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Prototype Prescribing Outlier Dashboard for Churchtown Medical Centre

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 Churchtown Medical Centre is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Aceclofenac 82 Non-steroidal anti-inflammatory drugs 1,376 0.06 0.00 0.00 24.55
Ketamine hydrochloride 8 Drugs used in nausea and vertigo 919 0.01 0.00 0.00 7.33
Clomipramine hydrochloride 282 Tricyclic and related antidepressant drugs 2,247 0.13 0.01 0.02 7.26
Atomoxetine hydrochloride 130 CNS Stimulants and drugs used for ADHD 158 0.82 0.08 0.11 6.80
Irbesartan 1,651 Angiotensin-II receptor antagonists 3,415 0.48 0.09 0.08 4.85
Perindopril erbumine 4,267 Angiotensin-converting enzyme inhibitors 8,067 0.53 0.09 0.10 4.51
Sulpiride 154 Antipsychotic drugs 2,071 0.07 0.01 0.01 4.49
Vancomycin hydrochloride 7 Some other antibacterials 11 0.64 0.05 0.13 4.40
Bromocriptine 10 Bromocriptine and other dopaminergic drugs 10 1.00 0.10 0.23 3.87
Saxagliptin/metformin 15 Other antidiabetic drugs 1,263 0.01 0.00 0.00 3.76

Prescribing where Churchtown Medical Centre is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Cabergoline 0 Bromocriptine and other dopaminergic drugs 10 0.00 0.86 0.27 -3.17
    Methylphenidate hydrochloride 15 CNS Stimulants and drugs used for ADHD 158 0.09 0.65 0.20 -2.72
    Mercaptopurine 0 Antimetabolites 2 0.00 0.80 0.35 -2.32
      Ramipril 2,961 Angiotensin-converting enzyme inhibitors 8,067 0.37 0.69 0.17 -1.97
      Fluconazole 44 Triazole antifungals 74 0.59 0.85 0.13 -1.93
      Amlodipine 5,563 Calcium-channel blockers 10,293 0.54 0.76 0.11 -1.91
      Zinc sulfate monohydrate 0 Zinc 5 0.00 0.74 0.39 -1.90
        Macrogol 3350 1,072 Osmotic laxatives 2,031 0.53 0.71 0.10 -1.85
        Latanoprost 252 Treatment of glaucoma 1,576 0.16 0.31 0.08 -1.80
        Spironolactone 237 Potassium-sparing diuretics and aldosterone antagonists 501 0.47 0.72 0.14 -1.79