Evidence map›Paper›PMID 40306260›Full record

ArticlePain medicine (Malden, Mass.)2025

Understanding the first prescription: clinical and demographic drivers of strong opioid use in primary care.

Bishaal Tej Gurung, Louisa Picco, Grant Russell, Christopher Pearce, Suzanne Nielsen, Ting Xia

Abstract read
In one paragraph

Article in Pain medicine (Malden, Mass.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Bishaal Tej GurungSchool of Medicine, Monash University, Melbourne, VIC, Australia.ORCID 0009-0002-0804-9266
Louisa PiccoMonash Addiction Research Centre, Eastern Clinical School, Monash University, Melbourne, VIC, Australia.ORCID 0000-0001-7593-3209
Grant RussellDepartment of General Practice, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia.ORCID 0000-0003-3773-2355
Christopher PearceOutcome Health, Melbourne, VIC, Australia.ORCID 0000-0001-5371-8196
Suzanne NielsenMonash Addiction Research Centre, Eastern Clinical School, Monash University, Melbourne, VIC, Australia.ORCID 0000-0001-5341-1055
Ting XiaMonash Addiction Research Centre, Eastern Clinical School, Monash University, Melbourne, VIC, Australia.ORCID 0000-0001-5033-6248

Funding

National Health and Medical Research Council #2016909National Health and Medical Research Council #2025894National Health and Medical Research Council Ideas #2002193
6 · The paper itself

Abstract

aimTo evaluate the demographic and clinical factors that influence the initiation of weak versus strong opioids among opioid-naïve patients in Australian primary care settings.

methodsThis retrospective cohort study focused on opioid-naïve patients, defined as those receiving an eligible opioid prescription with no prior opioid prescriptions in the prior year. The study used general practice data extracted in partnership with Primary Health Networks via the POpulation Level Analysis and Reporting (POLAR) platform. Opioid prescriptions at the time of initiation were categorized as weak or strong. We used multivariate probit model analysis to identify the demographic and clinical factors associated with type of opioid at initiation of prescribing.

resultsWe identified 415 098 opioid-naïve patients in primary care between January 1, 2018, and July 31, 2023, with 17% initiated on strong opioids. The probability of initiation with a strong opioid increased in patients who were more than 80 years of age by 25.0% (95% CI: 0.244 to 0.257) compared with patients who were 20-29 years of age. Patients with diagnoses of pain related to injury procedures (9.7% increase; 95% CI: 0.093 to 0.101) or with prior antipsychotic prescriptions (6.2% increase; 95% CI: 0.055 to 0.067) had higher probabilities of being prescribed strong opioids at initiation than did those without these conditions.

conclusionOne in 6 patients initiated on opioids in primary care was prescribed a strong opioid. This study highlights key factors associated with initiation of strong opioids among opioid-naïve patients. Further assessment of clinical suitability and outcomes associated with strong opioid prescribing can inform our understanding of opioid use in primary care.

Indexed as

Analgesics, OpioidDrug PrescriptionsPractice Patterns, Physicians'Primary Health CareAdolescentAdultAgedAged, 80 and overAustraliaFemaleHumansMaleMiddle AgedRetrospective StudiesYoung AdultAnalgesics, Opioidgeneral practiceopioid initiationopioidsprimary carestrong opioids

Identifiers

PMID40306260
PMCPMC12405760

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