Standardized colour coding for syringe drug labels: a National Survey
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
A standardised colour code for user-applied syringe labels for anaesthetic drugs exists in the USA, Australia, New Zealand and Canada. In the UK, there is none. Consequently, an assortment of colour codes for syringe labels is available in the UK. We conducted a postal survey of the 285 College Tutors of the Royal College of Anaesthetists to establish their local syringe drug labelling system and their views on a national, standardised colour code. We found that that 96% of departments currently use coloured syringe drug labels. Of these, 98% use the 'Medilabel' scheme. The College Tutors felt that a standardised colour code for labels is required (94%), that the Association of Anaesthetists or the Royal College of Anaesthetists should be involved in the choice of scheme (76%) and that the scheme chosen should be international (65%). There was a majority feeling that the opinions expressed were representative of other members of the College Tutors' departments. We conclude that a national standard for drug labels is required and that a choice will have to be made between the 'international' scheme and the currently dominant Medilabel scheme.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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 it