“My Story, Our Rights”—Navigating the System When Living With Young Onset Dementia in Finland
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
This paper discusses the rights of people with young onset dementia in their everyday lives. It does this by collaborating with co-author Petri, who was diagnosed with dementia whilst of working age. Petri shares his story of navigating the system to find resources for living a good and valuable life with dementia, starting with the challenges he faced in getting a diagnosis and accessing services, through to advocating for people living with dementia to defend their rights. The narrative form of Petri’s overall story is progressive; it reveals a range of challenges yet portrays a person living as well as possible with dementia. Key themes in Petri’s story are accompanied by a dialogue of Finnish laws and regulations, as well as literature on dementia. Besides increasing awareness and fostering change, Petri sees opportunities such as advocacy work as a rehabilitative activity for himself and as a way to show that it is possible to live an active life with dementia. From a practical and ethical point of view, it is crucial that academic researchers carefully consider how to remain sensitive to the lived experience of realizing one’s rights and maintain a regular dialogue and transparency during the co-authoring process.
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.
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 | 0.002 | 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 | 0.001 |
| 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 it