Evidence map›Paper›PMID 42122305›Full record

ArticleSensors (Basel, Switzerland)2026

Research on Precise Detection Methods for the Maturity of

Jun Yu, Changshou Luo, Qingfeng Wei, Yang Lu, Yaming Zheng

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. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Jun YuInstitute of Data Science and Agricultural Economics, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China.
Changshou LuoInstitute of Data Science and Agricultural Economics, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China.
Qingfeng WeiInstitute of Data Science and Agricultural Economics, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China.
Yang LuInstitute of Data Science and Agricultural Economics, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China.
Yaming ZhengInstitute of Data Science and Agricultural Economics, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China.

Funding

2026 Special Project for Reform and Development of Beijing Academy of Agriculture and Forestry Sciences: "Research and Application of Agricultural Data Science and Technology" GGFZSJS2026Beijing Academy of Agriculture and Forestry Sciences KJCX20250905Beijing Academy of Agriculture and Forestry Sciences for "Research and Application of Agricultural Multimodal Information Consulting Service Technology Based on Large Models" KJCX20240314Beijing Smart Agriculture Innovation Consortium Project BAIC10-2025
6 · The paper itself

Abstract

Addressing the challenges of complex background interference, low lighting conditions, small target recognition, and difficulty in maturity grading in the automated detection of

Indexed as

PleurotusAlgorithmsColorDetection Algorithms4th channeldual-pathHSV hue rangehypergraphphysiological priorStockenAttentionYOLOv13

Identifiers

PMID42122305
PMCPMC13165960

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.