ArticleBMC health services research2021
How is patient activation related to healthcare service utilisation? Evidence from electronic patient records in England.
Article in BMC health services research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed, 27 citations in OpenAlex.
- PEER CONNECT: a pragmatic feasibility randomised controlled trial of peer coaching for adults with long-term conditions.BMJ open · 2024Trial
- De-humanising general practice leadership: shining a light on contemporary challenges.The British journal of general practice : the journal of the Royal College of General Practitioners · 2026Article
- Patient activation among patients with Parkinsonism and informal caregivers: results from the PRIME-UK cross-sectional study.European geriatric medicine · 2026Article
- Health coaching for people with Chronic Obstructive Pulmonary Disease: A commentary on a systematic review.The coaching psychologist · 2025Article
- Health-related quality of life among multiethnic public polyclinic users in Singapore and associated factors: a cross-sectional study.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2025Article
- Article
- Healthy Lives 5 Axis Scale for individuals with complex health and social needs: assessment of validity and reliability.BMC health services research · 2025Article
- Primary and Emergency Care Use: The Roles of Health Literacy, Patient Activation, and Sleep Quality in a Latent Profile Analysis.Behavioral sciences (Basel, Switzerland) · 2025Article
- Latent Profile Analysis for Patient Activation in Patients with Essential Hypertension.Patient preference and adherence · 2025Article
- Evaluating the Effect of a Novel Digital Ostomy Device on Leakage Incidents, Quality of Life, Mental Well-Being, and Patient Self-Care: An Interventional, Multicentre Clinical Trial.Journal of clinical medicine · 2024Article
- Associations of perceived changes in work due to digitalization and the amount of digital work with job strain among physicians: a national representative sample.BMC medical informatics and decision making · 2023Article
- Associations of Social, Cultural, and Community Engagement With Health Care Utilization in the US Health and Retirement Study.JAMA network open · 2023Article
Corrections and comments
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThere is increasing awareness of the importance of patient activation (knowledge, skills, and confidence for managing one's health and health care) among clinicians and policy makers, with emerging evidence showing higher levels of patient activation are associated with better health outcomes and experiences of health care. This study aimed to examine the association between patient activation and a wide range of specific types of healthcare service utilisation in England, including GP and non-GP primary care, elective and emergency hospital admissions, outpatient visits, and attendances at the Accident and Emergency department.
methodsData were derived from linked electronic patient records collected by primary and secondary healthcare providers in North West London between January 2016 and November 2019. Our analyses focused on adults (18+) with a valid Patient Activation Measure (PAM). After excluding patients with missing data, we had an analytical sample of 15,877 patients. Data were analysed using negative binomial regression and logistic regression models depending on the outcome variable.
resultsPatients had a mean activation score of 55.1 and a standard deviation (SD) of 17.7 (range: 0-100). They had an average of 5.4 GP visits (SD = 8.0), 26.8 non-GP visits (SD = 23.4) and 6.0 outpatient attendances (SD = 7.9) within a one-year follow-up. About 24.7% patients had at least one elective admission, 24.2% had one or more emergency admissions, and 42.3% had one or more A&E attendance within the follow-up. After accounting for a number of demographic and health factors, we found a linear (or proximately linear) association between patient activation and the number of GP visits, emergency admissions and A&E attendance, but a non-linear relationship between patient activation and the number of non-GP visits, the number of outpatient attendance and elective inpatient admission.
conclusionsThis study has provided strong empirical evidence from England linking patient activation with healthcare service utilisation. It suggests the value of supporting patient activation as a potential pathway to ease the burden of healthcare system.
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