Evidence map›Paper›PMID 39335770›Full record

ArticleDiagnostics (Basel, Switzerland)2024

Comparative Performance of Autoencoders and Traditional Machine Learning Algorithms in Clinical Data Analysis for Predicting Post-Staged GKRS Tumor Dynamics.

Simona Ruxandra Volovăț, Tudor Ovidiu Popa, Dragoș Rusu, Lăcrămioara Ochiuz, Decebal Vasincu, Maricel Agop, Călin Gheorghe Buzea, Cristian Constantin Volovăț

Abstract read
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. 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

8 authors.

Simona Ruxandra VolovățUniversity of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.
Tudor Ovidiu PopaUniversity of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0001-9434-1751
Dragoș RusuFaculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-5485-0620
Lăcrămioara OchiuzUniversity of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0001-6447-0958
Decebal VasincuUniversity of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.ORCID 0000-0002-7139-0304
Maricel AgopPhysics Department, Technical University "Gheorghe Asachi" Iași, 700050 Iași, Romania.
Călin Gheorghe BuzeaClinical Emergency Hospital "Prof. Dr. Nicolae Oblu" Iași, 700309 Iași, Romania.
Cristian Constantin VolovățUniversity of Medicine and Pharmacy "Grigore T. Popa" Iași, 700115 Iași, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

autoencodersbrain metastasisgamma knife radiosurgery (GKRS)machine learning modelstumor dynamics forecasting

Identifiers

PMID39335770
PMCPMC11430838

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.