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Prototype Prescribing Outlier Dashboard for Kintbury & Woolton Hill 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 Kintbury & Woolton Hill Surgery is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Fluorescein sodium 1 Ocular diagnostic & peri-operative prepn & photodynamic tt 1 1.00 0.00 0.04 27.34
Heparin sodium 4 Parenteral anticoagulants 20 0.20 0.00 0.01 25.84
Co-danthramer (Dantron/poloxamer 188) 6 Stimulant laxatives 247 0.02 0.00 0.00 18.45
Doxycycline hyclate 6 Drugs for oral ulceration and inflammation 28 0.21 0.00 0.02 12.99
Diclofenac potassium 16 Non-steroidal anti-inflammatory drugs 1,104 0.01 0.00 0.00 4.15
Empagliflozin 400 Other antidiabetic drugs 846 0.47 0.15 0.10 3.26
Glucose 22 Foods for special diets 43 0.51 0.09 0.14 3.00
Brivaracetam 24 Control of epilepsy 1,831 0.01 0.00 0.00 2.98
Bupropion hydrochloride 15 Nicotine dependence 17 0.88 0.16 0.25 2.87
Liothyronine sodium 36 Thyroid hormones 4,297 0.01 0.00 0.00 2.46

Prescribing where Kintbury & Woolton Hill Surgery is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Doxycycline hyclate 124 Tetracyclines 347 0.36 0.70 0.12 -2.71
Levothyroxine sodium 4,261 Thyroid hormones 4,297 0.99 1.00 0.00 -2.38
Co-codamol (Codeine phosphate/paracetamol) 226 Non-opioid analgesics and compound preparations 1,619 0.14 0.45 0.15 -2.03
Atropine sulfate 0 Mydriatics and cycloplegics 4 0.00 0.72 0.37 -1.93
    Benzoyl peroxide and clindamycin phosphate 15 Topical preparations for acne 125 0.12 0.38 0.13 -1.90
    Fluoxetine hydrochloride 307 Selective serotonin re-uptake inhibitors 4,442 0.07 0.16 0.05 -1.75
    Mercaptopurine 2 Antimetabolites 10 0.20 0.80 0.35 -1.74
    Oral rehydration salts 2 Oral sodium and water 10 0.20 0.71 0.29 -1.74
    Estradiol with progestogen 175 Oestrogens and Hormone Replacement Therapy 899 0.19 0.39 0.12 -1.65
    Nicotine 2 Nicotine dependence 17 0.12 0.65 0.33 -1.60