Deconstructing residential immersive life skills programming through a pedagogical lens: mechanisms that can facilitate learning for youth with disabilities
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.
Bibliographic record
Abstract
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.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it