Static outliers for East Hill & Abbey Fields 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 East Hill & Abbey Fields PCN is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Acarbose 121 Other antidiabetic drugs 3258 0.04 0.00 0.00 11.66
Fidaxomicin 1 Some other antibacterials 14 0.07 0.00 0.01 10.54
Baricitinib 2 Rheumatic disease suppressant drugs 708 0.00 0.00 0.00 8.25
Trientine dihydrochloride 2 Drugs used in metabolic disorders 2 1.00 0.02 0.13 7.29
Galantamine 146 Drugs for dementia 497 0.29 0.03 0.04 6.15

Prescribing where East Hill & Abbey Fields PCN is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Urea hydrogen peroxide 0 Removal of ear wax and other substances 1 0.00 0.83 0.26 -3.22
Colecalciferol 3530 Vitamin D 3817 0.92 0.97 0.01 -2.86
Colecalciferol 800unit capsules : 167
Colecalciferol 1,000unit tablets : 31
Colecalciferol 1,000unit capsules : 52
Colecalciferol 400unit capsules : 3
Colecalciferol 400unit / Calcium carbonate 1.5g tablets : 5
Colecalciferol 2,000units/ml oral drops sugar free : 2
Colecalciferol 200unit / Calcium carbonate 1.25g chew tab : 13
Colecalciferol 400unit / Calcium carbonate 1.25g chew tab : 110
Colecalciferol 440unit/Calcium carb 1.25g efferv gran sach : 12
Colecalciferol 400unit / Calcium carbonate 1.5g chewable tab : 635
Colecalciferol 400unit / Calcium carbonate 1.5g efferv tab : 35
Colecalciferol 400unit / Calcium carbonate 1.25g tablets : 6
Colecalciferol 200unit / Calcium carbonate 750mg tablets : 45
Colecalciferol 2,200unit tablets : 3
Colecalciferol 20,000unit tablets : 18
Colecalciferol 800unit tablets : 32
Colecalciferol 40,000unit capsules : 16
Colecalciferol 50,000unit tablets : 9
Colecalciferol 2,000unit tablets : 6
Colecalciferol 880unit / Calcium carbonate 2.5g chew tab : 34
Colecalciferol 800unit / Calcium carbonate 2.5g chewable tab : 11
Colecalciferol 10,000units/ml oral drops sugar free : 4
Colecalciferol 2,400units/ml oral drops sugar free : 1
Colecalciferol 20,000unit capsules : 46
Colecalciferol 1,000unit / Calcium carbonate 2.5g chew tab : 19
Colecalciferol 4,000unit tablets : 3
Colecalciferol 5,600unit capsules : 6
Colecalciferol 25,000unit capsules : 5
Colecalciferol 50,000unit capsules : 13
Colecalciferol 400units/ml oral drops sugar free : 1
Solgar Vitamin D3 600unit capsules : 4
Pro D3 400unit capsules : 3
Pro D3 1,000unit capsules : 7
Pro D3 20,000unit capsules : 16
Pro D3 800unit Vegan capsules : 3
Accrete D3 tablets : 11
Accrete D3 One a Day 1000mg/880unit chewable tablets : 1
Adcal-D3 chewable tablets tutti frutti : 647
Adcal-D3 Lemon chewable tablets : 174
Adcal-D3 Dissolve 1500mg/400unit effervescent tablets : 21
Adcal-D3 750mg/200unit caplets : 176
Calceos 500mg/400unit chewable tablets : 14
Calcichew D3 chewable tablets : 41
Calcichew D3 Forte chewable tablets : 40
Calcichew D3 500mg/400unit caplets : 2
Calcichew D3 1000mg/800unit Once Daily chewable tablets : 6
Natecal D3 600mg/400unit chewable tablets : 6
SunVit-D3 10,000unit tablets : 2
SunVit-D3 20,000unit tablets : 2
Fultium-D3 800unit capsules : 48
Fultium-D3 3,200unit capsules : 1
Fultium-D3 20,000unit capsules : 100
Fultium-D3 2,740units/ml oral drops : 1
Hux D3 20,000unit capsules : 56
Desunin 800unit tablets : 1
Evacal D3 1500mg/400unit chewable tablets : 11
InVita D3 25,000units/1ml oral solution : 1
InVita D3 2,400units/ml oral drops : 3
InVita D3 800unit capsules : 15
InVita D3 50,000unit capsules : 32
TheiCal-D3 1000mg/880unit chewable tablets : 567
Stexerol-D3 1,000unit tablets : 36
Thorens 10,000units/ml oral drops : 3
Calci-D 1000mg/1,000unit chewable tablets : 134
SunVit-D3 400unit with Calcium 600mg chew tab tutti frutti : 2
Cetirizine hydrochloride 287 Antihistamines 3076 0.09 0.28 0.08 -2.39
Fluconazole 53 Triazole antifungals 77 0.69 0.85 0.07 -2.36
Vitamin E 0 Vitamin E 2 0.00 0.73 0.33 -2.24