An Exploratory, Descriptive Study of Consumer Opinions and Behaviors Regarding Health Products Sales at 4 Chiropractic Practices in a Large, Western Canadian Urban Center
Bibliographic record
Abstract
OBJECTIVE: This study describes the opinions and behaviors of chiropractic patients in a large, western Canadian urban center regarding the sale of health products by doctors of chiropractic. METHODS: A brief, descriptive survey consisting of both fixed-choice and open-ended questions was distributed by clinic reception staff at 4 chiropractic offices in Calgary, Alberta, Canada. Each practice sold a range of health products, including those relating to musculoskeletal care and nutrition, and served between 275 and 320 clients per week. RESULTS: After a 10-week recruitment interval between January and March 2013, a convenience sample of 103 chiropractic patients was obtained. Most patients supported the sale of health products by doctors of chiropractic (n = 101; 98.1%), and most had made health product purchases from a doctor of chiropractic at some point (n = 73; 70.9%). Products relating to muscular care, exercise/rehabilitation products, and pillows were purchased most often (>40%). Consumers were most supportive of doctors of chiropractic selling products they perceived to be directly related to musculoskeletal care. Some participants believed that there should be limits placed on the range of products sold including the products had to be consistent with the practitioner's area of expertise and had to have some demonstrated level of effectiveness. Primary reasons for health product purchase included the doctor's recommendations, convenience, and perception that the product would improve well-being (>50%). CONCLUSIONS: This study found that chiropractic patients were supportive of health product sales by doctors of chiropractic, assuming certain conditions were met. Consumers believed that product sales should be undertaken with integrity and should be consistent with the doctor's area of expertise. Consumer beliefs appeared to impact their purchasing behaviors.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".