Evidence map›Paper›PMID 42591517›Full record

ArticleFrontiers in public health2026

How does on-demand delivery impact the accessibility and equity of community pharmacies? Perspective from groups with heterogeneous geographic-digital barriers.

Jing He, Shuyi Cao, Ningjun Ma, Xiaoyan Shi, Rui Wang, He Zhang

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Jing HeDepartment of Architecture, Tianjin University, Tianjin, China.
Shuyi CaoDidi Chuxing, Beijing, China.
Ningjun MaDepartment of Architecture, Tianjin University, Tianjin, China.
Xiaoyan ShiDepartment of Architecture, Tianjin University, Tianjin, China.
Rui WangDepartment of Architecture, Tianjin University, Tianjin, China.
He ZhangDepartment of Architecture, Tianjin University, Tianjin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Accessibility to community pharmacy service (CPS) is a key concern in public health and spatial planning. Although on-demand delivery may expand service opportunities through digital platforms and third-party riders, its contribution to CPS potential accessibility and equity remains underexplored. Using 647 community units in central Tianjin, China, and survey-derived parameters from 600 questionnaires (83.5% response rate), this study extends the Two-Step Floating Catchment Area (2SFCA) method by incorporating multidimensional supply capacity and a time-decay function weighted by modeled supplier-selection probability. Communities were classified into four groups according to geographic and digital barriers, and Geodetector was applied to examine factors associated with spatial heterogeneity in potential accessibility. Results reveal substantial group differences. In-store dispensing provides higher potential accessibility for groups with low geographic barriers, whereas on-demand delivery shows a relative accessibility advantage for groups facing high geographic or dual barriers. For these groups, delivery is also associated with a more equitable distribution of potential service opportunities, with Gini coefficients 0.08-0.12 lower than those for in-store dispensing. Factor interactions generally show greater explanatory power than individual factors, with prominent associations shifting from population size to interactions involving age structure and socioeconomic characteristics. These findings support differentiated pharmacy planning and closer coordination between offline mobility and online delivery networks.

Indexed as

Community Pharmacy ServicesHealth Services AccessibilityPharmaciesChinaHumansSurveys and Questionnairescommunity pharmacy servicedigital divideequityon-demand deliveryperceptionpotential accessibility

Identifiers

PMID42591517
PMCPMC13461892

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.