ArticleBMC pharmacology & toxicology2018
Prescription opioid dispensing in New South Wales, Australia: spatial and temporal variation.
Article in BMC pharmacology & toxicology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
9 citing papers in PubMed, 20 citations in OpenAlex.
- Trial
- Association between the location of Opioid Agonist Treatment (OAT) providers and heroin-related ambulance attendances.Substance abuse treatment, prevention, and policy · 2026Article
- Opioid prescribing prevalence and initiation rates in Victoria, Australia: insights from primary care data during a period of opioid policy changes (2017-2022).International journal of clinical pharmacy · 2025Article
- Impact of codeine rescheduling on prescribing of codeine and other opioids: Interrupted time series analyses using Australian general practice data.British journal of clinical pharmacology · 2025Article
- Article
- Suspected heroin-related overdoses incidents in Cincinnati, Ohio: A spatiotemporal analysis.PLoS medicine · 2019Article
- Adverse drug reactions due to opioid analgesic use in New South Wales, Australia: a spatial-temporal analysis.BMC pharmacology & toxicology · 2019Article
- Who Are Dispensed the Bulk Amount of Prescription Opioids?Journal of clinical medicine · 2019Article
- Variation in Prescription Opioid Dispensing across Neighborhoods of Diverse Socioeconomic Disadvantages in Victoria, Australia.Pharmaceuticals (Basel, Switzerland) · 2018Article
Corrections and comments
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Authors and funding
7 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPatterns of opioid dispensing often exhibit substantial temporal and geographical variability, which has implications for public health policy decisions and interventions. The study examined recent trends in prescription opioid dispensing and identified high dispensing areas and factors associated with the doses dispensed.
methodsThree years (1 January 2013-31 December 2015) of dispensing data of prescription opioids in local government areas (LGAs) for New South Wales (NSW), Australia's most populous state, were analyzed. The proportion of individuals who were dispensed opioids was computed for four age-groups. A Chi-square test was used to examine trends over time in proportions of the population who were dispensed opioids in four age-groups. The number of prescriptions over time and quantities in daily defined dose/1000 people/day (denoted DDD) were also examined. LGAs with relatively high levels of dispensing were identified and mapped. A multivariate regression model was used to identify factors associated with DDD.
resultsOverall, codeine, oxycodone and tramadol were the main opioids in terms of DDD, number of prescriptions and number of individuals who were dispensed these medications. Quantity (in DDD), and population dispensed to were consistently higher for women than men over time. Proportions of individuals who were dispensed opioids increased significantly over time in all four age-groups. In the multivariate model, age, urbanization, sex and socio-economic indexes for areas were significantly associated with doses dispensed among opioid users. All areas with very high dispensing were outside major metropolitan areas.
conclusionsGiven that over-use of opioids is a major public health problem and that long-term use has substantial side effects including dependence, it is important to understand spatial patterns of opioid prescribing to enable targeted interventions. Nationwide implementation of real-time drug-monitoring programs and access to monitoring databases from both doctor and pharmacy point-of-care sources may potentially reduce excessive and undue use of opioid.
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