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Record W7057678147

Learning disability: Experiences of health transition into specialist learning disability adult services and communication within mental health settings

2024· other· en· W7057678147 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUEA Digital Repository (University of East Anglia) · 2024
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
FundersOntario Centre of Excellence for Child and Youth Mental Health
KeywordsSuperordinate goalsLearning disabilityThematic analysisMental healthInterpretative phenomenological analysisEmpirical researchFeelingInclusion (mineral)
DOInot available

Abstract

fetched live from OpenAlex

The overall aim of the thesis portfolio was to explore the experiences of learning disability mental health services. This was explored in two parts: by conducting a systematic review to understand the experiences of communication within mental health settings; and by exploring parental transition experiences into adult learning disability services from learning disability children and adolescent mental health services through an empirical study. The systematic review employed a thematic analysis to synthesise 19 peer-reviewed empirical studies and one study from the grey literature. All studies utilised a qualitative design method. The result of the systematic review revealed four superordinate themes: ‘the need for inclusive communication within care’, ‘relating with one another’, ‘empowered vs disempowered’, and ‘delivery of care’. The review highlighted how adapting communication helped improve service experience and inclusivity to care and made services more accessible. It also showed areas of failings in communication experience. These related to service users and families not feeling informed and listened to, and healthcare professionals’ difficulties in understanding and communicating with service users. The Empirical research utilised Interpretative Phenomenological Analysis to analyse data. Semi-structured interviews were conducted with four parents of individuals diagnosed with a learning disability who were receiving care in the adult community learning disability team. Findings revealed three superordinate themes: ‘impact of transition on sense of control’, ‘making sense of challenges experienced’ and ‘the experience of service provision’. The findings highlighted the experience of parents of feeling unheard and uninformed during the transition process and showed the difficulties experienced during decision-making processes following transition. It also revealed suggestions of how services can improve to better support the transition process. 3 The findings from both papers signified the highly desired need for the voices of service users and families to be represented in their ca

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.

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)0.000
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.422
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0020.000

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 head0.007
GPT teacher head0.230
Teacher spread0.223 · 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