Evidence map›Paper›PMID 41829450›Full record

ArticleSensors (Basel, Switzerland)2026

Development and Validation of a Digitizer-Based TCSPC System for Scintillation Decay Time Analysis via an Extended Convolution Model.

Qianqian Zhou, Zhijie Yang, Wenhui Li, Juncheng Liang, Wuyun Xiao

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

5 authors.

Qianqian ZhouState Key Laboratory of Chemistry for NBC Hazards Protection, Beijing 102205, China.
Zhijie YangNational Institute of Metrology, Beijing 100029, China.
Wenhui LiState Key Laboratory of Chemistry for NBC Hazards Protection, Beijing 102205, China.
Juncheng LiangNational Institute of Metrology, Beijing 100029, China.
Wuyun XiaoState Key Laboratory of Chemistry for NBC Hazards Protection, Beijing 102205, China.ORCID 0009-0003-0836-6437

Funding

National Institute of Metrology AKYZZ2528The National Natural Science Foundation of China 12441508
6 · The paper itself

Abstract

The development of high-fidelity digital twins for scintillation spectrometer detectors demands precise experimental characterization of timing parameters. This work presents a comprehensive solution comprising a digitizer-based time-correlated single-photon counting (TCSPC) system and an extended convolution model for decay time analysis. We introduce a physics-driven calibration principle, validating the system response against an independent physical benchmark to ensure fidelity. The proposed convolution model advances beyond the conventional model by incorporating additional parameters to account for scintillator-induced timing broadening and delay, thereby decoupling this effect from instrumental response. The model's descriptive power was statistically validated through its application to fast scintillators, while its physical accuracy was robustly confirmed through the precise extraction of typical decay times from slow scintillators. This methodology establishes a reliable workflow from measurement to parameterization, directly supplying the decoupled inputs required for the digital twins of scintillation detectors.

Indexed as

deconvolutiondetector calibrationdigital twininstrument response function (IRF)time-correlated single-photon counting (TCSPC)

Identifiers

PMID41829450
PMCPMC12986821

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Registered trials

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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.