Static outliers for Dewsbury & Thornhill 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 Dewsbury & Thornhill PCN is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Ergotamine tartrate 3 Treatment of acute migraine 498 0.01 0.00 0.00 45.43
Saxagliptin/dapagliflozin 546 Other antidiabetic drugs 8854 0.06 0.00 0.00 29.75
Dicycloverine hydrochloride compound preparations 103 Antispasmodic and other drugs altering gut motility 1644 0.06 0.00 0.01 7.49
Magnesium citrate 1 Bowel cleansing preparations 1 1.00 0.03 0.13 7.19
Loprazolam mesilate 48 Hypnotics 2028 0.02 0.00 0.00 6.96

Prescribing where Dewsbury & Thornhill PCN is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Other amino acidandnutritional agent preparations 0 Amino acids and nutritional agents 12 0.00 0.96 0.17 -5.60
Cefalexin 144 Cephalosporins 186 0.77 0.96 0.06 -3.25
Prednisolone 1660 Use of corticosteroids 2113 0.79 0.88 0.03 -3.01
Azathioprine 221 Antiproliferative immunosuppressants 447 0.49 0.80 0.10 -3.00
Colecalciferol 8281 Vitamin D 8918 0.93 0.97 0.01 -2.59
Colecalciferol 800unit capsules : 285
Colecalciferol 1,000unit tablets : 283
Colecalciferol 1,000unit capsules : 81
Colecalciferol 400unit capsules : 6
Colecalciferol 400unit / Calcium carbonate 1.5g tablets : 1
Colecalciferol 2,000units/ml oral drops sugar free : 1
Colecalciferol 200unit / Calcium carbonate 1.25g chew tab : 39
Colecalciferol 400unit / Calcium carbonate 1.25g chew tab : 346
Colecalciferol 440unit/Calcium carb 1.25g efferv gran sach : 1
Colecalciferol 400unit / Calcium carbonate 1.5g chewable tab : 412
Colecalciferol 400unit / Calcium carbonate 1.5g efferv tab : 135
Colecalciferol 400unit / Calcium carbonate 1.25g tablets : 17
Colecalciferol 200unit / Calcium carbonate 750mg tablets : 396
Colecalciferol 10,000unit tablets : 1
Colecalciferol 20,000unit tablets : 18
Colecalciferol 800unit tablets : 302
Colecalciferol 50,000unit tablets : 2
Colecalciferol 2,000unit tablets : 2
Colecalciferol 3,200unit capsules : 2
Colecalciferol 25,000units/1ml soln ud amp sugar free : 13
Colecalciferol 25,000unit tablets : 1
Colecalciferol 800unit / Calcium carbonate 2.5g chewable tab : 29
Colecalciferol 2,400units/ml oral drops sugar free : 3
Colecalciferol 20,000unit capsules : 602
Colecalciferol 2,740units/ml oral drops sugar free : 1
Colecalciferol 50,000units/1ml soln ud amp sugar free : 3
Colecalciferol 1,000unit / Calcium carbonate 2.5g chew tab : 9
Colecalciferol 4,000unit capsules : 1
Colecalciferol 25,000unit capsules : 23
Colecalciferol 400unit tablets : 60
Colecalciferol 50,000unit capsules : 17
Colecalciferol 400units/ml oral drops sugar free : 5
Pro D3 1,000unit capsules : 7
Pro D3 10,000unit capsules : 2
Pro D3 2,000units/ml liquid : 5
Accrete D3 tablets : 121
Accrete D3 One a Day 1000mg/880unit chewable tablets : 10
Valupak Vitamin D3 1,000unit tablets : 87
Adcal-D3 chewable tablets tutti frutti : 1505
Adcal-D3 Lemon chewable tablets : 69
Adcal-D3 Dissolve 1500mg/400unit effervescent tablets : 53
Adcal-D3 750mg/200unit caplets : 1322
Cacit D3 effervescent granules sachets : 11
Calceos 500mg/400unit chewable tablets : 479
Calcichew D3 chewable tablets : 62
Calcichew D3 Forte chewable tablets : 227
Calcichew D3 500mg/400unit caplets : 8
Calcichew D3 1000mg/800unit Once Daily chewable tablets : 10
Calfovit D3 oral powder sachets : 4
SunVit-D3 1,000unit tablets : 1
SunVit-D3 10,000unit tablets : 5
SunVit-D3 20,000unit tablets : 17
SunVit-D3 2,000unit tablets : 3
SunVit-D3 3,000unit tablets : 2
Fultium-D3 800unit capsules : 116
Fultium-D3 3,200unit capsules : 4
Fultium-D3 20,000unit capsules : 14
Fultium-D3 2,740units/ml oral drops : 14
Pro D3 forte 3,000units/ml liquid : 1
Hux D3 20,000unit capsules : 465
Hux D3 3,200unit capsules : 50
Aciferol D3 20,000unit tablets : 1
Desunin 800unit tablets : 122
Evacal D3 1500mg/400unit chewable tablets : 5
InVita D3 25,000units/1ml oral solution : 80
InVita D3 2,400units/ml oral drops : 20
InVita D3 50,000units/1ml oral solution : 45
InVita D3 800unit capsules : 15
InVita D3 50,000unit capsules : 15
InVita D3 25,000unit capsules : 10
InVita D3 5,600unit capsules : 4
Stexerol-D3 1,000unit tablets : 14
Stexerol-D3 25,000unit tablets : 13
Thorens 10,000units/ml oral drops : 13
Thorens 25,000units/2.5ml oral solution : 135
Calci-D 1000mg/1,000unit chewable tablets : 17
Strivit-D3 20,000unit capsules : 1