Static outliers for Fulham Cross Medical Centre

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 Fulham Cross Medical Centre is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Indacaterol maleate 5 Selective beta(2)-agonists 138 0.04 0.00 0.00 19.79
Tapentadol hydrochloride 39 Opioid analgesics 129 0.30 0.01 0.02 17.00
Balsalazide sodium 13 Aminosalicylates 25 0.52 0.02 0.03 14.91
Metformin hydrochloride/vildagliptin 30 Other antidiabetic drugs 249 0.12 0.00 0.01 13.86
Diclofenac sodium 6 Rubefacients, topical NSAIDS, capsaicin and poultice 55 0.11 0.00 0.01 10.10

Prescribing where Fulham Cross Medical Centre is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Carbimazole 0 Antithyroid drugs 2 0.00 0.93 0.11 -8.75
Colecalciferol 172 Vitamin D 205 0.84 0.96 0.02 -5.01
Accrete D3 tablets : 34
Colecalciferol 1,000unit tablets : 2
Pro D3 20,000unit capsules : 2
Calci-D 1000mg/1,000unit chewable tablets : 2
Colecalciferol 2,740units/ml oral drops sugar free : 1
Colecalciferol 1,000unit / Calcium carbonate 2.5g chew tab : 1
Pro D3 1,000unit capsules : 1
Fultium-D3 3,200unit capsules : 1
Fultium-D3 20,000unit capsules : 1
InVita D3 25,000units/1ml oral solution : 1
InVita D3 2,400units/ml oral drops : 1
InVita D3 400unit capsules : 1
Colecalciferol 20,000unit capsules : 4
Adcal-D3 750mg/200unit caplets : 4
Stexerol-D3 1,000unit tablets : 4
Calcichew D3 chewable tablets : 27
Colecalciferol 400unit / Calcium carbonate 1.5g chewable tab : 8
Fultium-D3 800unit capsules : 8
Colecalciferol 200unit / Calcium carbonate 750mg tablets : 3
Colecalciferol 800unit capsules : 12
Calcichew D3 Forte chewable tablets : 6
Adcal-D3 chewable tablets tutti frutti : 24
Colecalciferol 800unit tablets : 5
Stexerol-D3 25,000unit tablets : 19
Aspirin 88 Antiplatelet drugs 236 0.37 0.65 0.06 -4.63
Theophylline 0 Theophylline 20 0.00 0.83 0.25 -3.38
Quinine sulfate 2 Antimalarials 4 0.50 0.89 0.14 -2.78