Potential of the Job Demands and Accommodation Planning Tool for Individuals Working With Mild Cognitive Impairment or Dementia
Bibliographic record
Abstract
Individuals living with young onset dementia or mild cognitive impairment are typically working when cognitive decline emerges. Inability to maintain job demands can lead to loss of employment, loss of purpose and identity, financial instability, and withdrawal from social networks. The Job Demands and Accommodation Planning Tool was developed to identify workplace supports for individuals with episodic disabilities. The aim of this study was to explore the applicability of the Job Demands and Accommodation Planning Tool for individuals working with young onset dementia or mild cognitive impairment. Semi-structured interviews were conducted with 23 individuals: 11 in Canada, 7 in Finland and 5 in Sweden, where they described job demands and workplace challenges they faced. A secondary analysis of interview data was conducted using content analysis and a framework approach to code, categorize, and examine overlap with the Job Demands and Accommodations Planning Tool. Results showed that the Job Demands and Accommodation Planning Tool aligns well with the experiences of individuals living with young onset dementia or mild cognitive impairment. The Job Demands and Accommodation Planning Tool could inform workplace supports for people with young onset dementia or mild cognitive impairment to maintain their presence in the workforce.
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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 | 0.000 | 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 | 0.001 | 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".