Evidence map›Paper›PMID 42510103›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Accurate Segmentation of Overlapping Cervical Cells Using an Optimized Deep Learning Framework for Cytology Screening.

Amal A Alzu'bi, Mohammad Khatatbeh, Wan Azani Mustafa, Norhayati Mohd Zain, Hiam Alquran, Alia Al-Mohtaseb, Khaled Z Alawneh, Mohammad Fawaeer, Bara'a Fawaeer, Shatha Salameh and 1 more

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

11 authors.

Amal A Alzu'biDepartment of Computer Information Systems, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, Jordan.
Mohammad KhatatbehDepartment of Computer Information Systems, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, Jordan.
Wan Azani MustafaAdvanced Computing (AdvCOMP), Centre of Excellence, Universiti Malaysia Perlis (UniMAP), Pauh Putra Campus, Arau 02600, Perlis, Malaysia.ORCID 0000-0001-7260-6085
Norhayati Mohd ZainMedical Imaging Department, School of Integrative Medicine & Life Sciences, KPJ Healthcare University, Nilai 71800, Negeri Sembilan, Malaysia.ORCID 0000-0001-7216-087X
Hiam AlquranDepartment of Biomedical Systems and Informatics Engineering, Yarmouk University, P.O. Box 566, Irbid 21163, Jordan.ORCID 0000-0002-2966-6442
Alia Al-MohtasebDepartment of Pathology, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, Jordan.
Khaled Z AlawnehDepartment of Radiology and Nuclear Medicine, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, Jordan.ORCID 0000-0002-2615-1988
Mohammad FawaeerPublic Health & Preventive Medicine Division, Directorate of the Royal Medical Services, P.O. Box 855005, Amman 11855, Jordan.ORCID 0009-0004-3128-9924
Bara'a FawaeerHematology and Blood Banking, Ministry of Health, Princess Basma Teaching Hospital, Irbid 21110, Jordan.ORCID 0009-0008-6634-7265
Shatha SalamehDepartment of Obstetrics and Gynecology, King Abdullah University Hospital, Jordan University of Science and Technology, P.O. Box 3030, Irbid 22110, Jordan.
Ahmad AlhussainDepartment of General Surgery, King Abdullah University Hospital, P.O. Box 3030, Irbid 22110, Jordan.

Funding

KPJ Healthcare University KPJU/KPJRC/GRANT/2024/01(INT)
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cervical cancercomputer-aided screeninginstance segmentationmask R-CNNmedical image analysisoverlapping cellspap smearsmall-cell detection

Identifiers

PMID42510103
PMCPMC13408736

What OpenQuestion holds

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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.