Exploring beliefs and attitudes of personal service practitioners towards infection control education, based on the Health Belief Model
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
Tattooing, body and ear piercing, hair cutting and hair styling, and esthetic procedures such as manicures, pedicures, and make-up application are popular personal services procedures currently offered to the public. Without proper infection and injury control practices in place, personal service procedures can pose a risk for the spread of communicable disease and (or) the potential for bodily injury. A well-planned standardized education program for personal service practitioners could likely contribute to the control of infection and injury from personal service procedures and be a fiscally responsible means of controlling health care costs. Using the Health Belief Model, this research study aims to explore the attitudes and beliefs of personal service practitioners towards infection control education, as this can provide insightful information for planning a successful education program. Five qualitative, in-person interviews were conducted with personal service practitioners. The results of the interviews indicate that although cost, time, access to education, and language may be barriers to receiving education, the interviewed practitioner still believe that infection control education is extremely important and necessary for client safety, and that the implementation of an effective infection control education program for the personal services industry is essential.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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