Evidence map›Paper›PMID 41600593›Full record

ArticleToxics2025

Forecasting Daily Ambient PM

Zhenfang He, Qingchun Guo, Zuhan Zhang, Genyue Feng, Shuaisen Qiao, Zhaosheng Wang

Abstract read
In one paragraph

Article in Toxics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  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

6 authors.

Zhenfang HeSchool of Geography and Environment, Liaocheng University, Liaocheng 252000, China.
Qingchun GuoSchool of Geography and Environment, Liaocheng University, Liaocheng 252000, China.ORCID 0000-0002-0097-0168
Zuhan ZhangSchool of Geography and Environment, Liaocheng University, Liaocheng 252000, China.
Genyue FengSchool of Geography and Environment, Liaocheng University, Liaocheng 252000, China.
Shuaisen QiaoSchool of Geography and Environment, Liaocheng University, Liaocheng 252000, China.
Zhaosheng WangNational Ecosystem Science Data Center, Key Laboratory of Ecosystem Network Observation and Modeling, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China.ORCID 0000-0001-7307-2249

Funding

National Natural Science Foundation of China 42575053Shandong Provincial Natural Science Foundation ZR2023MD075State Key Laboratory of Loess Science Foundation SKLLQG2419
6 · The paper itself

Abstract

With the acceleration of urbanization in China, air pollution is becoming increasingly serious, especially PM

Indexed as

ANNBiLSTMCNNdeep learningPM2.5RNNSHAPtransformer

Identifiers

PMID41600593
PMCPMC12845929

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.