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Prototype Prescribing Outlier Dashboard for St. Bartholomews Surgery

At OpenPrescribing we are piloting a number of data-driven approaches to identify unusual prescribing and collect feedback on this prescribing to inform development of new tools to support prescribers and organisations to audit and review prescribing. These pilot results are provided for the interest of advanced users, although we don't know how relevant they are in practice. There is substantial variation in prescribing behaviours, across various different areas of medicine. Some variation can be explained by demographic changes, or local policies or guidelines, but much of the remaining variation is less easy to explain.

The DataLab is keen to hear your feedback on the results. You can do this by completing the following survey or emailing us at [email protected]. Please DO NOT INCLUDE IDENTIFIABLE PATIENT information in your feedback. All feedback is helpful, you can send short or detailed feedback.

This report has been developed to automatically identify prescribing patterns at a chemical level which are furthest away from “typical prescribing” and can be classified as an “outlier”. We calculate the number of prescriptions for each chemical in the BNF coding system, the count of all prescriptions within that chemical's BNF subparagraph, for prescriptions dispensed between June 2021 and December 2021. We then calculate the ratio of these counts along with the mean and standard deviation of those ratios across all Practices. From this we can calculate the “z-score”, which is a measure of how many standard deviations a given Practice is from the population mean. We then rank your “z-scores” to find the top 10 results where prescribing is an outlier for prescribing higher than its peers and those where it is an outlier for prescribing lower than its peers.

For each outlier chemical, a kernel density estimation plot of all Practice's chemical:subparagraph ratios is provided, with this Practice's ratio overlaid in red.

It is important to remember that this information was generated automatically and it is therefore likely that some of the behaviour is warranted. This report seeks only to collect information about where this variation may be warranted and where it might not, to inform research on this topic. Our full analytical method code is openly available on GitHub here.

This is a new, experimental feature. We'd love to .

Prescribing where St. Bartholomews Surgery is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Deferasirox 2 Hypoplastic/haemolytic and renal anaemias 2 1.00 0.02 0.13 7.52
Metformin hydrochloride/sitagliptin 686 Other antidiabetic drugs 3,403 0.20 0.01 0.03 7.32
Heparin flushes 3 Parenteral anticoagulants 4 0.75 0.04 0.12 5.72
Betamethasone sodium phosphate 18 Use of corticosteroids 305 0.06 0.01 0.01 5.65
Olmesartan medoxomil/amlodipine/hydrochlorothiazide 40 Angiotensin-II receptor antagonists 2,790 0.01 0.00 0.00 4.78
Wool alcohols 38 Emollients 969 0.04 0.00 0.01 4.73
Estradiol and estriol with progestogen 2 Oestrogens and Hormone Replacement Therapy 83 0.02 0.00 0.01 4.11
Duloxetine hydrochloride 391 Other antidepressant drugs 875 0.45 0.15 0.07 3.94
Amantadine hydrochloride 13 Dopaminergic drugs used in parkinsonism 73 0.18 0.03 0.04 3.64
Sodium valproate 390 Control of epilepsy 1,822 0.21 0.08 0.04 3.58

Prescribing where St. Bartholomews Surgery is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Other emollient preparations 655 Emollients 969 0.68 0.89 0.07 -3.14
Sertraline hydrochloride 370 Selective serotonin re-uptake inhibitors 1,607 0.23 0.46 0.09 -2.63
Estradiol 13 Oestrogens and Hormone Replacement Therapy 83 0.16 0.47 0.14 -2.25
Co-amilofruse (Amiloride hydrochloride/frusemide) 0 Potassium sparing diuretics and compounds 3 0.00 0.69 0.33 -2.10
    Emollient bath and shower preparations 46 Emollient bath and shower preparations 223 0.21 0.63 0.21 -2.00
    Omeprazole 1,121 Proton pump inhibitors 6,269 0.18 0.50 0.16 -1.97
    Fluconazole 16 Triazole antifungals 27 0.59 0.85 0.13 -1.94
    Oxybutynin 6 Drugs for urinary frequency enuresis and incontinence 780 0.01 0.18 0.09 -1.92
    Memantine hydrochloride 14 Drugs for dementia 252 0.06 0.38 0.18 -1.82
    Co-cyprindiol (Cyprote acetate/ethinylestradiol) 3 Oral preparations for acne 4 0.75 0.98 0.13 -1.80