Static outliers for Tolson Care Partnership PCN

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. 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.

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 using the BNF subparagraph as a denominator, for prescriptions dispensed between April 2021 and August 2021. We then calculate the mean and standard deviation for each numerator and denominator pair across all practices/CCGs/PCNs/STPs. From this we can calculate the “z-score”, which is a measure of how many standard deviations a given practice/CCG/PCN/STP is from the population mean. We then rank your “z-scores” to find the top 5 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.

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. Our full analytical method code is openly available on GitHub here.

The DataLab is keen to hear your feedback on the results. You can do this by completing the following survey or emailing us at ebmdatalab@phc.ox.ac.uk. Please DO NOT INCLUDE IDENTIFIABLE PATIENT information in your feedback. All feedback is helpful, you can send short or detailed feedback.

Prescribing where Tolson Care Partnership PCN is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Low protein risotto 2 Foods for special diets 461 0.00 0.00 0.00 8.97
Apomorphine hydrochloride hemihydrate 10 Dopaminergic drugs used in parkinsonism 1164 0.01 0.00 0.00 8.36
Diazoxide 23 Treatment of hypoglycaemia 153 0.15 0.01 0.02 6.65
Vigabatrin 40 Control of epilepsy 11657 0.00 0.00 0.00 4.88
Prednisolone sodium phosphate 43 Corticosteroids 130 0.33 0.07 0.06 4.28

Prescribing where Tolson Care Partnership PCN is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Amitriptyline hydrochloride 3871 Tricyclic and related antidepressant drugs 5483 0.71 0.84 0.05 -2.49
Sulfasalazine 62 Aminosalicylates 543 0.11 0.34 0.09 -2.41
Tiotropium bromide 448 Antimuscarinic bronchodilators 1069 0.42 0.71 0.15 -1.96
Prucalopride 17 Other drugs used in constipation 42 0.40 0.73 0.19 -1.73
Latanoprost 349 Treatment of glaucoma 1825 0.19 0.31 0.07 -1.72