Evidence map›Paper›PMID 35371139›Full record

ArticleFrontiers in plant science2022

Enhancing Wheat Disease Diagnosis in a Greenhouse Using Image Deep Features and Parallel Feature Fusion.

Zhao Zhang, Paulo Flores, Andrew Friskop, Zhaohui Liu, C Igathinathane, X Han, H J Kim, N Jahan, J Mathew, S Shreya

Open access · goldAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in plant science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
5.0field-weighted citation impact, top 5% of its field
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

3 citing papers in PubMed, 1 synthesis or guideline pooled it, 26 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. 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

10 authors at 3 institutions in 3 countries.

Zhao ZhangKey Laboratory of Modern Precision Agriculture System Integration Research, Ministry of Education, China Agricultural University, Beijing, China.
Paulo FloresDepartment of Agricultural and Biosystems Engineering, North Dakota State University, Fargo, ND, United States.
Andrew FriskopDepartment of Plant Sciences, North Dakota State University, Fargo, ND, United States.
Zhaohui LiuDepartment of Plant Sciences, North Dakota State University, Fargo, ND, United States.
C IgathinathaneDepartment of Agricultural and Biosystems Engineering, North Dakota State University, Fargo, ND, United States.
X HanDepartment of Biosystems Engineering, College of Agriculture and Life Sciences, Kangwon National University, Chuncheon, South Korea.
H J KimInterdisciplinary Program in Smart Agriculture, College of Agriculture and Life Sciences, Kangwon National University, Chuncheon, South Korea.
N JahanDepartment of Agricultural and Biosystems Engineering, North Dakota State University, Fargo, ND, United States.
J MathewDepartment of Agricultural and Biosystems Engineering, North Dakota State University, Fargo, ND, United States.
S ShreyaDepartment of Electrical and Computer Engineering, North Dakota State University, Fargo, ND, United States.
North Dakota State University · USKangwon National University · KRChina Agricultural University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Since the assessment of wheat diseases (e.g., leaf rust and tan spot)

Indexed as

data fusiondeep featureshandcrafted featuresplant pathologywheat disease

Identifiers

PMID35371139
PMCPMC8965652
OpenAlexW4220752238

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.