Perception of health and health practices of five Filipino elders
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
It is projected that the United States will not have a single racial or ethnic majority by 2055. Health care providers need to be aware and knowledgeable of other cultures in order to deliver culturally competent care. Equally important is for health care providers to recognize their own biases and to identify and respect differences when delivering care. It is important to know the health and health beliefs of other cultures to effectively provide quality of care. This descriptive exploratory study using fieldwork was focused on the perceptions on health, being healthy, and health practices of 5 Filipino Elders. Elders were asked 7 focused, descriptive questions through interviews about health, being healthy, and health practices in their home to elicit information on the use of traditional remedies, health habits, illness practices, and resources for assistance and health information. Common themes revealed that elders’ view of a healthy person is a state of balance between physical and mental well-being. Physical appearances and mobility were part of their perception of health. Elder’s perception of an unhealthy person were poor emotional outlook, immobility, and nutritional deficiency.
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 | 0.008 | 0.011 |
| 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 | 0.001 |
| 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