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Replication Data for: "Enhancing the Extraction of GHG Emission-Reduction Targets From Sustainability Reports using Vision Language Models"
No full textReplication data for an extraction artefact comprising a page-level dataset, an automated evaluation pipeline, model and text-preprocessing comparisons, and iterative prompt and few-shot refinement. Pages from sustainability reports can be processed directly by VLMs to preserve visual–textual structure
EJP SOIL - TrueSoil - Germany
No full textThe EJP SOIL TrueSoil Project 2022-2025 investigated trade offs between crop yield, soil organic carbon and greenhouse gas emissions under agroecological practices over broad pedoclimatic conditions.
The Garte-Sued field trial is a tillage practices experiment that compares conventional tillage and reduced tillage since 1970 in Goettingen, Germany. Conventional tillage is applied with moldboard ploughing at 30 cm and reduced tillage with rotary harrowing at 10 cm. The trial follows a randomized block design with four blocks each having four plots. In February 2023, we paired the tillage experiment with a reduced rain experiment using rainout shelters designed to intercept 50% of rainfall in half of the plots.
In this dataset, we contribute data on crop yield, soil organic carbon stocks, soil carbon dioxide and nitrous oxide fluxes and soil mineral nitrogen from February 2022 until March 2025. Additional data (e.g., management information and soil properties) are also included
Data for "Nonmuscle Myosin-2B Regulates Apical Cortical Mechanics, ZO-1 Dynamics and Cell Size in MDCK Epithelial Cells"
No full textThis dataset contains replication data for Figure 2A, B and C
Phase_align_simulations_Schoeberl
No full textMATLAB code and files related to the simulations performed for the publicatio
Replication Data for: Multicomponent Double-Hybrid Density Functional Theory
No full textThis data set contains the structural information employed in the multicomponent double-hybrid density functional theory publication
TrailScan Model "Thuringia"
No full textTrained U-Net Model for skid trail segmentation in forests in Germany. The model is to be used in the TrailScan QGIS Plugin tool "Inference"
Perioperative laboratory profiles predict complications after extensive head and neck reconstruction: A proof-of-concept study
No full textThis dataset comprises the retrospective analysis of perioperative laboratory parameters from 233 patients with oral squamous cell carcinoma (OSCC) who underwent tumor resection and reconstructive head and neck surgery, including detailed laboratory histories, complication rates, and clinical parameters for the investigation of predictive markers of postoperative complications
Bachelor Thesis "Hearing What Plants Feel: Stress Signals Via Ultrasound"
No full textPlants provide us with the basis of life by producing oxygen and serving as food. How
ever, due to advancing climate change, we are increasingly experiencing food shortages.
In order to protect and increase the remaining plant population, multispectral cameras
are now being used in addition to manual visual inspections. However, by the time visual abnormalities are detected, the underlying diseases or damage have already occurred and have had an impact.
A method that could be used at an earlier stage appears to have been found in a study
by Khait et al. [1]. They discovered that tomato plants under stress conditions, such as
drought, emit measurable acoustic emissions in the ultrasonic range. This reproduction
is considered unique to date. Reproducing the experiment would enable real-time re
sponses to the sounds made by plants. This could prevent disease or damage to plants
and thus also secure food production.
The aim of this thesis was therefore to verify the study by Khait et al. using our own
measurements on tomato plants. For this purpose, these plants were recorded in an
aeroponic system using a 384 kHz ultrasonic microphone. The resulting recordings were segmented, spectrographically evaluated and checked for frequency peaks. A real-time analysis of characteristic frequency peaks was also performed. However, the analysis of all our own measurements was negative, with no characteristic frequency peaks in the range of 49.6 ± 0.4 kHz. This is in stark contrast to the data provided from the experiments in the paper by Khait et al. [2]. The discrepancies can be attributed to
technical problems during recording and to ambient noise. Future work should focus
primarily on improving the recording conditions.
[1] Itzhak Khait, Ohad Lewin-Epstein, Raz Sharon, Kfir Saban, Revital Goldstein,
Yehuda Anikster, Yarden Zeron, Chen Agassy, Shaked Nizan, Gayl Sharabi, Ran
Perelman, Arjan Boonman, Nir Sade, Yossi Yovel, and Lilach Hadany. Sounds
emitted by plants under stress are airborne and informative. Cell, 186(7):1328
1336.e10, March 2023. ISSN 00928674. doi: 10.1016/j.cell.2023.03.009. URL https:
//linkinghub.elsevier.com/retrieve/pii/S0092867423002623. Last accessed
on 16 October 2025.
[2] Itzhak Khait, Ohad Lewin-Epstein, Raz Sharon, Kfir Saban, Revital Goldstein,
Yehuda Anikster, Yarden Zeron, Chen Agassy, Shaked Nizan, Gayl Sharabi, Ran
Perelman, Arjan Boonman, Nir Sade, Yossi Yovel, and Lilach Hadany. Recorded
plant sounds from: Sounds emitted by plants under stress are airborne and infor
mative, April 2023. URL https://datadryad.org/dataset/doi:10.5061/dryad.
jwstqjqf7. Last accessed on 16 October 2025
Data for "Determination of active forces in actomyosin systems as inverse source problems for the Stokes equation"
No full textThis dataset contains supplementary information and code.
"Methods_and_Materials.pdf" contains supplementary information about the experimental process and data generation.
All the code can be found in the folder "Code". The code is written in python partly using jupyter notebooks. Additionally to standard python libraries, the package "NGSolve" (https://ngsolve.org/installation.html, Version 6.2.2504.) is needed.
GENERAL CODE
- algorithm.py | Landweber iteration and backtracking line search
- pde.py | Implementation of the Stokes problem and its adjoined with Robin and Dirichlet boundary conditions
- tools.py | general help functions
DATA FOLDERS AND CORRESPONDING FIGURES
Every data folder contains a uniquely named jupyter notebook in which the data is generated or loaded in and reconstructs the forces.
In relevant folders real data can be found in the sub-folder 'experimental data' as raw data in the Olympus data formats .oib or .oir, as a .avi, and as a flow field after the PIV as a .csv file.
Fig. 6 | droplet_synthetic
Fig. 7 | bulk_synthetic
Fig. 8 | droplet_noisy
Fig. 9 | droplet_real_data
Fig. 10 | bulk_real_data_45
Fig. 11 | bulk_real_data_40<br
GEOROC Compilation: Rock Types
No full textCompilation of geochemical and isotopic rock compositions held in the GEOROC database, grouped by rock type. Files were generated from the GEOROC database on 2025-12-01