Evidence map›Paper›PMID 41767653›Full record

ArticleFood chemistry: X2026

Free-scale quantification of biomass and fucoxanthin in mass culture of

Jijian Long, Song Zou, Wen Liu, Mingyang Ma, Qin Zhang, Yini Chen, Yadong Chu, Zhiqiang Guo, Yinlan Ruan, Danxiang Han and 1 more

Abstract read
In one paragraph

Article in Food chemistry: X, 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. Review
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

11 authors.

Jijian LongCollege of Civil and Transportation Engineering, Shenzhen University, Shenzhen 518060, China.
Song ZouFaculty of Synthetic Biology, Shenzhen University of Advanced Technology, Shenzhen 518107, China.
Wen LiuCollege of Civil and Transportation Engineering, Shenzhen University, Shenzhen 518060, China.
Mingyang MaFaculty of Synthetic Biology, Shenzhen University of Advanced Technology, Shenzhen 518107, China.
Qin ZhangDemeter Biotech (Zhuhai) Co., Ltd, Zhuhai 519070, China.
Yini ChenDemeter Biotech (Zhuhai) Co., Ltd, Zhuhai 519070, China.
Yadong ChuInstitute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China.
Zhiqiang GuoSchool of Optoelectronic Engineering, Guilin University of Electronic Technology, Guilin 541004, China.
Yinlan RuanSchool of Optoelectronic Engineering, Guilin University of Electronic Technology, Guilin 541004, China.
Danxiang HanDemeter Biotech (Zhuhai) Co., Ltd, Zhuhai 519070, China.
Qiang HuFaculty of Synthetic Biology, Shenzhen University of Advanced Technology, Shenzhen 518107, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rapid, non-invasive monitoring technologies represent an advancement beyond labor-intensive assays for assessing biomass and bioactives in microalgal production. This study established an integrated Raman spectroscopy and machine learning framework for quantification of

Indexed as

BiomassFucoxanthinMachine learningMicroalgaeModelRaman spectroscopyTransfer learning

Identifiers

PMID41767653
PMCPMC12936738

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.