• Home
  • Search
  • TeaTime4Schools: Using Data Mining Techniques to Model Litter Decomposition in Austrian Urban School Soils
  • Cite Icon18
  • https://doi.org/10.3389/fevo.2021.703794Copy DOI Icon

TeaTime4Schools: Using Data Mining Techniques to Model Litter Decomposition in Austrian Urban School Soils

Show More
  • Abstract
  • PDF
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Litter decomposition plays a pivotal role in the global carbon cycle, but is difficult to measure on a global scale, especially by citizen scientists. Here, citizen scientists, i.e., school students with their teachers, used the globally applied and standardized Tea Bag Index (TBI) method to collect data on litter decomposition in urban areas in Austria. They also sampled soils to investigate the linkages between litter decomposition and soil attributes. For this study, 54 sites were selected from the school experiments and assembled into a TBI dataset comprising litter decomposition rates (k), stabilization factors (S), as well as soil and environmental attributes. An extensive pre-processing procedure was applied to the dataset, including attribute selection and discretization of the decomposition rates and stabilization factors into three categories each. Data mining analyses of the TBI data helped reveal trends in litter decomposition. We generated predictive models (classification trees) that identified the soil attributes governing litter decomposition. Classification trees were developed for both of the litter decomposition parameters: decomposition rate (k) and stabilization factor (S). The main governing factor for both decomposition rate (k) and stabilization factor (S) was the sand content of the soils. The data mining models achieved an accuracy of 54.0 and 66.7% for decomposition rates and stabilization factors, respectively. The data mining results enhance our knowledge about the driving forces of litter decomposition in urban soils, which are underrepresented in soil monitoring schemes. The models are very informative for understanding and describing litter decomposition in urban settings in general. This approach may also further encourage participatory researcher-teacher-student interactions and thus help create an enabling environment for cooperation for further citizen science research in urban school settings.

Loading PDF

Similar Papers
  • Research Article
  • Citations1

Effects of grazing intensity and grazing exclusion on litter decomposition in the temperate steppe of Nei Mongol, China

  • Aug 23, 2016
  • Chinese Journal of Plant Ecology
  • Lili Yang +7
  • Research Article
  • Citations43

Stabilization versus decomposition in alpine ecosystems of the Northwestern Caucasus: The results of a tea bag burial experiment

  • Aug 01, 2018
  • Journal of Mountain Science
  • Tatiana G Elumeeva +4
  • Research Article
  • Citations4

Long-term impact of an extreme wildfire and salvage logging legacies on ecosystem services provision: Decomposition and nutrient cycling in fire-prone Mediterranean pine forests

  • Nov 12, 2024
  • Forest Ecology and Management
  • Sara Turiel-Santos +3
  • Research Article

Исследование влияния климатических факторов на скорость разложения лесной подстилки

  • Oct 01, 2023
  • Natural Systems and Resources
  • Tabriz Tahmazov
  • Preprint Article

TeaTime4App – Raising awareness about the role of soils with the educational “Tea Bag Index App”

  • Mar 23, 2020
  • Julia Miloczki +4
  • Research Article
  • Citations15

Direct and indirect pathways of land management effects on wetland plant litter decomposition

  • Sep 16, 2022
  • The Science of the total environment
  • Yuxi Guo +4
  • PDF
  • Research Article
  • Citations18

Don\u2019t drink it, bury it: comparing decomposition rates with the tea bag index is possible without prior leaching

  • May 08, 2021
  • Plant and Soil
  • Gesche Blume-Werry +5
  • Research Article
  • Citations47

Understanding the enhanced litter decomposition of mixed-species plantations of Eucalyptus and Acacia mangium

  • Nov 27, 2017
  • Plant and Soil
  • Felipe Martini Santos +3
  • Research Article
  • Citations11

Interactive effects of land-use intensity, grazing and fire on decomposition of subtropical seasonal wetlands

  • Oct 19, 2021
  • Ecological Indicators
  • Yuxi Guo +2
  • PDF
  • Research Article
  • Citations8

Litter decomposition above the treeline in alpine regions: A mini review

  • Aug 26, 2021
  • Acta Oecologica
  • Monika Rawat +3
  • Research Article
  • Citations23

Litter decomposition and nutrient dynamics of three woody halophytes in the Taklimakan Desert Highway Shelterbelt

  • Apr 06, 2017
  • Arid Land Research and Management
  • Xue-Mei Zhang +5
  • Research Article

Organic Matter Content and Standard Material Decomposition Rate in Soils of the High Mountain Plant Communities of the Teberda National Park

  • Dec 01, 2023
  • Почвоведение
  • T G Elumeeva +8
  • PDF
  • Research Article
  • Citations21

Plant presence reduces root and shoot litter decomposition rates of crops and wild relatives

  • Mar 18, 2019
  • Plant and Soil
  • Janna M Barel +3
  • PDF
  • Research Article
  • Citations6

Relative contribution of photodegradation to litter breakdown in Australian grasslands.

  • Dec 01, 2023
  • Ecology and evolution
  • Freja E B Butler +3
  • Research Article
  • Citations46

Grazing mediates soil microbial activity and litter decomposition in salt marshes

  • Feb 25, 2020
  • Science of The Total Environment
  • H Tang +5
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.