Evidence map›Paper›PMID 34722336›Full record

ArticleFrontiers in cellular and infection microbiology2021

Application of Machine Learning Classifier to

Dingchen Li, Yaru Wang, Wenjuan Hu, Fangyan Chen, Jingya Zhao, Xia Chen, Li Han

Open access · goldAbstract read
In one paragraph

Article in Frontiers in cellular and infection microbiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed
1.5field-weighted citation impact, top 15% of its field
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

19 citing papers in PubMed, 33 citations in OpenAlex.

  1. Article
  2. Review
  3. Article
  4. Review
  5. Article
  6. Article
  7. Review
  8. Review
  9. AI in fungal drug development: opportunities, challenges, and future outlook.Frontiers in cellular and infection microbiology · 2025
    Review
  10. The multidrug-resistantCurrent research in microbial sciences · 2025
    Review
  11. Review
  12. Comparative Genomics of the First ResistantJournal of fungi (Basel, Switzerland) · 2024
    Article
  13. Review
  14. Emerging Antifungal Resistance in Fungal Pathogens.Current clinical microbiology reports · 2024
    Review
  15. Microbiology insights · 2023
    Article
  16. Article
  17. Confirmation of fifthEmerging microbes & infections · 2022
    Article
  18. Article
  19. 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

7 authors at 3 institutions in 1 country.

Dingchen LiDepartment of Disinfection and Infection Control, Chinese People's Liberation Army (PLA) Center for Disease Control and Prevention, Beijing, China.
Yaru WangDepartment of Disinfection and Infection Control, Chinese People's Liberation Army (PLA) Center for Disease Control and Prevention, Beijing, China.
Wenjuan HuDepartment of Disinfection and Infection Control, Chinese People's Liberation Army (PLA) Center for Disease Control and Prevention, Beijing, China.
Fangyan ChenDepartment of Disinfection and Infection Control, Chinese People's Liberation Army (PLA) Center for Disease Control and Prevention, Beijing, China.
Jingya ZhaoDepartment of Disinfection and Infection Control, Chinese People's Liberation Army (PLA) Center for Disease Control and Prevention, Beijing, China.
Xia ChenSchool of Mathematics and Statistics, Shaanxi Normal University, Xi'an, China.
Li HanDepartment of Disinfection and Infection Control, Chinese People's Liberation Army (PLA) Center for Disease Control and Prevention, Beijing, China.
Chinese Center For Disease Control and Prevention · CNShaanxi Normal University · CNChinese People's Liberation Army · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Antifungal AgentsCandidaDrug Resistance, FungalMachine LearningMicrobial Sensitivity TestsPhylogenyAntifungal Agentsantifungal drugsCandida aurisdrug resistanceergosterol pathwaymachine learningphylogenetic analysiswhole genome sequencing

Identifiers

PMID34722336
PMCPMC8554202
OpenAlexW3205783658

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.