Evidence map›Paper›PMID 39650511›Full record

ArticlePeerJ. Computer science2024

Model for predicting drug resistance based on the clinical profile of tuberculosis patients using machine learning techniques.

Igor Wenner Silva Falcao, Diego Lisboa Cardoso, Albert Einstein Coutinho Dos Santos Santos, Erminio Paixao, Fernando Augusto R Costa, Karla Figueiredo, Saul Carneiro, Marcos César da Rocha Seruffo

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in PeerJ. Computer science, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

8 authors.

Igor Wenner Silva FalcaoInstitute of Technology, Federal University of Para, Belém, PA, Brazil.
Diego Lisboa CardosoInstitute of Technology, Federal University of Para, Belém, PA, Brazil.ORCID 0000-0002-5971-3668
Albert Einstein Coutinho Dos Santos SantosInstitute of Technology, Federal University of Para, Belém, PA, Brazil.ORCID 0000-0002-0410-5032
Erminio PaixaoInstitute of Technology, Federal University of Para, Belém, PA, Brazil.
Fernando Augusto R CostaCenter for Higher Amazon Studies, Federal University of Para, Belém, PA, Brazil.
Karla FigueiredoComputer Science, State University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil.
Saul CarneiroJoão de Barros Barreto University Hospital, Federal University of Para, Belém, PA, Brazil.
Marcos César da Rocha SeruffoInstitute of Technology, Federal University of Para, Belém, PA, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Tuberculosis (TB) is a disease caused by the bacterium

Indexed as

Anti-tuberculosisDrug resistanceMachine learningTuberculosis

Identifiers

PMID39650511
PMCPMC11623081

What Socratic 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 Socratic graph.