Outcomes of a structured inter-professional ultrasound guided vascular access workshop: a program evaluation report analyzing structure, participation and satisfaction
Bibliographic record
Abstract
This article was migrated. The article was marked as recommended. Ultrasound-guided vascular access procedures are increasingly performed, particularly in the hospital setting, by a variety of health care professionals. Adequate teaching of the skills required for these procedures is important for all clinicians conducting these procedures. We created an inter-disciplinary workshop to teach these skills to anyone interested at our institution. This was a half-day workshop that combined pre-workshop teaching materials with didactic lectures and simulation based learning, which was followed by deliberate practice. Enrollment was on a first come first serve basis. We retrospectively reviewed the enrollment and performance of this workshop at our institution over 18 months. The workshop proved equally attractive to trainees and staff. Participants spanned a variety of healthcare disciplines, with the most common being intensive care (27%) and diagnostic imaging (23%). Participants indicated high satisfaction with the workshop, with a mean score of 4.7 on a 5-point Likert scale given to measure overall satisfaction. A long-term impact survey indicated regular use of skills learned in the workshop and a perceived improvement in clinical practice. This study helps demonstrate the efficacy of this inter-professional workshop structure in helping multidisciplinary healthcare professionals acquire unique skillsets for everyday clinical practice.
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.
How this classification was reachedexpand
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".