opensafely / opensafely/pharmacy-first
Pharmacy First Dashboard Feedback
@viv3ckj is already working on this.
Since Nov 10, 2025.
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- Python
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Description
Feedback Summary
1. Description Section
- Mention COVID.
- Add purpose: clarify that the work was carried out as part of the NIHR-commissioned review of the rollout of Pharmacy First.
- In both the Description and Overview sections, explicitly mention NHS England.
2. Regional Coverage Notes
- Add a note in relevant tables/figures:
“Many regions have only partial coverage in OpenSAFELY-TPP, so results may not be representative of the entire region.”
3. Completeness Chart
- Consider using a y-axis limit smaller than 100% to improve readability.
- The second explanatory sentence could be removed for conciseness:
“Completeness of Pharmacy First consultations is summarised here by showing the proportion of consultations with a recorded medication, clinical condition, or both. This gives an indication of how complete consultations are captured in GP records over time.”
4. Clinical Conditions Breakdown
- Missing a “by” in the phrasing — should read:
“Pharmacy First consultations involving a clinical condition, as specified by NHS England, are shown here, broken down by sex.”
5. Medications Summary
- Amend text for accuracy — it now reflects top 10 medications, not split by whether or not included in the pharmacy first codelist.
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