Explainable and Subject-Independent VO

Vidyarani K Rajashekaraiah, Viswanath Talasila, Rashmi Alva, Prem Venkatesan, Ravi Prasad K Jagannath, Gurusiddappa R Prashanth

Abstract read

PubMed Full text at PMC Publisher

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

6 authors.

Vidyarani K RajashekaraiahDepartment of Electronics and Communication Engineering, National Institute of Technology, Kottamoll Plateau, South Goa District, Cuncolim 403703, Goa, India.

Viswanath TalasilaDepartment of Electronics and Telecommunication Engineering, Center for Imaging Technologies, Ramaiah Institute of Technology, Bengaluru 560054, Karnataka, India.

Rashmi AlvaCenter for Imaging Technologies, Ramaiah Institute of Technology, Bengaluru 560054, Karnataka, India.

Prem VenkatesanDepartment of Physiotherapy, Manipal College of Health Professions, Manipal Academy of Higher Education, Old Airport Road, Bengaluru 560017, Karnataka, India.

Ravi Prasad K JagannathDepartment of Mathematics, National Institute of Technology, Kottamoll Plateau, South Goa District, Cuncolim 403703, Goa, India.

Gurusiddappa R PrashanthDepartment of Electronics and Communication Engineering, National Institute of Technology, Kottamoll Plateau, South Goa District, Cuncolim 403703, Goa, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Continuous estimation of oxygen uptake (VO

Indexed as

OxygenOxygen ConsumptionBiomechanical PhenomenaExtreme Learning MachinesGaitHumansRandom ForestWearable Electronic DevicesOxygenextreme learning machineheel-strike detectioninertial measurement unitleave-one-subject-outoxygen uptake estimationrandom forestSHAPtemporal convolutional network

Identifiers

PMID42197870

DOI10.3390/s26103062

PMCPMC13211217

What OpenQuestion 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 OpenQuestion graph.