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Prototype Prescribing Outlier Dashboard for Trinity Medical Centre

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. These pilot results are provided for the interest of advanced users, although we don't know how relevant they are in practice. 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.

The DataLab is keen to hear your feedback on the results. You can do this by completing the following survey or emailing us at [email protected]. Please DO NOT INCLUDE IDENTIFIABLE PATIENT information in your feedback. All feedback is helpful, you can send short or detailed feedback.

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, the count of all prescriptions within that chemical's BNF subparagraph, for prescriptions dispensed between June 2021 and December 2021. We then calculate the ratio of these counts along with the mean and standard deviation of those ratios across all Practices. From this we can calculate the “z-score”, which is a measure of how many standard deviations a given Practice is from the population mean. We then rank your “z-scores” to find the top 10 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.

For each outlier chemical, a kernel density estimation plot of all Practice's chemical:subparagraph ratios is provided, with this Practice's ratio overlaid in red.

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, to inform research on this topic. Our full analytical method code is openly available on GitHub here.

This is a new, experimental feature. We'd love to .

Prescribing where Trinity Medical Centre is higher than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Sodium citrate 3 Antacids and simeticone 5 0.60 0.00 0.01 68.39
Calcium polystyrene sulfonate 5 Oral potassium 9 0.56 0.01 0.07 7.63
Posaconazole 4 Triazole antifungals 97 0.04 0.00 0.01 6.46
Telmisartan with diuretic 60 Angiotensin-II receptor antagonists 2,841 0.02 0.00 0.00 5.02
Flupentixol hydrochloride 229 Antipsychotic drugs 5,227 0.04 0.00 0.01 4.92
Ceftriaxone sodium 3 Cephalosporins 91 0.03 0.00 0.01 4.81
Doxycycline hyclate 4 Drugs for oral ulceration and inflammation 57 0.07 0.00 0.02 4.15
Diamorphine hydrochloride (Systemic) 21 Opioid analgesics 3,176 0.01 0.00 0.00 3.32
Ciprofibrate 24 Lipid-regulating drugs 11,411 0.00 0.00 0.00 2.84
Liquid paraffin 17 Tear deficiency, eye lubricant/astringent 398 0.04 0.01 0.01 2.74

Prescribing where Trinity Medical Centre is lower than most

BNF Chemical Chemical Items BNF Subparagraph Subparagraph Items Ratio Mean std Z_Score Plots
Potassium chloride 2 Oral potassium 9 0.22 0.96 0.14 -5.31
Urea hydrogen peroxide 0 Removal of ear wax and other substances 9 0.00 0.83 0.33 -2.52
    Medroxyprogesterone acetate 42 Parenteral progestogen-only contraceptives 74 0.57 0.88 0.15 -2.05
    Other multivitamin preparations 367 Multivitamin preparations 770 0.48 0.82 0.21 -1.67
    Co-amilofruse (Amiloride hydrochloride/frusemide) 7 Potassium sparing diuretics and compounds 37 0.19 0.69 0.33 -1.52
    Oral rehydration salts 15 Oral sodium and water 55 0.27 0.71 0.29 -1.49
    Tramadol hydrochloride 427 Opioid analgesics 3,176 0.13 0.27 0.09 -1.47
    Umeclidinium bromide/vilanterol 14 Compound bronchodilator preparations 206 0.07 0.50 0.30 -1.46
    Salicylic acid 4 Preparations for warts and calluses 17 0.24 0.67 0.31 -1.41
    Zopiclone 1,419 Hypnotics 3,458 0.41 0.60 0.14 -1.39