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Record W2966800404 · doi:10.1111/1471-3802.12470

Deconstructing residential immersive life skills programming through a pedagogical lens: mechanisms that can facilitate learning for youth with disabilities

2019· article· en· W2966800404 on OpenAlexaff
Celeste Duff, Amy C. McPherson, Gillian King, Shauna Kingsnorth

Bibliographic record

VenueJournal of Research in Special Educational Needs · 2019
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsUniversity of TorontoHolland Bloorview Kids Rehabilitation Hospital
Fundersnot available
KeywordsExperiential learningPsychologySituatedSocial skillsQualitative researchGrounded theorySituated learningPedagogyDevelopmental psychologySociology

Abstract

fetched live from OpenAlex

Residential Immersive Life Skills ( RILS ) programs are unique programs for youth with disabilities. Situated, experiential, psychoeducational and strengths‐based learning approaches expose youth to opportunities and experiences that can facilitate the development of adaptive behaviours. This study examined the pedagogy of RILS programs to facilitate life skills development in youth. This study draws on 25 qualitative interviews that were conducted with nine youth who attended one of three separate RILS programs. Interviews were conducted at three different time points: pre‐program, 3 months post‐program and 12 months post‐program. Data were analysed using a constructivist grounded theory approach. The analysis provided evidence of the intended learning approaches that are mobilised in the RILS pedagogy (applied mechanisms): situated and experiential learning and psychoeducational and strengths‐based learning approaches. The transcripts also uncovered three behavioural and emotional elements in the RILS pedagogy (implicit mechanisms): the power of (1) interpersonal connections; (2) culture of collective understanding; and (3) emotional contagion. Findings validated evidence of applied mechanisms and uncovered the hidden behavioural and emotional mechanisms in the RILS pedagogy. This in‐depth insight is central to further developing not only independence‐oriented life skills programs, but also broader education programs for youth with 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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.005
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.008
Scholarly communication0.0050.004
Open science0.0010.007
Research integrity0.0010.002
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 head0.269
GPT teacher head0.462
Teacher spread0.193 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations5
Published2019
Admission routes1
Has abstractyes

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