Evidence map›Paper›PMID 39943349›Full record

ArticleSensors (Basel, Switzerland)2025

Biochemical Oxygen Demand Prediction Based on Three-Dimensional Fluorescence Spectroscopy and Machine Learning.

Xu Zhang, Yihao Zhang, Xuanyi Yang, Zhiyun Wang, Xianhua Liu

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. 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

5 authors.

Xu ZhangSchool of Environmental Science and Engineering, Tianjin University, Tianjin 300354, China.
Yihao ZhangSchool of Environmental Science and Engineering, Tianjin University, Tianjin 300354, China.
Xuanyi YangSchool of Environmental Science and Engineering, Tianjin University, Tianjin 300354, China.
Zhiyun WangSchool of Environmental Science and Engineering, Tianjin University, Tianjin 300354, China.ORCID 0000-0001-5236-8948
Xianhua LiuSchool of Environmental Science and Engineering, Tianjin University, Tianjin 300354, China.ORCID 0000-0001-5496-3011

Funding

Independent Innovation Fund of Tianjin University #2024XSU-0006National Natural Science Foundation of China #42377380Tianjin Science and Technology Program #21YFSNSN00180Tianjin University Postgraduate Arts and Sciences Topnotch Innovation Award Program #C1-2022-007
6 · The paper itself

Abstract

Biochemical oxygen demand (BOD) is an important indicator of the degree of organic pollution in water bodies. Traditional methods for BOD

Indexed as

BODPARAFACrandom forest modelthree-dimensional fluorescence

Identifiers

PMID39943349
PMCPMC11821206

What Socratic 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 Socratic graph.