‘This is my story, how I remember it’: In-depth analysis of Dignity Therapy documents from a study of Dignity Therapy for people with early stage dementia
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
Dementia is a progressive condition that impacts on individuals, families and care professionals. Maintaining quality of life through engagement with the person with dementia is an important part of their care. Dignity Therapy is an interactive, psychotherapeutic intervention that uses a trained dignity therapist to guide the person with dementia through an interview that then creates a written legacy called a generativity document. This can provide knowledge to inform care, as the condition progresses. Generativity documents were analysed using framework analysis. Main themes from the analysis were origin of values, essence and affirmation of self, forgiveness and resolution and existentialism/ meaning of life. These themes provide evidence of the type, scope and contribution that information generated from Dignity Therapy can make to the care and support of people with dementia. They provide information about the values, self-identity and the people and events that have been important to them and influenced their lives.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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