Perceptions of Ontario chiropractors on business education in chiropractic schools
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: Chiropractic, as a business in the health care system, has a component of entrepreneurship. Therefore, it is important to have business education in chiropractic schools. This study examines perceptions of business education in chiropractic schools as evaluated by Ontario, Canada, practicing chiropractors. METHODS: We conducted a series of interviews with 16 chiropractors practicing in Ontario. Questions aimed at analyzing 2 levels of chiropractors' perceptions on the quality of business education they received. The questions were designed around 2 concepts: perceived level of business knowledge acquired and current level of knowledge for 6 business topics. The topics included accounting and finance, organizational behavior and human resources, legal and ethical issues, strategic management, managerial decision making, and operational management. Interview responses were analyzed by grouping significant statements into themes followed by descriptions of what and how the subjects experienced the phenomena. RESULTS: The interviews revealed that Ontario practicing chiropractors' requirements for education in business skills are both broad and essential, embracing most if not all major business domains. Many participants indicated that the status of business education in chiropractic schools is minimally contributing to business skills following graduation. CONCLUSION: Producing chiropractors with entrepreneurship skills requires enhanced business education in chiropractic schools. Perceptions of Ontario chiropractors reveal a gap between skill-oriented business training in chiropractic education and the skills needed to practice within the profession.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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