Evidence map›Paper›PMID 34876431›Full record

ArticleBMJ open2021

Preferences for healthcare services among hypertension patients in China: a discrete choice experiment.

Xiaolan Yu, Haini Bao, Jianwei Shi, Xiaoyu Yuan, Liangliang Qian, Zhe Feng, Jinsong Geng

Abstract read
In one paragraph

Article in BMJ open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

15 citing papers in PubMed, 1 synthesis or guideline pooled it.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Xiaolan Yu *Department of Medical Informatics, Nantong University Medical School, Nantong, Jiangsu, China.
Haini Bao *Department of Medical Informatics, Nantong University Medical School, Nantong, Jiangsu, China.
Jianwei ShiSchool of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, China.ORCID 0000-0002-3523-6246
Xiaoyu YuanDepartment of Emergency Medicine, Affiliated Hospital of Nantong University, Nantong, Jiangsu, China.
Liangliang QianDepartment of Family Health Services, Pujiang Community Health Service Center, Shanghai, China.
Zhe FengDepartment of Medical Informatics, Nantong University Medical School, Nantong, Jiangsu, China.
Jinsong GengDepartment of Medical Informatics, Nantong University Medical School, Nantong, Jiangsu, China gjs@ntu.edu.cn.ORCID 0000-0003-3389-9051

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesOur study aimed to support evidence-informed policy-making on patient-centred care by investigating preferences for healthcare services among hypertension patients.

designWe identified six attributes of healthcare services for a discrete choice experiment (DCE), and applied Bayesian-efficient design with blocking techniques to generate choice sets. After conducting the DCE, we used a mixed logit regression model to investigate patients' preferences for each attribute and analysed the heterogeneities in preferences. Estimates of willingness to pay were derived from regression coefficients.

settingThe DCE was conducted in Jiangsu province and Shanghai municipality in China.

participantsPatients aged 18 years or older with a history of hypertension for at least 2 years and who took medications regularly were recruited.

resultsPatients highly valued healthcare services that produced good treatment effects (β=4.502, p<0.001), followed by travel time to healthcare facilities within 1 hour (β=1.285, p<0.001), and the effective physician-patient communication (β=0.771, p<0.001). Continuity of care and minimal waiting time were also positive predictors (p<0.001). However, the out-of-pocket cost was a negative predictor of patients' choice (β=-0.168, p<0.001). Older adults, patients with good health-related quality of life, had comorbidities, and who were likely to visit secondary and tertiary hospitals cared more about favourable effects (p<0.05). Patients were willing to pay ¥2489 (95% CI ¥2013 to ¥2965) as long as the clinical benefits gained were substantial.

conclusionsOur findings highlight the importance of effective, convenient, efficient, coordinated and patient-centred care for chronic diseases like hypertension. Policy-makers and healthcare providers are suggested to work on aligning the service provision with patients' preferences.

Indexed as

HypertensionQuality of LifeAdolescentAgedBayes TheoremChinaChoice BehaviorHumansPatient Preferencehealth policyhealth services administration & managementhypertensionpublic health

Identifiers

PMID34876431
PMCPMC8655589

What Socratic holds

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.