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
Abstract When a parent assumes the caregiving responsibilities of someone with Alzheimer's disease, the relationships between family members, as well as the family roles, may be altered. The caregiving role is generally assumed by the female within the home; a daughter or daughter in-law. The children of the caregivers are affected as their mother becomes involved with the caregiving responsibility of their grandparents with Alzheimer's. The leisure patterns of the family are affected as the grandparent's behavior and daily care affect the everyday routines of the family. The focus of this research was to gather information to generate new insights about how granddaughters were affected when their grandmothers had Alzheimer's disease. Information was collected by interviewing six granddaughters. The themes that emerged from the granddaughters' stories included problems with social interaction and feelings of embarrassment due to the grandmothers' behavior. Stress and tension, feelings of guilt, feelings of sadness, feelings of frustration and anger also emerged. Avoiding the caregiving situation, participating in activities, the need for possessing information about Alzheimer's disease and the importance of support were other themes that emerged. These themes formed the foundation for a model that illustrates the interaction of the themes on the granddaughters in this Study.
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 | 0.000 | 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 | 0.002 | 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