Rapid Development of a COVID-19 Assessment and PPE Virtual Simulation Game
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: A virtual simulation game (VSG) educational module focused on COVID-19 assessment and personal protective equipment (PPE) was designed to strengthen the capacity of graduating nursing students and practicing nurses to provide care during the COVID-19 health crisis. METHODS: In less than two weeks, a team of simulation and clinical experts from the Canadian Alliance of Nurse Educators using Simulation (CAN-Sim), the Canadian Association of Schools of Nursing (CASN) and the Canadian Nurses Association (CNA) collaborated to virtually developed a high-quality virtual simulation module. RESULTS: A bilingual VSG and related resources was created, focusing on the assessment and PPEs required when caring for a patient with or suspected of contracting COVID-19. CONCLUSIONS: This educational module has been accessed by over 600,000 users and implemented in nursing programs across Canada and globally.
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 | 0.002 |
| 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 | 0.000 |
| 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