Evidence map›Paper›PMID 42587600›Full record

ArticleDiagnostics (Basel, Switzerland)2026

BloodContourNet: A YOLO-Based Density-Aware Bézier Refinement Framework for Peripheral Blood Cell Detection.

Mustafa Yurdakul, Eda Dönmez, Merve Ersoy, Faruk Özger, Ishak Pacal

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

5 authors.

Mustafa YurdakulDepartment of Computer Engineering, Faculty of Engineering and Natural Sciences, Kırıkkale University, 71000 Kırıkkale, Türkiye.ORCID 0000-0003-0562-4931
Eda DönmezDepartment of Electrical and Electronics Engineering, Faculty of Engineering and Natural Sciences, Kırıkkale University, 71000 Kırıkkale, Türkiye.
Merve ErsoyDepartment of Software Engineering, Faculty of Engineering and Natural Sciences, Istanbul Topkapı University, 34000 Istanbul, Türkiye.ORCID 0000-0003-4364-9144
Faruk ÖzgerDepartment of Computer Engineering, Faculty of Engineering, Iğdır University, 76000 Iğdır, Türkiye.ORCID 0000-0002-4135-2091
Ishak PacalDepartment of Computer Engineering, Faculty of Engineering, Iğdır University, 76000 Iğdır, Türkiye.ORCID 0000-0001-6670-2169

Funding

Scientific Research Projects Commission of Istanbul Topkapi University Türkiye
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

attention mechanismBézier contour refinementBézier curvedensity-aware reweightingobject detectionperipheral blood cell detectionstatistical validationTXL-PBCYOLO

Identifiers

PMID42587600
PMCPMC13464915

What OpenQuestion holds

Textmetadata
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.