Evidence map›Paper›PMID 41755297›Full record

ArticleSensors (Basel, Switzerland)2026

Beyond the Page: Solar Loading Thermographic Imaging and Predictive Modeling for Ancient Book Diagnostics-Preliminary Results.

Elena Marini, Gilda Russo, Hai Zhang, Stefano Sfarra

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.

Elena MariniDepartment of Industrial and Information Engineering and Economics, University of L'Aquila, I-67100 L'Aquila, Italy.
Gilda RussoDepartment of Industrial and Information Engineering and Economics, University of L'Aquila, I-67100 L'Aquila, Italy.ORCID 0000-0002-7152-3525
Hai ZhangCentre for Composite Materials and Structures (CCMS), Harbin Institute of Technology, Harbin 150001, China.
Stefano SfarraDepartment of Industrial and Information Engineering and Economics, University of L'Aquila, I-67100 L'Aquila, Italy.ORCID 0000-0002-9354-4650

Funding

Italian Ministry of University and Research (MUR) PGR02110National Key R&D Program of China 2023YFE0197800
6 · The paper itself

Abstract

This study investigates the application of NDTs for the detection of sub-surface defects in an ancient book, with the aim of improving conservation methods in the field of cultural heritage. A sequence of thermographic images in a solar loading thermography (SLT) scenario was acquired during a diagnostic campaign in Harbin, China, to identify four distinct fabricated dowels made of Wool, Rubber, Teflon

Indexed as

ancient bookCOMSOL Multiphysics®multidimensional fast iterative filternumerical simulationprincipal component thermographyrobust principal component thermographysolar loading thermography

Identifiers

PMID41755297
PMCPMC12943834

What OpenQuestion holds

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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.