Evidence map›Paper›PMID 38846433›Full record

ArticleMethodsX2024

Application of the Nadaraya-Watson estimator based attention mechanism to the field of predictive maintenance.

Rajesh Siraskar, Satish Kumar, Shruti Patil, Arunkumar Bongale, Ketan Kotecha

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in MethodsX, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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.

Rajesh SiraskarSymbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, 412115, Maharashtra, India.
Satish KumarSymbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, 412115, Maharashtra, India.
Shruti PatilSymbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, 412115, Maharashtra, India.
Arunkumar BongaleSymbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, 412115, Maharashtra, India.
Ketan KotechaSymbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, 412115, Maharashtra, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Attention mechanism has recently gained immense importance in the natural language processing (NLP) world. This technique highlights parts of the input text that the NLP task (such as translation) must pay "attention" to. Inspired by this, some researchers have recently applied the NLP domain,

Indexed as

Attention mechanismEdge computingNadaraya-WatsonPredicting the point of preventive maintenance using “attention mechanism”Predictive maintenance

Identifiers

PMID38846433
PMCPMC11154704

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.