Evidence map›Paper›PMID 41977997›Full record

ArticleSensors (Basel, Switzerland)2026

Proposal for Computationally Efficient Fog Computing System for Coffee Berry Borer Detection via Optimized YOLOv26.

Ingrid P Huaman-Pacco, Erwin J Sacoto-Cabrera, Vinie Lee Silva-Alvarado, Ali Ahmad, Sandra Sendra, Jaime Lloret, Edison Moreno-Cardenas

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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. Article
  2. 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

7 authors.

Ingrid P Huaman-PaccoTESLA Laboratory, Universidad Nacional de San Antonio Abad del Cusco, Cusco 08003, Peru.ORCID 0009-0006-3936-1948
Erwin J Sacoto-CabreraGIHP4C, Universidad Politécnica Salesiana, Cuenca 010102, Ecuador.ORCID 0000-0003-2916-0369
Vinie Lee Silva-AlvaradoInstituto de Investigación para la Gestión Integrada de Zonas Costeras, Universitat Politécnica de València, C/Paranimf, 1, 46730 Grao de Gandia, Valencia, Spain.ORCID 0009-0000-5857-3248
Ali AhmadInstituto de Investigación para la Gestión Integrada de Zonas Costeras, Universitat Politécnica de València, C/Paranimf, 1, 46730 Grao de Gandia, Valencia, Spain.ORCID 0000-0001-5530-7374
Sandra SendraInstituto de Investigación para la Gestión Integrada de Zonas Costeras, Universitat Politécnica de València, C/Paranimf, 1, 46730 Grao de Gandia, Valencia, Spain.ORCID 0000-0001-9556-9088
Jaime LloretInstituto de Investigación para la Gestión Integrada de Zonas Costeras, Universitat Politécnica de València, C/Paranimf, 1, 46730 Grao de Gandia, Valencia, Spain.ORCID 0000-0002-0862-0533
Edison Moreno-CardenasTESLA Laboratory, Universidad Nacional de San Antonio Abad del Cusco, Cusco 08003, Peru.ORCID 0000-0001-9545-4694

Funding

Agencia Estatal de Investigación (AEI) MICIU/AEI/10.13039/501100011033 PRE2021-100809Agencia Estatal de Investigación (AEI) MICIU/AEI/10.13039/501100011033 PRIMA Programme supported by the European Union, project PAVERNational University of Saint Anthony the Abbot in Cuzco projects of the Professional School of Electronic EngineeringPolitecnica Salesiana University Fog Computing Simulation projectUniversitat Politècnica de València Programa de Ayudas de Investigación y Desarrollo (PAID-01-24)
6 · The paper itself

Abstract

The Coffee Berry Borer is the most destructive pest affecting global production of

Indexed as

CoffeaFruitAlgorithmsAnimalsDetection AlgorithmsImage Processing, Computer-Assistedadvanced AICNNfog computingimage analysismachine learningobject optimizationprecision agricultureWSN

Identifiers

PMID41977997
PMCPMC13075308

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.