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Record W3187114072 · doi:10.1177/13623613211035228

Acceptability and feasibility of the World Health Organization’s Caregiver Skills Training implemented in the Italian National Health System

2021· article· en· W3187114072 on OpenAlexaff
Erica Salomone, Camilla Ferrante, Arianna Salandin, Federica Ferrara, Elisabetta Torchio, Giulia Foletti, Sabrina Ghersi

Bibliographic record

VenueAutism · 2021
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsUniversity of Toronto
FundersH2020 Marie Skłodowska-Curie ActionsCompagnia di San PaoloWorld Health Organization
KeywordsParent trainingPsychologyAutismMedical educationPublic healthHealth careTraining (meteorology)NursingApplied psychologyIntervention (counseling)MedicinePsychiatry

Abstract

fetched live from OpenAlex

The Caregiver Skills Training programme is an evidence-informed group intervention developed by the World Health Organization to counter the treatment gap for neurodevelopmental disorders in children. We examined feasibility and acceptability of Caregiver Skills Training in public child neuropsychiatry services in Italy. Following a formative adaptation process and a pre-pilot implementation, the programme was piloted in six centres. Caregivers of children (2–5 years) with autism spectrum disorder were randomised to either Caregiver Skills Training ( n = 43) or treatment as usual ( n = 43). Professionals’ and caregivers’ experiences in the treatment arm were examined with focus groups and questionnaires. The programme was largely considered acceptable, relevant and feasible. Specific implementation challenges and suggestions for optimising the package are discussed. Lay abstract Across the globe, children with neurodevelopmental disorders, including autism, have limited access to care through public services. To improve access to care the World Health Organization developed a novel, open-access programme: the Caregiver Skills Training programme. The Caregiver Skills Training consists of nine group sessions and three individual home visits, focused on training the caregiver on how to use everyday play and home routines as opportunities for learning and development. We implemented Caregiver Skills Training in public child neuropsychiatry services in Italy and examined with questionnaires and focus groups how feasible it was to deliver the programme in public health settings and how acceptable and relevant it was for caregiver users. We found that the Caregiver Skills Training was largely considered acceptable and relevant for families and feasible to deliver. We discuss potential solutions to address the specific implementation challenges that were identified, such as strategies to improve training of interventionists and overcome barriers to caregiver participation.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.660
Threshold uncertainty score0.390

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
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 head0.066
GPT teacher head0.371
Teacher spread0.305 · 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 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

Citations34
Published2021
Admission routes1
Has abstractyes

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