Evidence map›Paper›PMID 41647747›Full record

ArticleFrontiers in public health2026

Public health intelligence-ready blueprint for strengthening community resilience: a multi-stakeholder qualitative study in tertiary Chinese hospitals.

Yang Han, Sini Li, Jianling Huang, Xiaojian Jiang

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

4 authors.

Yang HanSchool of Civil Engineering, Central South University, Changsha, China.
Sini LiXiangya School of Nursing, Central South University, Changsha, Hunan, China.
Jianling HuangSchool of Civil Engineering, Central South University, Changsha, China.
Xiaojian JiangSchool of Nursing, Hunan University of Chinese Medicine, Changsha, Hunan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Hospitals must manage complex lifecycles of equipment, consumables, and infrastructure, yet fragmented legacy systems create silos, inefficiencies, and compliance risks that can heighten organizational vulnerability and weaken hospitals' role as critical infrastructures for community resilience. Methods: We conducted semi-structured interviews with 16 stakeholders across seven tertiary hospitals in China (administrators; logistics/procurement; facilities/equipment management; clinical representatives) and analyzed transcripts using a hybrid inductive-deductive thematic approach. Results: Findings converged on seven challenge areas: (1) lifecycle and maintenance bottlenecks; (2) logistics gaps in procurement, inventory, and high-value consumable traceability; (3) limited oversight of resources and energy; (4) system usability issues and data fragmentation; (5) unmet needs for intelligent capabilities (e.g., predictive maintenance; inventory/energy dashboards; emergency workflows; compliance automation); (6) insufficient role-specific training; and (7) security and privacy constraints. Participants emphasized the need for low-friction, interoperable tools that are integrated with Hospital Information Systems (HIS), Hospital Resource Planning (HRP), Office Automation (OA), and Supply-Processing- Distribution (SPD) systems, and capable of providing actionable, role-tuned insights to strengthen coordinated action across professional groups in public health operations. Discussion: We propose a five-pillar Intelligence-Readiness Framework and 22 design requirements outlining an incremental pathway from foundational interoperability and governance toward intelligence-ready infrastructure operations, to enhance organizational resilience and contribute to broader community preparedness in public health.

Indexed as

Public HealthTertiary Care CentersChinaHumansInterviews as TopicPublic Health InfrastructureQualitative Researchcommunity resiliencedata governancedecision supporthospital logisticsinformation integrationmedical equipment managementorganizational resiliencepredictive maintenance

Identifiers

PMID41647747
PMCPMC12868188

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.