Static outliers for Croydon Gp Super Network 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 Croydon Gp Super Network PCN is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Methylnaltrexone bromide 1 Peripheral opioid-receptor antagonists 1 1.00 0.00 0.07 14.90
Oxitriptan 2 Other antidepressant drugs 7040 0.00 0.00 0.00 10.53
Doxepin hydrochloride 16 Topical local anaesthetics and antipruritics 90 0.18 0.01 0.03 6.18
Iron and folic acid 56 Oral iron 3347 0.02 0.00 0.00 5.31
Moxifloxacin 22 Quinolones 204 0.11 0.01 0.02 5.13

Prescribing where Croydon Gp Super Network PCN is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Naloxegol 0 Peripheral opioid-receptor antagonists 1 0.00 0.98 0.12 -8.16
Colecalciferol 9839 Vitamin D 10704 0.92 0.97 0.01 -3.26
Colecalciferol 3,000unit tablets : 3
Colecalciferol 800unit capsules : 833
Colecalciferol 600unit capsules : 2
Colecalciferol 1,000unit tablets : 208
Colecalciferol 1,000unit capsules : 219
Colecalciferol 400unit capsules : 46
Colecalciferol 400unit / Calcium carbonate 1.5g tablets : 59
Colecalciferol 2,000units/ml oral drops sugar free : 8
Colecalciferol 200unit / Calcium carbonate 1.25g chew tab : 244
Colecalciferol 400unit / Calcium carbonate 1.25g chew tab : 364
Colecalciferol 440unit/Calcium carb 1.25g efferv gran sach : 22
Colecalciferol 400unit / Calcium carbonate 1.5g chewable tab : 3742
Colecalciferol 400unit / Calcium carbonate 1.5g efferv tab : 242
Colecalciferol 200unit / Calcium carbonate 750mg tablets : 457
Colecalciferol 5,000unit tablets : 1
Colecalciferol 10,000unit tablets : 1
Colecalciferol 20,000unit tablets : 16
Colecalciferol 800unit tablets : 303
Colecalciferol 40,000unit capsules : 2
Colecalciferol 2,000unit tablets : 43
Colecalciferol 3,200unit capsules : 18
Colecalciferol 880unit / Calcium carbonate 2.5g chew tab : 5
Colecalciferol 25,000unit tablets : 6
Colecalciferol 800unit / Calcium carbonate 2.5g chewable tab : 2
Colecalciferol 10,000units/ml oral drops sugar free : 14
Colecalciferol 10,000units/ml oral solution sugar free : 2
Colecalciferol 2,400units/ml oral drops sugar free : 1
Colecalciferol 20,000unit capsules : 291
Colecalciferol 15,000units/5ml oral solution : 1
Colecalciferol 5,000unit capsules : 1
Colecalciferol 4,000unit tablets : 3
Colecalciferol 400unit tablets : 10
Colecalciferol 15,000units/5ml oral solution sugar free : 4
Colecalciferol 400units/ml oral drops sugar free : 2
Colecalciferol 200units/drop oral drops : 3
BabyD 1,000units/ml oral solution : 1
Pro D3 1,000unit capsules : 4
Pro D3 10,000unit capsules : 2
Pro D3 2,000units/ml liquid : 2
Accrete D3 tablets : 9
Accrete D3 One a Day 1000mg/880unit chewable tablets : 5
Valupak Vitamin D3 1,000unit tablets : 8
Valupak Vitamin D3 1,000unit capsules : 2
Adcal-D3 chewable tablets tutti frutti : 1036
Adcal-D3 Lemon chewable tablets : 134
Adcal-D3 Dissolve 1500mg/400unit effervescent tablets : 71
Adcal-D3 750mg/200unit caplets : 470
Cacit D3 effervescent granules sachets : 3
Calceos 500mg/400unit chewable tablets : 2
Calcichew D3 chewable tablets : 155
Calcichew D3 Forte chewable tablets : 127
Calcichew D3 1000mg/800unit Once Daily chewable tablets : 6
Calfovit D3 oral powder sachets : 2
Natecal D3 600mg/400unit chewable tablets : 2
SunVit-D3 1,000unit tablets : 1
SunVit-D3 20,000unit tablets : 2
SunVit-D3 2,000units/ml oral drops : 1
SunVit-D3 800unit tablets : 19
SunVit-D3 10,000unit capsules : 2
SunVit-D3 40,000unit capsules : 4
SunVit-D3 1,000unit capsules : 10
Fultium-D3 800unit capsules : 86
Fultium-D3 3,200unit capsules : 4
Fultium-D3 20,000unit capsules : 1
Fultium-D3 2,740units/ml oral drops : 4
Bio-Vitamin D3 1,000unit capsules : 2
Hux D3 20,000unit capsules : 117
Aciferol D3 3,000units/ml liquid : 2
Desunin 800unit tablets : 28
Plenachol D3 20,000unit capsules : 21
Plenachol D3 40,000unit capsules : 44
OsteoCaps D3 1,000unit capsules : 9
Evacal D3 1500mg/400unit chewable tablets : 2
Kora LiquiD 3000units/ml oral solution : 1
InVita D3 400unit capsules : 1
TheiCal-D3 1000mg/880unit chewable tablets : 14
Stexerol-D3 1,000unit tablets : 186
Stexerol-D3 25,000unit tablets : 47
Thorens 10,000units/ml oral drops : 9
Calci-D 1000mg/1,000unit chewable tablets : 3
Desogestrel 780 Oral progestogen-only contraceptives 911 0.86 0.94 0.03 -3.18
Methotrexate 710 Rheumatic disease suppressant drugs 2088 0.34 0.59 0.11 -2.29
Pizotifen malate 122 Prophylaxis of migraine 327 0.37 0.65 0.13 -2.13