Evidence map›Paper›PMID 40648318›Full record

ArticleSensors (Basel, Switzerland)2025

Attention-Enhanced CNN-LSTM Model for Exercise Oxygen Consumption Prediction with Multi-Source Temporal Features.

Zhen Wang, Yingzhe Song, Lei Pang, Shanjun Li, Gang Sun

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
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.

Zhen WangInstitute of Artificial Intelligence in Sports, Capital University of Physical Education and Sports, Beijing 100191, China.ORCID 0009-0000-3452-6041
Yingzhe SongInstitute of Artificial Intelligence in Sports, Capital University of Physical Education and Sports, Beijing 100191, China.
Lei PangInstitute of Artificial Intelligence in Sports, Capital University of Physical Education and Sports, Beijing 100191, China.
Shanjun LiInstitute of Artificial Intelligence in Sports, Capital University of Physical Education and Sports, Beijing 100191, China.
Gang SunInstitute of Artificial Intelligence in Sports, Capital University of Physical Education and Sports, Beijing 100191, China.

Funding

Beijing Science and Technology Plan Project Z221100005222031
6 · The paper itself

Abstract

Dynamic oxygen uptake (VO

Indexed as

AttentionExerciseNeural Networks, ComputerOxygen ConsumptionAccelerometryAdultExercise TestFemaleHeart RateHumansMaleWearable Electronic DevicesYoung Adultattention mechanismdeep learningneural networkoxygen uptake

Identifiers

PMID40648318
PMCPMC12252311

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.