Evidence map›Paper›PMID 40941626›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Episode- and Hospital-Level Modeling of Pan-Resistant Healthcare-Associated Infections (2020-2024) Using TabTransformer and Attention-Based LSTM Forecasting.

Nicoleta Luchian, Camer Salim, Alina Plesea Condratovici, Constantin Marcu, Călin Gheorghe Buzea, Mădalina Nicoleta Matei, Ciprian Adrian Dinu, Mădălina Duceac Covrig, Eva Maria Elkan, Dragoș Ioan Rusu and 2 more

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. 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

12 authors.

Nicoleta LuchianDoctoral School of Biomedical Sciences, Faculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.
Camer SalimFaculty of Medicine, Ovidius University of Constanta, 1 Universității Street, Campus-Corp A, etaj 1, 900470 Constanța, Romania.
Alina Plesea CondratoviciFaculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.ORCID 0000-0002-2710-7284
Constantin MarcuDoctoral School of Biomedical Sciences, Faculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.
Călin Gheorghe BuzeaNational Institute of Research and Development for Technical Physics, IFT Iași, 700050 Iași, Romania.ORCID 0000-0003-2791-3400
Mădalina Nicoleta MateiFaculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.
Ciprian Adrian DinuFaculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.ORCID 0000-0001-9600-568X
Mădălina Duceac CovrigDoctoral School of Biomedical Sciences, Faculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.ORCID 0009-0002-3092-2324
Eva Maria ElkanFaculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.ORCID 0000-0003-2094-1089
Dragoș Ioan RusuDepartment of Environmental Engineering, Mechanical Engineering and Agritourism, Faculty of Engineering, "Vasile Alecsandri" University of Bacău, 600115 Bacău, Romania.ORCID 0000-0002-5485-0620
Lăcrămioara OchiuzFaculty of Medicine and Pharmacy, "Grigore T. Popa" University of Medicine and Pharmacy Iași, 700115 Iași, Romania.ORCID 0000-0001-6447-0958
Letiția Doina DuceacFaculty of Medicine and Pharmacy, "Dunărea de Jos" University of Galați, 47 Domnească Street, 800008 Galați, Romania.ORCID 0000-0002-1652-2618

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Acinetobacter spp.antimicrobial stewardshiphealthcare-associated infections (HAIs)LSTM forecastingpan-drug resistanceTabTransformer

Identifiers

PMID40941626
PMCPMC12428759

What OpenQuestion holds

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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.