Evidence map›Paper›PMID 34277655›Full record

ArticleFrontiers in medicine2021

Machine Learning Prediction Models for Mechanically Ventilated Patients: Analyses of the MIMIC-III Database.

Yibing Zhu, Jin Zhang, Guowei Wang, Renqi Yao, Chao Ren, Ge Chen, Xin Jin, Junyang Guo, Shi Liu, Hua Zheng and 9 more

Abstract read
In one paragraph

Article in Frontiers in medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
30citing papers in PubMed, 1 pooled it
–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

30 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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  10. Advances in Machine Learning for Mechanically Ventilated Patients.International journal of general medicine · 2025
    Review
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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

19 authors.

Yibing ZhuMedical Research and Biometrics Center, National Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Jin ZhangSchool of Economics and Management, Beijing Institute of Technology, Beijing, China.
Guowei WangSchool of Computer Science and Technology, Wuhan University of Technology, Wuhan, China.
Renqi YaoDepartment of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, China.
Chao RenTranslational Medicine Research Center, Fourth Medical Center and Medical Innovation Research Division of the Chinese People's Liberation Army (PLA) General Hospital, Beijing, China.
Ge ChenMedical Research and Biometrics Center, National Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Xin JinYidu Cloud Technology Inc., Beijing, China.
Junyang GuoBeijing Big Eye Xing Tu Culture Media Co., Ltd., Beijing, China.
Shi LiuSchool of Information Science and Engineering, Hebei North University, Shijiazhuang, China.
Hua ZhengMedical ICU, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China.
Yan ChenMedical ICU, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China.
Qianqian GuoDepartment of Anesthesiology, Peking University Shougang Hospital, Beijing, China.
Lin LiSchool of Computer Science and Technology, Wuhan University of Technology, Wuhan, China.
Bin DuMedical ICU, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China.
Xiuming XiDepartment of Critical Care Medicine, Fuxing Hospital, Capital Medical University, Beijing, China.
Wei LiMedical Research and Biometrics Center, National Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Huibin HuangDepartment of Critical Care Medicine, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.
Yang LiAcademy for Advanced Interdisciplinary Studies, Peking University, Beijing, China.
Qian YuAcademy for Advanced Interdisciplinary Studies, Peking University, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deathintensive care unitmachine learningmechanical ventilationprediction model

Identifiers

PMID34277655
PMCPMC8280779

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.