Evidence map›Paper›PMID 40732446›Full record

ArticleSensors (Basel, Switzerland)2025

Discrete Time Series Forecasting in Non-Invasive Monitoring of Managed Honey Bee Colonies: Part II: Are Hive Weight and In-Hive Temperature Seasonal and Colony-Specific?

Vladimir A Kulyukin, Aleksey V Kulyukin, William G Meikle

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. 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

3 authors.

Vladimir A KulyukinDepartment of Computer Science, Utah State University, Logan, UT 84322, USA.ORCID 0000-0002-8778-5175
Aleksey V KulyukinDepartment of Mathematics and Statistics, Utah State University, Logan, UT 84322, USA.ORCID 0009-0009-4396-9878
William G MeikleCarl Hayden Bee Research Center, USDA-ARS, Tucson, AZ 85719, USA.ORCID 0000-0002-1759-6950

Funding

United States Department of Agriculture DSFAS A1541 Award 2024-67013-42521
6 · The paper itself

Abstract

We explored the stationarity, trend, and seasonality of the hive weight and in-hive temperature of ten managed honey bee (

Indexed as

BeekeepingAnimalsArizonaBeesForecastingSeasonsTemperatureARIMAcontinuous beehive monitoringelectronic beehive monitoringhive weight and in-hive temperature datasetsprecision apicultureSARIMAsensor-based hive monitoringtime series forecasting

Identifiers

PMID40732446
PMCPMC12299814

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.