Evidence map›Paper›PMID 34281023›Full record

ArticleInternational journal of environmental research and public health2021

Design of a Spark Big Data Framework for PM

Dong-Her Shih, Thi Hien To, Ly Sy Phu Nguyen, Ting-Wei Wu, Wen-Ting You

Abstract read
In one paragraph

Article in International journal of environmental research and public health, 2021. 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

5 authors.

Dong-Her ShihDepartment of Information Management, National Yunlin University of Science & Technology, Douliu 64002, Taiwan.ORCID 0000-0003-1605-8488
Thi Hien ToFaculty of Environment, University of Science, 227 Nguyen Van Cu Street, District 5, Ho Chi Minh City 700000, Vietnam.
Ly Sy Phu NguyenFaculty of Environment, University of Science, 227 Nguyen Van Cu Street, District 5, Ho Chi Minh City 700000, Vietnam.ORCID 0000-0001-8670-8728
Ting-Wei WuDepartment of Information Management, National Yunlin University of Science & Technology, Douliu 64002, Taiwan.
Wen-Ting YouDepartment of Information Management, National Yunlin University of Science & Technology, Douliu 64002, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In recent years, with rapid economic development, air pollution has become extremely serious, causing many negative effects on health, environment and medical costs. PM

Indexed as

Air PollutantsAir PollutionBig DataEnvironmental MonitoringForecastingParticulate MatterTaiwanAir PollutantsParticulate Matterair pollutionbig dataensemble modelmachine learningPM2.5 predictionsSpark

Identifiers

PMID34281023
PMCPMC8296958

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.