A New Framework for Medium- to Long-Term PM

Haonan Gu, Yichao Xu, Hua Pan, Yao Shi, Chunlei Wei, Xiaoyong Cao, Yi He

Abstract read

In one paragraph

Article in Chem & bio engineering, 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

7 authors.

Haonan GuCollege of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China.ORCID https://orcid.org/0009-0003-3737-2684

Yichao XuBlue Sky Environmental Technology Co., Ltd., Hangzhou 310058, China.

Hua PanCollege of Biology and Environment Engineering, Zhejiang Shuren University, Hangzhou 310015, China.ORCID https://orcid.org/0000-0003-4696-4203

Yao ShiCollege of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China.

Chunlei WeiCollege of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China.

Xiaoyong CaoCollege of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China.ORCID https://orcid.org/0009-0006-5234-2346

Yi HeCollege of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310058, China.ORCID https://orcid.org/0000-0002-8807-0892

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Accurate forecasting of PM

Indexed as

AI-based meteorological forecastsboundary-aware graph constructiongraph neural networksmodel interpretabilityPM2.5 predictionspatiotemporal modeling

Identifiers

PMID41777303

DOI10.1021/cbe.5c00074

PMCPMC12951247

What Socratic holds

Textmetadata

LicenceCC BY-NC-ND

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 Socratic graph.