{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,24]],"date-time":"2025-12-24T06:25:07Z","timestamp":1766557507427,"version":"3.37.3"},"reference-count":56,"publisher":"Oxford University Press (OUP)","issue":"1","license":[{"start":{"date-parts":[[2021,12,28]],"date-time":"2021-12-28T00:00:00Z","timestamp":1640649600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,1,7]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:sec>\n                  <jats:title>Objectives<\/jats:title>\n                  <jats:p>To determine the prescribing patterns and identify potentially inappropriate prescribing practices among general practitioners in the private primary care sector by analysing a large electronic health insurance claims database.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Methods<\/jats:title>\n                  <jats:p>Medical claims records from February 2019 to February 2020 were extracted from a health insurance claims database. Data cleaning and data analysis were performed using Python 3.7 with the Pandas, NumPy and Matplotlib libraries. The top five most common diagnoses were identified, and for each diagnosis, the most common medication classes and medications prescribed were quantified. Potentially inappropriate prescribing practices were identified by comparing the medications prescribed with relevant clinical guidelines.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Key findings<\/jats:title>\n                  <jats:p>The five most common diagnoses were upper respiratory tract infection (41.5%), diarrhoea (7.7%), musculoskeletal pain (7.6%), headache (6.7%) and gastritis (4.0%). Medications prescribed by general practitioners were largely as expected for symptomatic management of the respective conditions. One area of potentially inappropriate prescribing identified was inappropriate antibiotic choice. Same-class polypharmacy that may lead to an increased risk of adverse events were also identified, primarily involving multiple paracetamol-containing products, non-steroidal anti-inflammatory drugs (NSAIDs), and antihistamines. Other areas of non-adherence to guidelines identified included the potential overuse of oral corticosteroids and oral salbutamol, and inappropriate gastroprotection for patients receiving NSAIDs.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Conclusions<\/jats:title>\n                  <jats:p>While prescribing practices are generally appropriate within the private primary care sector, there remain several areas where some potentially inappropriate prescribing occurs. The areas identified should be the focus in continuing efforts to improve prescribing practices to obtain the optimal clinical outcomes while reducing unnecessary risks and healthcare costs.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1093\/ijpp\/riab075","type":"journal-article","created":{"date-parts":[[2021,11,22]],"date-time":"2021-11-22T12:08:19Z","timestamp":1637582899000},"page":"59-66","source":"Crossref","is-referenced-by-count":2,"title":["An exploratory analysis of general practitioner prescribing patterns in Malaysia using a health insurance claims database"],"prefix":"10.1093","volume":"30","author":[{"given":"Wen Sing","family":"Su","sequence":"first","affiliation":[{"name":"School of Pharmacy, Faculty of Health and Medical Sciences, Taylor\u2019s University, Selangor, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chun Mun","family":"Thum","sequence":"additional","affiliation":[{"name":"HealthMetrics, Selangor, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6976-3282","authenticated-orcid":false,"given":"Jason S E","family":"Loo","sequence":"additional","affiliation":[{"name":"School of Pharmacy, Faculty of Health and Medical Sciences, Taylor\u2019s University, Selangor, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2021,12,28]]},"reference":[{"year":"2002","author":"World Health Organization.","key":"2022011119403294300_CIT0001"},{"year":"2014","author":"World Health Organization.","key":"2022011119403294300_CIT0002"},{"key":"2022011119403294300_CIT0003","doi-asserted-by":"crossref","first-page":"243","DOI":"10.5539\/gjhs.v8n8p243","article-title":"The importance of medication errors reporting in improving the quality of clinical care services","volume":"8","author":"Elden","year":"2015","journal-title":"Glob J Health 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