Evidence map›Paper›PMID 42282936›Full record

ArticleNational science review2026

From manganese mineral evolution history to atmospheric oxygen reconstruction.

Yan Li, Ziyi Zhuang, Xinran Xu, Rongzhang Yin, Yanzhang Li, Yadong Wang, Chunjiang Li, Yong Lai, Yanan Zhang, Huan Ye and 4 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in National science review, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

14 authors.

Yan LiSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Ziyi ZhuangBeijing Key Laboratory of Mineral Environmental Function, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Xinran XuImage Processing Center, Beihang University, Beijing 102206, China.
Rongzhang YinSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Yanzhang LiSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Yadong WangImage Processing Center, Beihang University, Beijing 102206, China.
Chunjiang LiSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Yong LaiSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Yanan ZhangImage Processing Center, Beihang University, Beijing 102206, China.
Huan YeSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Zhaoyang HuSKLab-DeepMinE, MOEKLab-OBCE, School of Earth and Space Sciences, Peking University, Beijing 100871, China.ORCID https://orcid.org/0009-0006-9748-6570
Anhuai LuBeijing Key Laboratory of Mineral Environmental Function, School of Earth and Space Sciences, Peking University, Beijing 100871, China.
Robert M HazenEarth and Planets Laboratory, Carnegie Institution for Science, Washington, DC 20015, USA.
Xiangzhi BaiImage Processing Center, Beihang University, Beijing 102206, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The evolutionary record of redox-sensitive manganese (Mn) minerals encodes critical information about Earth's oxygenation history. By building a global Mn mineral dataset (144 200 entries across 25 feature dimensions), we developed a URD (Unequal-size feature matrix, Recoupling relationship, and Disaccord labels) deep-learning model to reconstruct continuous atmospheric oxygen level (

Indexed as

atmospheric oxygenation historydeep learningmineral informaticsMn crystal chemistryMn mineral dataset

Identifiers

PMID42282936
PMCPMC13251890

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.