Evidence map›Paper›PMID 42712529›Full record

ArticleFrontiers in health services2026

Editorial: Beyond the hype: a global perspective on the real-world utility of AI in healthcare research and service delivery.

Tonio Schoenfelder, Tom Karl Schaal, Sven Hellbach

Abstract readEditorial
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in health services, 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

3 authors.

Tonio SchoenfelderDepartment of Health Systems Research, Scientific Institute for Health Economics and Health System Research (WIG2), Leipzig, Germany.
Tom Karl SchaalFaculty of Health and Healthcare Sciences, University of Applied Sciences Zwickau, Zwickau, Germany.
Sven HellbachFaculty of Physical Engineering/Computer Sciences, University of Applied Sciences Zwickau, Zwickau, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AI-based diagnostics and treatmentAI best-practiceAI regulation and oversight in healthcarebias and fairness in AI in healthcareclinical decision support systemslarge language model (LLM)machine learning in healthcare

Identifiers

PMID42712529
PMCPMC13550217

What Socratic 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 Socratic graph.