Evidence map›Paper›PMID 38203104›Full record

ArticleSensors (Basel, Switzerland)2023

A Machine Learning Model Based on GRU and LSTM to Predict the Environmental Parameters in a Layer House, Taking CO

Xiaoyang Chen, Lijia Yang, Hao Xue, Lihua Li, Yao Yu

Open access · goldAbstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
2.1field-weighted citation impact, top 14% 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

7 citing papers in PubMed, 17 citations in OpenAlex.

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  5. QTL mapping and candidate genes prediction for plant height and brix content in sorghum [Sorghum bicolor (L.) Moench].TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025
    Article
  6. Review
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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 at 1 institution in 1 country.

Xiaoyang ChenCollege of Mechanical and Electrical Engineering, Hebei Agricultural University, Baoding 071001, China.
Lijia YangCollege of Mechanical and Electrical Engineering, Hebei Agricultural University, Baoding 071001, China.
Hao XueCollege of Mechanical and Electrical Engineering, Hebei Agricultural University, Baoding 071001, China.ORCID 0000-0002-2344-7441
Lihua LiCollege of Mechanical and Electrical Engineering, Hebei Agricultural University, Baoding 071001, China.
Yao YuCollege of Mechanical and Electrical Engineering, Hebei Agricultural University, Baoding 071001, China.
Hebei Agricultural University · CN

Funding

Beijing Innovation Consortium of Digital Agriculture Research System BAIC10-2023Modern agricultural industrial technology system in Hebei Province Innovation Team Project HBCT2023210204S&T Program of Hebei 22326607D
6 · The paper itself

Abstract

In a layer house, the CO

Indexed as

Carbon DioxideEnvironmental MonitoringHealth StatusHumidityMachine LearningCarbon DioxideCO2 concentrationGRUlayer houseLSTMprediction

Identifiers

PMID38203104
PMCPMC10781361
OpenAlexW4390467949

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.