Evidence map›Paper›PMID 41464549›Full record

ArticleJournal of clinical medicine2025

Integrated Artificial Intelligence Framework for Tuberculosis Treatment Abandonment Prediction: A Multi-Paradigm Approach.

Frederico Guilherme Santana Da Silva Filho, Igor Wenner Silva Falcão, Tobias Moraes de Souza, Saul Rassy Carneiro, Marcos César da Rocha Seruffo, Diego Lisboa Cardoso

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
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.

Frederico Guilherme Santana Da Silva FilhoInstitute of Technology, Federal University of Pará, Belém 66075-110, PA, Brazil.ORCID 0000-0002-7858-3803
Igor Wenner Silva FalcãoInstitute of Technology, Federal University of Pará, Belém 66075-110, PA, Brazil.
Tobias Moraes de SouzaComputer Engineering, Estácio de Belém Faculty, Belém 66055-260, PA, Brazil.ORCID 0009-0002-6997-4199
Saul Rassy CarneiroJoão de Barros Barreto University Hospital, Federal University of Para, Belém 66073-000 , PA, Brazil.ORCID 0000-0002-6825-0239
Marcos César da Rocha SeruffoInstitute of Technology, Federal University of Pará, Belém 66075-110, PA, Brazil.ORCID 0000-0002-8106-0560
Diego Lisboa CardosoInstitute of Technology, Federal University of Pará, Belém 66075-110, PA, Brazil.ORCID 0000-0002-5971-3668

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceexplainable AIhealth equitymachine learningpatient supporttreatment adherencetuberculosis

Identifiers

PMID41464549
PMCPMC12733801

What OpenQuestion holds

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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.