Evidence map›Paper›PMID 40218618›Full record

ArticleSensors (Basel, Switzerland)2025

Digital Repeat Photography Application for Flowering Stage Classification of Selected Woody Plants.

Monika A Różańska, Kamila M Harenda, Damian Józefczyk, Tomasz Wojciechowski, Bogdan H Chojnicki

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. Review
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.

Monika A RóżańskaLaboratory of Bioclimatology, Department of Ecology and Environmental Protection, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, ul. Piątkowska 94, 60-649 Poznań, Poland.ORCID 0009-0006-9445-7248
Kamila M HarendaLaboratory of Bioclimatology, Department of Ecology and Environmental Protection, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, ul. Piątkowska 94, 60-649 Poznań, Poland.ORCID 0000-0002-6111-981X
Damian JózefczykLaboratory of Bioclimatology, Department of Ecology and Environmental Protection, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, ul. Piątkowska 94, 60-649 Poznań, Poland.
Tomasz WojciechowskiDepartment of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, ul. Piątkowska 94, 60-649 Poznań, Poland.ORCID 0000-0002-2222-6866
Bogdan H ChojnickiLaboratory of Bioclimatology, Department of Ecology and Environmental Protection, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, ul. Piątkowska 94, 60-649 Poznań, Poland.ORCID 0000-0002-9012-4060

Funding

National Science Centre Poland UMO-2017/27/B/ST10/02228
6 · The paper itself

Abstract

Digital repeat photography is currently applied mainly in geophysical studies of ecosystems. However, its role as a tool that can be utilized in conventional phenology, tracking a plant's seasonal developmental cycle, is growing. This study's main goal was to develop an easy-to-reproduce, single-camera-based novel approach to determine the flowering phases of 12 woody plants of various deciduous species. Field observations served as binary class calibration datasets (flowering and non-flowering stages). All the image RGB parameters, designated for each plant separately, were used as plant features for the models' parametrization. The training data were subjected to various transformations to achieve the best classifications using the weighted

Indexed as

FlowersPhotographyAlgorithmsImage Processing, Computer-Assisteddigital repeat photographyfloweringk-nearest neighborsphenology

Identifiers

PMID40218618
PMCPMC11990982

What OpenQuestion holds

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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.