EFICACIA DE LOS SISTEMAS DE MONITOREO ELECTRÓNICO PARA MEJORAR EL CUMPLIMIENTO DE LA HIGIENE DE MANOS DEL PERSONAL DE ENFERMERÍA QUE LABORA EN LA CENTRAL DE ESTERILIZACIÓN
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: Systematize and analyze the scientific studies of the effectiveness of electronic monitoring systems to improve the compliance of hand hygiene in health personnel..Material and methods: Systematic review thoroughly revised to judicious interpretation using the GRADE assessment for the identification of elevated evidence of study designs published in the following electronic resources: Scielo, Sciencedirect, Epistemonikos, PubMed, Researchgate.Of the ten essays read methodically, 10% (n = 1/10) is my analysis, 10% (n = 1/10) is a systematic review, 50% (n = 5/10) are randomized controlled trials , 10% (n = 1/10) is quasiexperimental, 10% (n = 1/10) is Prospective Clinical Trial, 10% (n = 1/10) is cohort and is from the United States (40% ), Canada (30%), China (10%), England (10%) and Brazil (10%).Results: 40% (n = 4/10) indicate that electronic monitoring systems are not effective in improving compliance with hand hygiene in the health worker.60% (n = 6/10) indicates that electronic monitoring systems are effective to improve compliance of hand hygiene in the health worker Conclusion: Electronic monitoring systems are effective in improving hand hygiene compliance in nursing staff working in the sterilization center.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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