Evidence map›Paper›PMID 40941738›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Temporal Trends and Machine Learning-Based Risk Prediction of Female Infertility: A Cross-Cohort Analysis Using NHANES Data (2015-2023).

Ismat Ara Begum, Deepak Ghimire, A S M Sanwar Hosen

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. 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

3 authors.

Ismat Ara BegumDepartment of Biomedical Sciences and Institute for Medical Science, Jeonbuk National University Medical School, Jeonju 54907, Republic of Korea.
Deepak GhimireIT Application Research Center, Korea Electronics Technology Institute, Jeonju 54853, Republic of Korea.ORCID 0000-0001-8940-8739
A S M Sanwar HosenDepartment of Artificial Intelligence and Big Data, Woosong University, Daejeon 34606, Republic of Korea.ORCID 0000-0003-0934-0995

Funding

Woosong University Woosong University Academic Research Fund 2025
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

female infertilitylogistic regressionmachine learningNHANESreproductive healthrisk predictionROC curve

Identifiers

PMID40941738
PMCPMC12427665

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.