Evidence map›Paper›PMID 42553199›Full record

ArticleFrontiers in medicine2026

Development and clinical application of an Intelligent Operating Room Scheduling System.

Hong Liang, Fengping Zhang, Liwei Huang, Jie Zhao, Sijia Wu, Ruiping Na, Jianxia Ma, Lihong Hu, Yan Sun

Abstract read
In one paragraph

Article in Frontiers in medicine, 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
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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

9 authors.

Hong LiangDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Fengping ZhangDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Liwei HuangDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Jie ZhaoDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Sijia WuDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Ruiping NaDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Jianxia MaDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.
Lihong HuDepartment of Geriatrics, General Hospital of Ningxia Medical University, Yinchuan, China.
Yan SunDepartment of Anesthesia and Perioperative Medicine, General Hospital of Ningxia Medical University, Yinchuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To address inefficiencies of traditional operating room scheduling, including excessive time, low subspecialty matching accuracy, and inequitable performance compensation, we developed an Intelligent Operating Room Scheduling System (IORSS) based on the hospital information system (HIS) and evaluated its clinical effects. Methods: System requirements were identified via literature review, interviews, and expert panels. Using agile development, we built an HIS-based IORSS with three modules: rapid room assignment, nurse subspecialty matching, and automated attendance management. A quasi-experimental pre-/post-implementation study compared control (Jan-Jun 2025, manual scheduling) and experimental (Jul-Dec 2025, IORSS-assisted) groups. Outcomes were scheduling time, matching accuracy, and satisfaction with performance distribution fairness. Results: Scheduling time decreased from 7.0 ± 1.2 to 2.0 ± 0.5 h ( Conclusion: The HIS-based IORSS significantly reduces scheduling time, improves nurse-to-surgical demand matching, and enhances satisfaction with performance distribution fairness. It effectively boosts OR resource utilization and is ready for broader adoption.

Indexed as

digital healthhealthcare managementhospital information systemnurse schedulingoperating room schedulingresource allocation

Identifiers

PMID42553199
PMCPMC13433346

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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.