Evidence map›Paper›PMID 39825265›Full record

ArticleBMC bioinformatics2025

A multi-stage weakly supervised design for spheroid segmentation to explore mesenchymal stem cell differentiation dynamics.

Arash Shahbazpoor Shahbazi, Farzin Irandoost, Reza Mahdavian, Seyedehsamaneh Shojaeilangari, Abdollah Allahvardi, Hossein Naderi-Manesh

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in BMC bioinformatics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Arash Shahbazpoor Shahbazi *Department of Biophysics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, 14115-111, Iran.
Farzin Irandoost *Department of Physics, Shahid Beheshti University (SBU Physics), Tehran, Iran.
Reza Mahdavian *Department of Biophysics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, 14115-111, Iran.
Seyedehsamaneh ShojaeilangariBiomedical Engineering Group, Department of Electrical and Information Technology, Iranian Research Organization for Science and Technology (IROST), Tehran, 33535111, Iran. s.shojaie@irost.ir.
Abdollah AllahvardiDepartment of Biophysics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, 14115-111, Iran.
Hossein Naderi-ManeshDepartment of Biophysics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, 14115-111, Iran. naderman@modares.ac.ir.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Convolutional neural network (CNN)Deep learningMSC differentiation dynamicsSegmentationSpheroidStem cellsWeakly supervised learning

Identifiers

PMID39825265
PMCPMC11742216

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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.