Evidence map›Paper›PMID 40994201›Full record

ArticlePhilosophical transactions. Series A, Mathematical, physical, and engineering sciences2025

Introduction: frontiers of applied inverse problems in science and engineering.

Danny Smyl, Andreas Hauptmann, Tyler Tallman

Abstract read
In one paragraph

Article in Philosophical transactions. Series A, Mathematical, physical, and engineering sciences, 2025. 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

3 authors.

Danny SmylSchool of Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, GA, USA.ORCID 0000-0002-6730-5277
Andreas HauptmannResearch Unit of Mathematical Sciences, University of Oulu, Oulu, Finland.
Tyler TallmanSchool of Aeronautics and Astronautics, Purdue University, West Lafayette, IN, USA.ORCID 0000-0001-6572-4972

Funding

Research Council of Finland Flagship of Advanced Mathematics for Sensing Imaging and Modelling proj. 359186. Centre of Excellence of Inverse Modelling and Imaging proj. 353093, and the Academy Research Fellow proj. 338408.
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

aerospace engineeringcivil engineeringinverse problemsmachine learningstructural engineering

Identifiers

PMID40994201
PMCPMC12461218

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.