Static outliers for Brent West Kwh 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 Brent West Kwh PCN is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Iloprost 1 Vasodilator antihypertensive drugs 79 0.01 0.0 0.00 95.71
Moxisylyte hydorchloride 2 Peripheral vasodilators and related drugs 4 0.50 0.0 0.02 30.77
Vigabatrin 28 Control of epilepsy 4544 0.01 0.0 0.00 9.30
Saxagliptin/metformin 102 Other antidiabetic drugs 7688 0.01 0.0 0.00 7.78
Propamidine isetionate 3 Antibacterials 150 0.02 0.0 0.00 6.72

Prescribing where Brent West Kwh PCN is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Trimethoprim 104 Sulfonamides and trimethoprim 166 0.63 0.87 0.07 -3.62
Desogestrel 251 Oral progestogen-only contraceptives 297 0.85 0.94 0.03 -3.60
Fluconazole 40 Triazole antifungals 62 0.65 0.85 0.07 -3.00
Colecalciferol 8102 Vitamin D 8748 0.93 0.97 0.01 -2.76
Colecalciferol 3,000unit tablets : 3
Colecalciferol 800unit capsules : 156
Colecalciferol 1,000unit tablets : 98
Colecalciferol 1,000unit capsules : 20
Colecalciferol 400unit capsules : 6
Colecalciferol 400unit / Calcium carbonate 1.5g tablets : 14
Colecalciferol 2,000units/ml oral drops sugar free : 14
Colecalciferol 200unit / Calcium carbonate 1.25g chew tab : 38
Colecalciferol 400unit / Calcium carbonate 1.25g chew tab : 458
Colecalciferol 400unit / Calcium carbonate 1.5g chewable tab : 737
Colecalciferol 800unit/Calcium phosphate 3.1g oral pdr sach : 11
Colecalciferol 400unit / Calcium carbonate 1.5g efferv tab : 68
Colecalciferol 200unit / Calcium carbonate 750mg tablets : 106
Colecalciferol 10,000unit tablets : 1
Colecalciferol 20,000unit tablets : 8
Colecalciferol 800unit tablets : 36
Colecalciferol 40,000unit capsules : 3
Colecalciferol 2,000unit tablets : 8
Colecalciferol 3,200unit capsules : 4
Colecalciferol 25,000units/1ml soln ud amp sugar free : 3
Colecalciferol 880unit / Calcium carbonate 2.5g chew tab : 26
Colecalciferol 25,000unit tablets : 18
Colecalciferol 800unit / Calcium carbonate 2.5g chewable tab : 5
Colecalciferol 10,000units/ml oral drops sugar free : 3
Colecalciferol 20,000unit capsules : 27
Colecalciferol 50,000units/1ml soln ud amp sugar free : 1
Colecalciferol 2,200unit capsules : 5
Colecalciferol 5,000unit capsules : 6
Colecalciferol 1,000unit / Calcium carbonate 2.5g chew tab : 1
Colecalciferol 4,000unit tablets : 2
Colecalciferol 25,000unit capsules : 1
Colecalciferol 400unit tablets : 7
Colecalciferol 15,000units/5ml oral solution sugar free : 1
Colecalciferol 50,000unit capsules : 4
Colecalciferol 200units/drop oral drops : 2
Solgar Vitamin D3 2,200unit capsules : 10
Solgar Vitamin D3 600unit capsules : 1
Solgar Vitamin D3 1,000unit tablets : 26
Solgar Vitamin D3 1,000unit capsules : 53
BabyD 1,000units/ml oral solution : 7
Pro D3 1,000unit capsules : 5
Pro D3 2,000units/ml liquid drops : 2
Pro D3 800unit capsules : 2
Lamberts Vitamin D3 400unit tablets : 1
Accrete D3 tablets : 654
Accrete D3 One a Day 1000mg/880unit chewable tablets : 5
Valupak Vitamin D3 1,000unit tablets : 923
Valupak Vitamin D3 1,000unit capsules : 5
Adcal-D3 chewable tablets tutti frutti : 573
Adcal-D3 Lemon chewable tablets : 59
Adcal-D3 Dissolve 1500mg/400unit effervescent tablets : 24
Adcal-D3 750mg/200unit caplets : 259
Calceos 500mg/400unit chewable tablets : 404
Calcichew D3 chewable tablets : 38
Calcichew D3 Forte chewable tablets : 52
Calcichew D3 1000mg/800unit Once Daily chewable tablets : 6
Natecal D3 600mg/400unit chewable tablets : 13
SunVit-D3 1,000unit tablets : 23
SunVit-D3 10,000unit tablets : 39
SunVit-D3 2,000unit tablets : 3
SunVit-D3 3,000unit tablets : 1
SunVit-D3 2,000units/ml oral drops : 3
SunVit-D3 400unit tablets : 26
SunVit-D3 800unit tablets : 34
SunVit-D3 400unit capsules : 2
SunVit-D3 2,200unit capsules : 23
SunVit-D3 10,000unit capsules : 2
SunVit-D3 15,000units/5ml oral solution : 7
SunVit-D3 3,000units/ml oral solution : 2
SunVit-D3 25,000unit tablets : 1
SunVit-D3 1,000unit Vegan tablets : 1
SunVit-D3 1,000unit capsules : 4
Fultium-D3 800unit capsules : 1050
Fultium-D3 3,200unit capsules : 12
Fultium-D3 20,000unit capsules : 526
Fultium-D3 2,740units/ml oral drops : 8
Pro D3 forte 3,000units/ml liquid : 4
Bio-Vitamin D3 800unit capsules : 2
Bio-Vitamin D3 1,000unit capsules : 1
Hux D3 20,000unit capsules : 159
Desunin 800unit tablets : 73
Plenachol D3 20,000unit capsules : 27
Plenachol D3 40,000unit capsules : 5
OsteoCaps D3 1,000unit capsules : 2
Evacal D3 1500mg/400unit chewable tablets : 250
HealthAid Vitamin D3 200units/drop oral drops : 6
Vitamin D3 Lemon Melts 2,000unit tablets : 1
Kora LiquiD 3000units/ml oral solution : 1
InVita D3 25,000units/1ml oral solution : 7
InVita D3 2,400units/ml oral drops : 1
InVita D3 50,000units/1ml oral solution : 6
InVita D3 800unit capsules : 123
InVita D3 400unit capsules : 2
InVita D3 50,000unit capsules : 4
InVita D3 25,000unit capsules : 3
Stexerol-D3 1,000unit tablets : 266
Stexerol-D3 25,000unit tablets : 202
Thorens 10,000units/ml oral drops : 15
Thorens 25,000units/2.5ml oral solution : 7
Calci-D 1000mg/1,000unit chewable tablets : 129
Strivit-D3 800unit capsules : 12
SunVit-D3 400unit with Calcium 500mg chewable tablets : 4
Quinine sulfate 331 Antimalarials 483 0.69 0.89 0.08 -2.68