Evidence map›Paper›PMID 34745814›Full record

Article3 Biotech2021

Quantification of adulteration in traded ayurvedic raw drugs employing machine learning approaches with DNA barcode database.

Suma Arun Dev, Remya Unnikrishnan, R Jayaraj, P Sujanapal, V Anitha

Abstract read
In one paragraph

Article in 3 Biotech, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Frontiers in pharmacology · 2026
    Review
  2. Article
  3. Review
  4. 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.

Suma Arun Dev *Forest Genetics and Biotechnology Division, Kerala Forest Research Institute, Peechi, Thrissur, 680653 Kerala India.ORCID 0000-0002-6076-9693
Remya Unnikrishnan *Forest Genetics and Biotechnology Division, Kerala Forest Research Institute, Peechi, Thrissur, 680653 Kerala India.
R JayarajForest Ecology and Biodiversity Conservation Division, Kerala Forest Research Institute, Peechi, Thrissur, 680653 Kerala India.
P SujanapalSustainable Forest Management Division, Kerala Forest Research Institute, Peechi, Thrissur, 680653 Kerala India.
V AnithaForestry and Human Dimensions Division, Kerala Forest Research Institute, Peechi, Thrissur, 680653 Kerala India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Adulteration of expensive raw drugs with inferior taxa has become a routine practice, conceding the quality and safety of derived herbal products. In this regard, the study addresses the development of an integrated approach encompassing DNA barcode and HPTLC fingerprinting to authenticate chiefly traded ayurvedic raw drugs in south India [viz. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s13205-021-03001-5.

Indexed as

Artificial IntelligenceAyurvedic raw drugDNA barcodingMachine Learning Algorithm

Identifiers

PMID34745814
PMCPMC8523608

What OpenQuestion holds

Textmetadata
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.