Evidence map›Paper›PMID 42817282›Full record

ArticleSensors (Basel, Switzerland)2026

The Evolution of Data Engineering in the Internet of Things.

Chia-Hui Wang, Ray-I Chang, Yu-Hsin Hung

Abstract readEditorial
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

3 authors.

Chia-Hui WangDepartment of Computer Science and Information Engineering, Ming Chuan University, Taoyuan City 33348, Taiwan.ORCID 0000-0002-3125-8632
Ray-I ChangDepartment of Engineering Science and Ocean Engineering, National Taiwan University, Taipei 10617, Taiwan.ORCID 0000-0002-8737-7227
Yu-Hsin HungDepartment of Industrial Engineering and Management, National Yunlin University of Science and Technology, Yunlin County 640301, Taiwan.ORCID 0000-0002-7666-4642

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The Internet of Things (IoT) has become one of the most influential technological paradigms of the digital era, connecting billions of heterogeneous devices, sensors, machines, and intelligent systems through pervasive communication networks [...].

Identifiers

PMID42817282
PMCPMC13611386

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.