Evidence map›Paper›PMID 42645030›Full record

ArticleBiosensors2026

Continuous Cuffless Blood Pressure Estimation Using a Multimodal Conv1D-LSTM Architecture and the SOUNDI

Dario Bovio, Alice Turrini, Alice Prandoni, Alberto Porro, Pietro Cerveri, Caterina Salito

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biosensors, 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

6 authors.

Dario BovioBiocubica Srl, 20154 Milan, Italy.
Alice TurriniDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy.
Alice PrandoniBiocubica Srl, 20154 Milan, Italy.
Alberto PorroBiocubica Srl, 20154 Milan, Italy.
Pietro CerveriDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy.
Caterina SalitoBiocubica Srl, 20154 Milan, Italy.ORCID 0000-0002-2944-2254

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Arterial blood pressure (BP) is a crucial physiological parameter reflecting cardiovascular function and exhibiting dynamic oscillations in response to physiological, psychological, and environmental changes. Since conventional cuff-based measurements provide only intermittent "snapshot" readings, there is growing interest in reliable cuffless and noninvasive systems capable of capturing BP dynamics over time. This work proposes a continuous cuffless BP estimation system based on SOUNDI

Indexed as

Blood PressureBlood Pressure DeterminationWearable Electronic DevicesAdultFemaleHumansLong Short Term MemoryMaleNeural Networks, Computerblood pressure monitoringcardiovascularcufflessdeep convolutional networksLSTM neural networkmultivariate signalswearable

Identifiers

PMID42645030
PMCPMC13510968

What OpenQuestion 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 OpenQuestion graph.