A Critical Review of Interventions Addressing Ageist Attitudes in Healthcare Professional Education
Bibliographic record
Abstract
BACKGROUND: As the population ages, the demand for health care services will increase. Evidence suggests that the pervasive negative societal beliefs regarding aging and older persons are also found among occupational therapy students and practitioners. These attitudes can negatively affect healthcare service provision. PURPOSE: To determine the strength of the evidence regarding educational interventions used to modify ageist values and beliefs of health care professionals. METHODS: A critical review of the literature was undertaken to evaluate methodological quality of relevant outcome studies. FINDINGS: . Of the fifteen studies meeting the inclusion criteria one was rated as "strong" evidence, and the remainder lacked methodological rigour. Such results make it difficult to decide the usefulness of including educational interventions in health care curricula to negate ageism. IMPLICATIONS: Research specific to occupational therapy is required as our unique frames of reference and theoretical models to guide practice may preclude generalizability of research from other professional groups.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".