Evidence map›Paper›PMID 41681695›Full record

ArticleDiagnostics (Basel, Switzerland)2026

An Intelligent Hybrid Ensemble Model for Early Detection of Breast Cancer in Multidisciplinary Healthcare Systems.

Hasnain Iftikhar, Atef F Hashem, Moiz Qureshi, Paulo Canas Rodrigues, S O Ali, Ronny Ivan Gonzales Medina, Javier Linkolk López-Gonzales

Abstract read
PubMed Full text at PMC Publisher
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. 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

7 authors.

Hasnain IftikharDepartment of Statistics, University of Peshawar, Peshawar 25120, Pakistan.ORCID 0000-0002-8533-5410
Atef F HashemDepartment of Mathematics and Statistics, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.ORCID 0000-0002-7676-1020
Moiz QureshiDepartment of Statistics, Quaid-i-Azam University, Islamabad 45320, Pakistan.ORCID 0000-0003-4993-9433
Paulo Canas RodriguesDepartment of Statistics, Federal University of Bahia, Salvador 40170-110, Brazil.ORCID 0000-0002-1248-9910
S O AliDepartment of Mathematics and Statistics, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.
Ronny Ivan Gonzales MedinaFacultad de Ciencias e Ingenierías Físicas y Formales, Universidad Católica de Santa María, Arequipa 04013, Peru.
Javier Linkolk López-GonzalesEscuela de Posgrado, Universidad Peruana Unión, Lima 15468, Peru.ORCID 0000-0003-0847-0552

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

breast cancer predictiondecision-makingdeep learning modelsensemble modelhybrid intelligent systemmachine learning modelssustainable development goals

Identifiers

PMID41681695
PMCPMC12896429

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.