Evidence map›Paper›PMID 42792676›Full record

ArticleBiomedicines2026

FTU-Seek: Foundation Model-Guided Hard-Negative Learning for Sparse Functional Tissue Unit Segmentation.

Zonghao Liu, Lei Su, Jiguang Yu, Xuqing Geng, Louis Shuo Wang, Jianmin Wang, Jingfeng Liu

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 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

7 authors.

Zonghao LiuDepartment of Hepatopancreatobiliary Surgery, Clinical Oncology School, Fujian Medical University, Fuzhou 350014, China.
Lei SuInstitute of Automation, Chinese Academy of Sciences, Beijing 100190, China.
Jiguang YuCollege of Engineering, Boston University, Boston, MA 02215, USA.
Xuqing GengInstitute of Automation, Chinese Academy of Sciences, Beijing 100190, China.
Louis Shuo WangDepartment of Mathematics, Northeastern University, Boston, MA 02115, USA.
Jianmin WangInnovation Center for Cancer Research, Clinical Oncology School, Fujian Medical University, Fuzhou 350014, China.
Jingfeng LiuDepartment of Hepatopancreatobiliary Surgery, Clinical Oncology School, Fujian Medical University, Fuzhou 350014, China.

Funding

Major Science Research Program for Young and Middle-aged Health Professionals of Fujian Province 2021ZQNZD009
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

computational pathologydeep learningfunctional tissue unitshard negative miningpathology foundation modelsparse object segmentationtertiary lymphoid structureswhole-slide imaging

Identifiers

PMID42792676
PMCPMC13604880

What Socratic 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 Socratic graph.