Peripheral Venipuncture Education Strategies for Nursing 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
This integrative literature review identified strategies to teach peripheral venipuncture to nursing students. The following databases were searched for primary studies: Biblioteca Virtual em Saúde (BVS), PubMed, Web of Science, Education Resources Information Center (ERIC), SCOPUS, and Cumulative Index to Nursing and Allied Health Literature (CINAHL). The final sample was composed of 24 studies. The literature ranged from descriptive studies to controlled clinical trials and methodologic studies to construct products/instruments for teaching peripheral venipuncture. The most frequently identified teaching strategies were theoretical contents taught via theoretical lecture, e-learning courses, video lessons, and demonstration by specialists combined with practical exercises using a mannequin, human arms, and/or haptic devices. Despite the different methods used currently, the best patient outcomes were achieved when the student received the theoretical content in an educational setting before the practical training on a mannequin and/or a virtual simulator.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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