Geriatric Training Needs of Nursing-Home Physicians
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
Medical care in nursing homes is not provided by board-licensed geriatricians; it mainly comes from physicians in need of educational programs in the field of geriatrics. Such programs, based on curriculum guidelines, should be developed. The purpose of this study was to seek input from nursing home physicians on their perceived needs for training in geriatrics. A mail questionnaire survey was sent to nursing home physicians regarding their opinion on the most needed subjects and preferred training methods. Of the 210 surveys mailed, 132 (63%) were returned. More than a quarter of the respondents had not had any kind of geriatric medical education. A desire for geriatric training was evident, preferably in the form of courses and periodic seminars. Use of medications, infectious diseases, depression, dementia and cardiac disorders were the most important topics indicated by the respondents. These data can be of help in preparing the curriculum for a continuous medical education program in geriatrics, preferably in the form of courses and periodic seminars.
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 | 0.000 | 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