Bibliographic record
Abstract
Changing the life trend and industrializing the societies lead to transforming the family's functions and authority , the families were transformed the extended pattern into the nuclear family .Following this change of pattern , the society faced a new phenomenon due to medical advances and rising the life expectancy which had never been considered a problem with the existence of the extended families until recently that is the aging phenomenon .Failure to pay attention to this class of the society creates some irreparable problems for the aged and the community.Therefore, it is necessary to address this matter.The purpose of this study is to understand and disseminate the effective criteria on the life and the elderly 's residency which can be a useful guide to design and find the existing weaknesses in the design and rising the life condition quality in their last life period and also reducing their mental and affective disorders and the tolerance of separation conditions from the family and home .For this purpose , in the present research the weaknesses and strengths of several centers were studied by interview and consequently the effective factors to promote the elderly' life quality were provided.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.974 | 0.969 |
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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".