Evidence map›Paper›PMID 41658493›Full record

ReviewInnovation (Cambridge (Mass.))2026

Balancing AI and human insights in scientific discovery: Challenges and guidelines.

Ricardo Vinuesa, Pilar Manchón, Sergio Hoyas, Javier García-Martínez

Abstract readReview
In one paragraph

Review in Innovation (Cambridge (Mass.)), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Explainable AI: learning from the learners.Nature communications · 2026
    Review
  2. Review
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.

Ricardo VinuesaDepartment of Aerospace Engineering, University of Michigan, Ann Arbor, MI 48109, USA.
Pilar ManchónGoogle Research, 1600 Amphitheatre Parkway, Mountain View, CA 94043, USA.
Sergio HoyasInstituto Universitario de Matemática Pura y Aplicada, Universitat Politècnica de València, València 46022, Spain.
Javier García-MartínezMolecular Nanotechnology Lab, Department of Inorganic Chemistry, University of Alicante, Alicante 03080, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID41658493
PMCPMC12881746

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.