Counselling of people with dementia in legal matters – social and health care professionals’ role
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 article examines the counselling of people with dementia in legal matters by focusing on the experiences both of people with dementia and of social and health care professionals. The article also assesses the role of social and health care professionals in enabling the fulfilment of the legal security of people with dementia. In Finland, social and health care professionals have a responsibility to inform their clients of their social and legal security options, and therefore need to know the range of legal tools and options available. They also need to know what measures may be taken to support the remaining legal capacity and autonomy of the person with dementia and to facilitate choices and planning for the future. This article reports the findings of three separate studies carried out in Finland. By examining the results of these studies, the necessity of offering sufficient counselling and support can be addressed. Developing counselling involves changed attitudes and improved competence for the professionals involved in social and health care, as well as changes in operational practices. People with dementia constitute a large client group whose legal security should be developed in a comprehensive and nuanced way.
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 | 0.001 | 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 it