Ethical issues identified by physical therapy students during clinical placements
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
AbstractThe purpose of this study was to determine the ethical issues encountered by physical therapy students during a clinical placement. Fifty-six students in the third unit (semester) of an undergraduate physical therapy program wrote weekly entries in a journal during a 6-week clinical placement. For each entry, students were to describe an event, its value and their reaction to it, and to discuss new learning that occurred and how they would respond in the future. At the end of the clinical placement, three faculty members evaluated the journals qualitatively to determine the extent to which ethical issues were a component of student learning. Ethical issues were mentioned by 53 of the 56 students. Three major themes were identified: respect for the uniqueness of individuals (37 students), professionalism—responsibility and behavior as a member of the profession (25 students), and professional collegiality – interaction with and respect for health professionals (25 students). Minor themes included: allocation of resources; advocacy for client, society and/or health policy; and informed consent. Students frequently reported ethical issues in the clinical setting. These issues were predominantly related to the students' relationships with clients and co-workers and the exploration of their roles as emerging physical therapists.
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 | 0.028 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.009 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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