Lifespan Navigation-Building Framework for Children/Youth With Neurodisability and Their Families
Bibliographic record
Abstract
This study served to conceptualize neurodisability (ND) navigation-building. Capacity-building toward wide-reaching ND navigation or help-seeking service lacks empirical evidence. Researchers widely agree that a system-wide framework is absent. While research emphasizes service-level findings, other jurisdiction- and policy-level insights are lacking. Using Collective Community Impact and Participatory Action Research, government and nongovernment organizations in three Canadian regions implemented novel cross-jurisdictional initiatives to improve navigation capacity. Family-partners and other stakeholders systematically engaged in discussions. Grounded in qualitative thematic design, we sought to unveil connections between emerging themes. These themes led to stakeholders co-constructing an intersectoral navigation-building conceptualization. A framework was essential for highlighting change-levers and potential replication in other jurisdictions/landscapes. Finally, practice and policy implications compatible with an ecosystem model are presented.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".