MétaCan
Menu
Back to cohort

Standardized colour coding for syringe drug labels: a National Survey

2002· article· en· W2077482844 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAnaesthesia · 2002
Typearticle
Languageen
FieldHealth Professions
TopicPatient Safety and Medication Errors
Canadian institutionsnot available
Fundersnot available
KeywordsSyringeMedicineCoding (social sciences)DrugFeelingFamily medicineMedical educationPharmacologyPsychiatryPsychologySocial psychology

Abstract

fetched live from OpenAlex

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.097
Threshold uncertainty score0.592

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.208
GPT teacher head0.428
Teacher spread0.221 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it