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 This study examines supportive community programs in Israel, which aim to improve the quality of life of the elderly. These innovative programs pool existing resources to provide a benefits package that includes medical services, an emergency call switchboard, a “neighborhood facilitator,” and social activities. Data were collected in 2000-2001 using qualitative and quantitative methods. The program provides specific services to meet needs that otherwise are not adequately addressed. The major contributions of the program reported by the members was increasing their personal security (two-thirds), easing the burden on their children (one-third), and enabling them to remain at home (one-quarter). The supportive community program enriches the variety of services available, thus providing the elderly with the choice of staying within their familiar surroundings of their homes and neighborhoods. This model appears to be both a cost-effective way to facilitate aging in place and a way to meet many of the elderly's essential needs, thereby maintaining their quality of life.
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 | 0.003 | 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