Evidence map›Paper›PMID 39682603›Full record

ArticleDiagnostics (Basel, Switzerland)2024

Classifying Dry Eye Disease Patients from Healthy Controls Using Machine Learning and Metabolomics Data.

Sajad Amouei Sheshkal, Morten Gundersen, Michael Alexander Riegler, Øygunn Aass Utheim, Kjell Gunnar Gundersen, Helge Rootwelt, Katja Benedikte Prestø Elgstøen, Hugo Lewi Hammer

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

8 authors.

Sajad Amouei SheshkalDepartment of Computer Science, Oslo Metropolitan University, 0166 Oslo, Norway.ORCID 0009-0007-1805-7880
Morten GundersenIfocus Eye Clinic, 5527 Haugesund, Norway.ORCID 0009-0000-2867-3336
Michael Alexander RieglerDepartment of Computer Science, Oslo Metropolitan University, 0166 Oslo, Norway.
Øygunn Aass UtheimDepartment of Ophthalmology, Oslo University Hospital, 0450 Oslo, Norway.
Kjell Gunnar GundersenIfocus Eye Clinic, 5527 Haugesund, Norway.
Helge RootweltDepartment of Medical Biochemistry, Oslo University Hospital, 0450 Oslo, Norway.ORCID 0000-0002-5862-1745
Katja Benedikte Prestø ElgstøenDepartment of Medical Biochemistry, Oslo University Hospital, 0450 Oslo, Norway.ORCID 0000-0002-0087-0714
Hugo Lewi HammerDepartment of Computer Science, Oslo Metropolitan University, 0166 Oslo, Norway.ORCID 0000-0001-9429-7148

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

classificationdry eye diseasehyper-parameters tuningmachine learningmetabolomics

Identifiers

PMID39682603
PMCPMC11640104

What OpenQuestion holds

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Registered trials

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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.