MétaCan
Menu
Back to cohort
Record W3131767894 · doi:10.3109/13668250.2021.1873753

Obstacles to the transition to adulthood of people with severe to profound intellectual disability and potential solutions: Perspectives of professionals in one region of Quebec

2021· article· en· W3131767894 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Intellectual & Developmental Disability · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsPerspective (graphical)Intellectual disabilityDistressTransition (genetics)PsychologyRehabilitationIndependent livingFocus groupYoung adultWork (physics)Developmental psychologyGerontologyPsychiatryMedicineClinical psychologySociology

Abstract

fetched live from OpenAlex

BACKGROUND: Planning the transition to adulthood of youth with severe to profound intellectual disability (ID) requires professionals from different institutions to work together. However, there are few studies in the literature that focus on professionals involved in this transition. METHOD: This study documented factors impacting the transition to adulthood of youth with severe to profound ID and potential solutions from the perspective of professionals from different sectors involved in transition planning, using individual interviews. RESULTS: The absence of clear markers to guide professionals, lack of system navigator and recognition of rehabilitation potential of individuals with severe to profound ID were some of the obstacles experienced by professionals. They felt helpless facing the distress of families. CONCLUSION: Knowledge of the factors that, from the professionals' perspective, impact this transition could help to foster intersectoral collaboration between the many professionals involved and guide future initiatives to develop relevant and realistic solutions.

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)0.002
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.207
Threshold uncertainty score0.964

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.310
Teacher spread0.274 · 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