Evidence map›Paper›PMID 42351501›Full record

ArticleDiagnostics (Basel, Switzerland)2026

A National Audit of Mammography Systems Settings That May Affect the Output of Artificial Intelligence Software.

Alistair Mackenzie, John Loveland, Leila Farshadi, Carlijn Roozemond, Ruben E van Engen

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Alistair MackenzieMedical Physics Department, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK.ORCID 0000-0003-4545-8018
John LovelandMedical Physics Department, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK.
Leila FarshadiMedical Physics Department, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK.
Carlijn RoozemondDutch Expert Centre for Screening (LRCB), Wijchenseweg 101, 6538 SW Nijmegen, The Netherlands.ORCID 0009-0002-7298-0709
Ruben E van EngenDutch Expert Centre for Screening (LRCB), Wijchenseweg 101, 6538 SW Nijmegen, The Netherlands.ORCID 0000-0001-7006-1376

Funding

UK Research and Innovation 10088801
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceDICOMimage processingmammography

Identifiers

PMID42351501
PMCPMC13298489

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.