Evidence map›Paper›PMID 41868278›Full record

ArticleRisk management and healthcare policy2026

Application of Supply Processing and Distribution Model in Interventional Consumables Management Based on Whole-Process Coding Technology.

Jieqin Ju, Jiawen Ma, Peizhen Xu, Liqing Mao, Zizhi Weng, Qinhong Xu

Abstract read
In one paragraph

Article in Risk management and healthcare policy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Jieqin JuIntervention Center, The First Affiliated Hospital of Ningbo University, Ningbo, 315010, People's Republic of China.
Jiawen MaIntervention Center, The First Affiliated Hospital of Ningbo University, Ningbo, 315010, People's Republic of China.
Peizhen XuIntervention Center, The First Affiliated Hospital of Ningbo University, Ningbo, 315010, People's Republic of China.
Liqing MaoIntervention Center, The First Affiliated Hospital of Ningbo University, Ningbo, 315010, People's Republic of China.
Zizhi WengIntervention Center, The First Affiliated Hospital of Ningbo University, Ningbo, 315010, People's Republic of China.
Qinhong XuDepartment of Nursing, The First Affiliated Hospital of Ningbo University, Ningbo, 315010, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To explore the application effectiveness of the integration of the whole-process coding technology and Supply Processing and Distribution (SPD) supply chain management model in the management of interventional consumables. Methods: Based on the original SPD management mode of interventional consumables in a tertiary hospital, a standardized classification and coding system was constructed, and a basic database of consumables with a unique identification code was established and integrated into various information management platforms to achieve the whole - process code management. Comparison and analysis were made on the changes in key indicators such as the timely supply rate of interventional consumables, the traceability accuracy of barcodes, the matching accuracy between consumables and pricing items, the information registration accuracy, and the billing - outbound matching rate before and after the application of the system. Results: After the implementation of the integrated management model, all measured indicators demonstrated statistically significant improvements ( Conclusion: This integrated management model significantly improves the lean and intelligent management of interventional consumables and demonstrates strong potential for clinical application and broader adoption.

Indexed as

coding technologylean managementmedical consumablesSPD supply chain

Identifiers

PMID41868278
PMCPMC13003792

What Socratic holds

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LicenceCC BY-NC
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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 Socratic graph.