ArticleHealth policy and planning2026
Impact of the Family Doctor Contracting System on unmet healthcare needs in Shandong Province, China.
Article in Health policy and planning, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Unmet healthcare needs are a significant concern in China, possibly due to the underutilization of primary healthcare services. Patients disproportionately seek tertiary hospital services, reflecting the historical underinvestment in community healthcare and a weak referral system. This misallocation of medical resources burdens the capacity of tertiary hospitals and limits access to necessary healthcare. To address this, the Family Doctor Contracting System (FDCS) was introduced to enhance community health services and reduce unmet healthcare needs. This study empirically analyzes the impact of the FDCS on unmet healthcare needs using data from the 2018 National Health Service Survey in Shandong Province, which included 27 447 individuals aged ≥18 years. An entropy balancing method was employed to address self-selection bias. Logistic regression results show that individuals contracted with family doctors (FDs) are associated with a 1.6% lower probability of experiencing unmet outpatient healthcare needs compared to those who did not participate, although the FDCS had no significant impact on unmet inpatient needs. A potential mechanism is that the FDCS has improved the accessibility of outpatient services. We found that signing up with FDs reduced the likelihood of citing inaccessibility as the main reason for unmet outpatient care needs by 43.7 percentage points, while the impact on unacceptability and unavailability was relatively more minor at 0.5 percentage points. The findings highlight the effectiveness of the FDCS in enhancing the role of primary care and improving access to healthcare. Future policy initiatives should focus on promoting the benefits of the FDCS and encouraging utilization of the FD service while strengthening community-based primary care by providing adequate infrastructure, resources, and training.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.