Attitudes Toward Aging: Implications for a Caring Profession
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
With the predicted increase in the age of Canada's overall population, it is estimated that by 2020, up to 75% of nurses' time will be spent with older adults. It is recognized that care of older adults occurs in a cultural context in which the older members of society are poorly valued, often referred to as ageism. Based on the premise that attitudes affect behavior and knowledge acquisition, a comparative cross-sectional study using the Attitudes Toward Old People scale measured nursing students' attitudes at different points in a baccalaureate nursing program. Although analysis of variance revealed no significant differences in students' attitudes during the 4 years, post hoc analysis revealed a drop in positive attitudes and a rise in negative attitudes at the beginning of the second and fourth years of the baccalaureate program.
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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) | 0.000 | 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