Evidence map›Paper›PMID 42651214›Full record

ReviewHealthcare (Basel, Switzerland)2026

Healthcare Digital Twins Across Scales: A Narrative Review and Five-Level Conceptual Framework.

Leonard Azamfirei, Dorin Bica, Andrei Calin Dragomir, Emoke Almasy

Abstract readReview
In one paragraph

Review in Healthcare (Basel, Switzerland), 2026. 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

4 authors.

Leonard AzamfireiDepartment of Anaesthesiology and Intensive Care Medicine, George Emil Palade University of Medicine, Pharmacy, Science, and Technology of Targu Mures, Gheorghe Marinescu 38, 540139 Targu Mures, Mures County, Romania.ORCID 0000-0003-3220-2267
Dorin BicaDepartment of Electrical Engineering and Information Technology, George Emil Palade University of Medicine, Pharmacy, Science, and Technology of Targu Mures, Gheorghe Marinescu 38, 540139 Targu Mures, Mures County, Romania.ORCID 0009-0004-3921-4417
Andrei Calin DragomirDoctoral School of Medicine and Pharmacy, George Emil Palade University of Medicine, Pharmacy, Science, and Technology of Targu Mures, Gheorghe Marinescu 38, 540139 Targu Mures, Mures County, Romania.
Emoke AlmasyDepartment of Anaesthesiology and Intensive Care Medicine, George Emil Palade University of Medicine, Pharmacy, Science, and Technology of Targu Mures, Gheorghe Marinescu 38, 540139 Targu Mures, Mures County, Romania.

Funding

project FOCUS: Training and Guidance for UMFST Researchers in Health 100455/29.08.2025
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical decision supportdigital healthdigital twingovernancehealthcare simulationhealth system intelligenceinteroperabilitylearning health systemnarrative reviewprecision medicinevalidation

Identifiers

PMID42651214
PMCPMC13512353

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.