Evidence map›Paper›PMID 42098234›Full record

ArticleScientific reports2026

Machine learning modeling to predict the photocatalytic degradation rate constant in wastewater using TiO

Moges Mitku, Yunxiang Zhang, Getachew G Kebede, Yuxin Zhang, Wang Shou, Qinfang Zhang, Fekadu Gashaw Hone

Abstract read
In one paragraph

Article in Scientific reports, 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.

Moges MitkuSchool of Materials Science and Engineering, Yancheng Institute of Technology, Yancheng, 224051, PR China.
Yunxiang ZhangSchool of Materials Science and Engineering, Yancheng Institute of Technology, Yancheng, 224051, PR China. chzyx123@163.com.
Getachew G KebedeCenter for Materials Science and Engineering, Addis Ababa University, P.O.Box: 1176, Addis Ababa, Ethiopia.
Yuxin ZhangSchool of Materials Science and Engineering, Yancheng Institute of Technology, Yancheng, 224051, PR China.
Wang ShouSchool of Materials Science and Engineering, Yancheng Institute of Technology, Yancheng, 224051, PR China.
Qinfang ZhangSchool of Materials Science and Engineering, Yancheng Institute of Technology, Yancheng, 224051, PR China. qfangzhang@gmail.com.
Fekadu Gashaw HoneDepartment of Physics, Addis Ababa University, P.O.Box: 1176, Addis Ababa, Ethiopia. fekadu.gashaw@aau.edu.et.

Funding

Addis Ababa University ORA/013/18/25National Natural Science Foundation of China-China Academy of General Technology Joint Fund for Basic Research No. 12474276 and 12274361
6 · The paper itself

Abstract

Many researchers have studied the application of titanium dioxide (TiO

Indexed as

Catalyst loadCatBoostMachine LearningPhotocatalysisTiO2

Identifiers

PMID42098234
PMCPMC13338447

What OpenQuestion holds

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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.