Evidence map›Paper›PMID 41744737›Full record

ArticleBiosensors2026

Deep Convolutional Neural Networks for Autofocus Control on a

Santiago Escobar-Benavides, Jose-Julio Peñaranda-Jara, Joan-Carles Puchalt, Antonio-José Sánchez-Salmerón

Abstract read
In one paragraph

Article in Biosensors, 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

4 authors.

Santiago Escobar-BenavidesInstituto de Automática e Informática Industrial, Universitat Politècnica de València, Camino de Vera S/N, 46022 Valencia, Spain.
Jose-Julio Peñaranda-JaraInstituto de Automática e Informática Industrial, Universitat Politècnica de València, Camino de Vera S/N, 46022 Valencia, Spain.
Joan-Carles PuchaltInstituto de Automática e Informática Industrial, Universitat Politècnica de València, Camino de Vera S/N, 46022 Valencia, Spain.ORCID 0000-0002-9432-8319
Antonio-José Sánchez-SalmerónInstituto de Automática e Informática Industrial, Universitat Politècnica de València, Camino de Vera S/N, 46022 Valencia, Spain.ORCID 0000-0003-1896-5356

Funding

Comunitat Valenciana (Spain) INVEST/2023/541EU-FEDER Comunitat Valenciana IDIFEDER/2018/025
6 · The paper itself

Abstract

Correct focal positioning is essential for microscopy imaging of live moving subjects such as

Indexed as

Caenorhabditis elegansAlgorithmsAnimalsConvolutional Neural NetworksImage Processing, Computer-AssistedNeural Networks, ComputerautofocusC. elegansconvolutional neural networksdeep learningsupervised learning

Identifiers

PMID41744737
PMCPMC12938743

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.