Evidence map›Paper›PMID 41755210›Full record

ArticleSensors (Basel, Switzerland)2026

High-Sensitivity Defect Inspection for Unpatterned Wafers via Integrating Dark-Field Scattering and Diffraction Phase Microscopy.

Xiangchao Zhang, Qianru Zheng, Di Li, Ruifang Ye

Abstract read
In one paragraph

Article in Sensors (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

4 authors.

Xiangchao ZhangJianghuai Advanced Technology Center, Hefei 230088, China.ORCID 0000-0003-3809-1262
Qianru ZhengShanghai Engineering Research Center of Ultra-Precision Optical Manufacturing, College of Future Information Technology, Fudan University, Shanghai 200438, China.ORCID 0000-0003-4715-2899
Di LiBeijing Institute of Aerospace Precision Machinery, Aviation Industry Corporation of China, Beijing 100076, China.
Ruifang YeCollege of Mechanical Engineering and Automation, Huaqiao University, Xiamen 361021, China.ORCID 0000-0003-4263-1399

Funding

Dreams Foundation of Jianghuai Advanced Technology Center 2023-ZM01C008National Natural Science Foundation of China 52475551Natural Science Foundation of Shanghai 24ZR1406800
6 · The paper itself

Abstract

To overcome the limitations in the sensitivity and reliability of conventional wafer defect inspection techniques, a novel dual-channel optical inspection system is proposed by combining dark-field scattering with diffraction phase microscopy. Such an integrated system simultaneously acquires dark-field intensity and phase gradient signals arising from wafer defects, enabling comprehensive defect characterization at identical wafer locations while maintaining high sensitivity and high efficiency. Experimental validation using polystyrene particles demonstrates that the system achieves a limit of detection of 60 nm, improves the detecting sensitivity compared to single dark field scattering systems, and maintains the lateral/vertical limit of detection for small-scale defects. These results confirm its potential to meet the high-sensitivity and high-reliability requirements of unpatterned wafer defect inspection for advanced semiconductor manufacturing.

Indexed as

dark field scatteringdefect detectiondiffraction phase microscopywafer inspection

Identifiers

PMID41755210
PMCPMC12944180

What Socratic 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 Socratic graph.