectual and developmental disabilities in the third year of COVID-19

2024· article· en· W4401978828 on OpenAlexafffund
Laura St. John, Gregory Borschneck, Tiziana Volpe, Anupam Thakur, Johanna Lake, Heidi Mallet, Víctor Pereira, Yona Lunsky

Bibliographic record

VenueJournal of Intellectual Disabilities · 2024
Typearticle
Languageen
FieldMedicine
TopicTelemedicine and Telehealth Implementation
Canadian institutionsUniversity of TorontoQueen's UniversityUniversity of CalgaryCentre for Addiction and Mental HealthHealth Canada
FundersCanadian Institutes of Health Research
KeywordsMental healthIntellectual disabilityPsychological interventionPsychologyIntervention (counseling)GerontologyClinical psychologyPsychiatryMedicine

Abstract

fetched live from OpenAlex

The current study examines how a virtual wellness intervention may improve health outcomes in adults with intellectual and developmental disabilities. Thirty-six adults with intellectual and developmental disabilities participated in the wellness intervention. Outcome measures related to satisfaction, mental health, wellbeing, health behaviours and overall health were completed at three time points (pre, post and follow-up). Participants reported high levels of satisfaction and had significant improvements in outcomes related to mental health and wellbeing. Changes in sleep, sedentary behaviour and overall health were not reported, though qualitative evidence suggests that some changes were implemented. The study provides evidence to support the use of virtual interventions to address health concerns in individuals with intellectual and developmental disabilities.

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)0.018
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.099
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.035
GPT teacher head0.368
Teacher spread0.333 · 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 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

Citations3
Published2024
Admission routes2
Has abstractyes

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