Empathy levels in Australian chiropractic students
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
Objective \n \nEmpathy is an important modifiable quality of health care practitioners that relates to the quality of patient care. The educative process may adversely affect the empathy levels of health care students at key phases of training. This topic remains unexplored in chiropractic students to date. \nMethods \n \nA voluntary and anonymous questionnaire was distributed to all chiropractic students in an Australian university-based program in April 2021. This questionnaire recorded age, sex, year of study, and Toronto Empathy Questionnaire scores. \nResults \n \nChiropractic student empathy scores approximated those of other Australian health care students. No statistical differences were found when comparing the mean scores of empathy levels across the 5 student cohorts. The empathy levels of female chiropractic students' were significantly higher than those of the male chiropractic students. \nConclusion \n \nThis study provides a baseline from which further explorations on empathy may be conducted in chiropractic students. This holds the potential to improve practitioners' quality of life and patient outcomes and for educators to identify subject matter that may negatively affect empathy levels.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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