ArticleScientific reports2026
Calibration of physical and mechanical property parameters of broccoli seedling stalks.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Establishment and Parameter Calibration of a Discrete Element Model for Shanghai Bok Choy Plug Seedling.Plants (Basel, Switzerland) · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
This study focuses on the problem of clamping damage during the mechanised transplanting of broccoli seedlings. Based on the physical and mechanical properties of broccoli seedlings, a bonding V2 particle adhesion model was constructed using the discrete element method to accurately simulate the mechanical behaviour of broccoli seedlings during mechanised transplanting. Six contact parameters and five adhesion parameters were selected using a Plackett-Burman(PB) experimental design, and the steepest ascent design was used to explore the effect of these parameters on the shear force and thus approximate the optimal parameter region. A quadratic model for the shear force and bonding parameters was established using a Box-Behnken Design(BBD) experiment, and the bonding parameters in the bonding V2 model were calibrated. The optimal bonding parameters determined were: normal and tangential contact stiffnesses of 2.014 × 109 N∙m− 3 and 1.00 × 109 N∙m− 3 respectively, critical normal and tangential stresses of 1.00 × 106 Pa, and a bond radius of 0.435 mm. Model validation was conducted using clamping deformation tests under practical clamping forces of 10–20 N on young ‘Yanxiu’ broccoli seedlings (30–40 days) with a stalk moisture content of 75.27–78.73% and a stalk diameter of 5.5 ± 0.05 mm. The relative errors between simulated and measured deformation were 8.57%, 11.63%, and 8.93% at clamping forces of 10, 15, and 20 N, respectively, supporting the rationality of the calibration method and parameter values within the validated conditions. The proposed workflow can be transferred to other vegetable seedlings; however, the calibrated parameter set is specific to the tested cultivar, moisture content, geometry, and loading range and should be recalibrated when these conditions change. The results provide a practical reference for designing clamping structures for mechanised transplanting of broccoli seedlings.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.