Emotional Well-Being of Children and Youth with Severe Motor and Communication Impairment: A Conceptual Understanding
Bibliographic record
Abstract
BACKGROUND: Children and youth with severe motor and communication impairment (SMCI) have difficulty providing self-expression through typical speech, writing with a paper and pencil, or using a standard keyboard. Their emotional expressions can be missed by peers and novel caregivers. PURPOSE: To describe the indicators and components of emotional experiences for children/youth with SMCI. METHODS: Primary guardians of nine children/youth with SMCI were involved in photo/video data collection and follow-up qualitative interviews. Twenty-one familiar people (e.g., friends, family members, and/or care team) participated in semi-structured qualitative interviews. RESULTS: A conceptual understanding of emotional well-being specific to the population has been developed consisting of nine themes, encompassed by four domains i) Core Attributes, ii) Personal Experiences, iii) Surroundings, iv) Expression and Reception. CONCLUSIONS: Emotional experiences of children/youth with SMCI are diversely expressed. Primary guardian and familiar person insight can be amplified to positively impact care and participation.
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 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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".