Evidence map›Paper›PMID 40746976›Full record

ArticleMinds and machines2025

Explainability Through Systematicity: The Hard Systematicity Challenge for Artificial Intelligence.

Matthieu Queloz

Abstract read
In one paragraph

Article in Minds and machines, 2025. 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

1 author.

Matthieu QuelozInstitute of Philosophy, University of Bern, Laenggassstrasse 49a, 3012 Bern, Switzerland.ORCID 0000-0001-6644-9992

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper argues that explainability is only one facet of a broader ideal that shapes our expectations towards artificial intelligence (AI). Fundamentally, the issue is to what extent AI exhibits

Indexed as

CompositionalityConnectionismExplainabilityFunctions of systematizationInterpretabilityLanguage of thoughtPhilosophy of artificial intelligenceProductivitySystematicityXAI

Identifiers

PMID40746976
PMCPMC12307450

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.