Evidence map›Paper›PMID 41594180›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Early Tuberculosis Detection via Privacy-Preserving, Adaptive-Weighted Deep Models.

Karim Gasmi, Afrah Alanazi, Najib Ben Aoun, Mohamed O Altaieb, Alameen E M Abdalrahman, Omer Hamid, Sahar Almenwer, Lassaad Ben Ammar, Samia Yahyaoui, Manel Mrabet

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 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
–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

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

10 authors.

Karim GasmiDepartment of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka 72388, Saudi Arabia.ORCID 0000-0003-0138-2226
Afrah AlanaziDepartment of Information System, College of Computer and Information Sciences, Jouf University, Sakaka 72388, Saudi Arabia.ORCID 0000-0002-2246-5656
Najib Ben AounFaculty of Computing and Information, Al-Baha University, Alaqiq 65779-7738, Saudi Arabia.ORCID 0000-0001-9444-8209
Mohamed O AltaiebDepartment of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka 72388, Saudi Arabia.ORCID 0000-0003-2200-0194
Alameen E M AbdalrahmanDepartment of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka 72388, Saudi Arabia.ORCID 0000-0001-6325-9069
Omer HamidCybersecurity Department, College of Engineering and Information Technology, Buraydah Private Colleges, Buraydah 51418, Saudi Arabia.
Sahar AlmenwerDepartment of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka 72388, Saudi Arabia.ORCID 0009-0004-1423-5588
Lassaad Ben AmmarCollege of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.ORCID 0000-0002-4698-3693
Samia YahyaouiDepartment of Physics, College of Science, Jouf University, Sakaka 72341, Aljouf, Saudi Arabia.ORCID 0009-0001-4041-836X
Manel MrabetCollege of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.ORCID 0009-0007-7638-9939

Funding

Deanship of Graduate Studies and Scientific Research at Jouf University DGSSR-2025-FC-01067
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ensemble learningoptimal algorithmSDG 3tuberculosis detection

Identifiers

PMID41594180
PMCPMC12840022

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.