Pulse oximetry knowledge and its effects on clinical practice
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
AIM: to explore literature pertaining to registered nurses' and/or doctors' knowledge in relation to the pulse oximetry in clinical practice. BACKGROUND: pulse oximeters provide non-invasive readings of both pulse rate and peripheral oxygen saturation, leading to quick identification of potential/actual problems. Because of this, clinicians, like nurses, may become too dependent on it, neglecting other aspects of the holistic assessment process. METHODS: a literature search was carried out between 1980 and 2006, with much of the data skewed towards 1994-2006. As the central focus was to be on pulse oximetry knowledge of nurses and/or doctors, articles included had to contain a central theme addressing this. Other criteria for inclusion were links between pulse oximetry and knowledge in clinical practice, nurses and/or doctors as participants in studies addressing this, as well as the clinical competency in relation to the device. CONCLUSION: improving knowledge may not necessarily be the answer in improving clinical competency. Future research will need to be carried out to measure the connection between knowledge and competency and to use that as a basis for education and training.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.002 |
| 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