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| 1 | +--- |
| 2 | +title: Clinical Voices – what we learned from feedback on DES cohorting ideas |
| 3 | +description: The clinical feedback gathered on our DES cohorting ideas |
| 4 | +date: 2025-10-24 |
| 5 | +author: Chloe Eaborn |
| 6 | +tags: |
| 7 | + - discovery |
| 8 | + - cohort manager diabetic eye screening |
| 9 | +--- |
| 10 | + |
| 11 | +To ensure our proposed ideas were clinically sound and grounded in real-world practice, we engaged clinicians across several feedback sessions. These conversations helped validate our thinking, challenge assumptions, and surface new considerations for future scope discussions. |
| 12 | + |
| 13 | +We focused on three key areas: |
| 14 | +1. Validating cohorts using a second data source |
| 15 | +2. Reducing the burden of SNOMED code selection |
| 16 | +3. Defining the scope of a DES or diabetes wide repository |
| 17 | + |
| 18 | +## Key Themes from Clinical Feedback: |
| 19 | +### Cohort Validation |
| 20 | +- Type 1 diabetes patients were seen as easier to validate – clinicians noted that insulin prescriptions are a reliable indicator, making pharmacy data a strong secondary source. |
| 21 | +- Type 2 diabetes and HbA1c patients posed more challenges, with cohort accuracy issues often stemming from inconsistent coding. |
| 22 | +The 9 care processes were viewed as a good source of validation, though not without limitations. |
| 23 | +- Emerging data sources like Digital Health Checks and the Health Information Exchange (HIE) were highlighted as promising future assets. |
| 24 | +Clinicians questioned whether a “true” secondary source exists, noting that most rely on GP coding, which can be inconsistent or incomplete. |
| 25 | + |
| 26 | +### SNOMED Code Complexity |
| 27 | +- GPs currently use thousands of SNOMED codes, often without clear guidance. Many patients have 50+ codes, while those with only one or two are harder to assess. |
| 28 | +- A definitive DES SNOMED code was seen as valuable, especially for marking attendance, outcomes, and missed appointments (DNAs). |
| 29 | +- However, clinicians noted that unless GPs are financially incentivised, uptake of a new code would be limited, especially since they are paid to complete the 8 care processes, not DES-specific coding. |
| 30 | +- The historic context of codes (e.g. when they were applied) was seen as important for assigning confidence levels. |
| 31 | +- Concerns were raised about non-clinical staff coding and the lack of standardisation across practices, which contributes to inconsistencies. |
| 32 | + |
| 33 | +### Repository Scope and Integration |
| 34 | +- There was strong support for a centralised DES repository, with potential to expand to broader diabetes care. |
| 35 | +- Clinicians emphasised the need for better integration between DES and wider diabetes management, noting that screening currently operates in a silo. |
| 36 | +- The transition away from QOF reporting reduced GP engagement, particularly around managing inactive patients. |
| 37 | +- A national decision was recommended for handling non-active patients who haven’t attended their GP in over five years. |
| 38 | +- The date of diagnosis was flagged as a critical data point for understanding patient history and interpreting recent results. |
| 39 | + |
| 40 | +## Additional Insights |
| 41 | +- HbA1c levels were seen as useful for identifying high-risk patients and understanding engagement. |
| 42 | +- There was a call for more specific patient information, including pregnancy status, language needs, and accessibility requirements. |
| 43 | +- Clinicians suggested sending GPs a confirmation link to verify diabetes status for borderline cases. |
| 44 | +- The London Care Record (based on HIE) was mentioned as a model for enabling read-only access to patient data across health organisations. |
| 45 | + |
| 46 | +## How It Informed Our Next Steps |
| 47 | +- We are refining our MVP scope based on clinical insight, programme objectives, and commercial and contractual dependencies. |
| 48 | +- We’re assessing the feasibility of a feedback loop that enables bi-directional data flow between DESPs and GPs, supporting better cohort accuracy and care coordination. |
| 49 | +- We’re considering how clearer guidance and standardisation could support improved coding practices at the GP level, reducing variation and enhancing data quality. |
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