Hyperautomation in Healthcare: Perspectives from a Joint IFCC - EHMA Session.

Damien Gruson, Teresa Magalhaes, Anett Ruszanov, Claudia Granaldi, Sergio Bernardini, Sandra C Buttigieg

Abstract read

In one paragraph

Article in EJIFCC, 2023. 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.

Utilization and prospects of artificial intelligence in the diagnosis, prediction, and treatment of erectile dysfunction.Sexual medicine · 2026
Review
A Present Where AI is Enhancing Laboratory Medicine, A Future Where It Redefines Healthcare.EJIFCC · 2025
Article
Emerging Technologies in Healthcare and Laboratory Medicine: Trends and Need for a Roadmap to Sustainable ImplementationBalkan medical journal · 2024
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

6 authors.

Damien GrusonDepartment of Laboratory Medicine, Cliniques Universitaires St-Luc and Université Catholique de Louvain, Brussels, Belgium.

Teresa MagalhaesNOVA National School of Public Health, Public Health Research Centre, Comprehensive Health Research Center, CHRC, NOVA University of Lisbon, Lisbon, Portugal PT.

Anett RuszanovEuropean Health Management Association (EHMA).

Claudia GranaldiEuropean Health Management Association (EHMA).

Sergio BernardiniIFCC Emerging Technologies Division.

Sandra C ButtigiegDepartment of Health Systems Management and Leadership, Faculty of Health Sciences, University of Malta.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial intelligenceAutomationDataEfficiencyPatient SafetyProcess

Identifiers

PMID38303753

PMCPMC10828537

What OpenQuestion holds

Textmetadata

LicenceCC BY-NC

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.