Find research datasets worth reusing

Supporting Information for "Solvent modulated specific ion effects: PNIPAM brushes in non-aqueous electrolytes"

This deposition contains the data and analysis (Jupyter notebooks) detailed in Solvent modulated specific ion effects: PNIPAM brushes in non-aqueous electrolytes. All Jupyter notebooks have also been converted into PDF files for ease of viewing.   All data and code (notebooks) required to reproduce the analysis can be found within the “supporting_data_analysis.zip” archive. This archive contains three sub-directories: <ul> <li>Ellipsometry <ul> <li>Data directories containing all raw ellipsometry data for the ‘thick’ and ‘thin’ PNIPAM brushes.</li> <li>Spatial maps of the polymer brush used for spectroscopic ellipsometry data analysis: “surface_map.png”.</li> <li>“refellips_Spectroscopic_SL.ipynb” notebook to reproduce the analysis of the hydrated (solid-liquid) ‘thin’ polymer brush. Relevant plotting tools can be found in the <a href="https://github.com/refnx/refellips">refellips repo</a>.</li> <li>“Ellipsometry_logistical_fitting.ipynb” notebook and “water_results.csv” file for the demonstration of the extraction of a thermotransition temperature from an ellipsometry dataset. </li> <li>“refellips_Spectroscopic_SL_VFP.ipynb” notebook to reproduce the analysis of the hydrated (solid-liquid) ‘thick’ polymer brush.</li> </ul> </li> <li>Neutron_reflectometry <ul> <li>Data directory containing all relevant reduced reflectivity profiles from the Platypus reflectometer at ANSTO.</li> <li>“refnx_dry.ipynb” and “refnx_solvent.ipynb” notebooks required to reproduce the analysis pertaining to a dry polymer brush and a solvated brush, respectively.</li> <li>Additional code required to model the hydrated polymer brush and various plotting tools can be in the <a href="https://github.com/igresh/refnxtoolbox">refnxtoolbox repo</a>.</li> </ul> </li> </ul>

Implementing the iCORAL (version 1.0) coral reef CaCO3 production module in the iLOVECLIM climate model - model outputs

This dataset contains the model outputs used in the figures in the paper entitled "Implementing the iCORAL (version 1.0) coral reef CaCO3 production module in the iLOVECLIM climate model" submitted to GMD. For the description of the model and simulations we refer to this article. Provided files: <ul> <li>Surface values of temperature (temp), salinity (salt), phosphate (opo4) and aragonite saturation state (omega) for:</li> </ul> The modern period (mean of 2000-2010): temp_modern.nc, salt_modern.nc, opo4_modern.nc, omega_modern.nc The pre-industrial (PI, mean of last 100 years of the simulation): temp_PI.nc, salt_PI.nc, opo4_PI.nc, omega_PI.nc <ul> <li>Coral location for:</li> </ul> Imin=50 μE/m2/s: coral_location_Imin50.nc Imin=300 μE/m2/s: coral_location_Imin300.nc The values indicate: 4 = presence of corals in the model simulation (coral area less or equal to 5% of the grid cell area) but not in observations 3 = presence of corals in both model and observational data 2 = presence of corals in observational data but not in the model simulation 1 = presence of corals in the model simulation (coral area more than 5% of the grid cell area)  but not in observations <ul> <li>Global coral reef area (103 km2) and Imin (the minimum light intensity necessary for reef growth, µE m-2 s-1): Total_area_vs_Imin.txt</li> <li>Global coral reef carbonate production (Pg CaCO3 yr-1) and Imin (the minimum light intensity necessary for reef growth, µE m-2 s-1): Total_prod_vs_Imin.txt</li> <li>Global coral reef carbonate production (Pg CaCO3 yr-1) and Ik (the saturating light intensity, µE m-2 s-1): Total_prod_vs_Ik.txt</li> <li>Global coral reef carbonate production (Pg CaCO3 yr-1) and gmax (the maximum production growth): Total_prod_vs_gmax.txt</li> <li>Global carbonate production (Pg CaCO3 yr-1) and global coral reef area (103 km2): Total_prod_vs_total_area.txt</li> <li>Root mean square error (RMSE, kg CaCO3 m-2 yr-1) between the simulations and the observational data of regional production (Perry et al., 2018) and global production (Pg CaCO3 yr-1): Total_production_vs_rmse_Perry.txt</li> <li>Root mean square error (RMSE, kg CaCO3 m-2 yr-1) between the simulations and the observational data of regional production (Perry et al., 2018) and coral reef area (103 km2): Total_area_vs_rmse_Perry.txt</li> </ul>

Data for "Modulated Kondo screening along magnetic mirror twin boundaries in monolayer MoS2"

Dataset for Modulated Kondo screening along magnetic mirror twin boundaries in monolayer MoS2. STM and STS were carried out at a base operating temperature of T0 = 0.35K after in-situ transfer from the preparation chamber. STS was performed with the lock-in technique, at modulation frequency 907.0Hz. STM images are taken in constant current mode. Some of the data in Fig. 3d was taken using a second STM with an operating temperature of T = 6.5K. NRG simulations were performed with experimental broadening due to temperature and lock-in modulation taken into account.

opencc-zeroDec 2022View details →

Data from: Environmental modulation of plant mycorrhizal traits in the global flora

Mycorrhizal symbioses are known to strongly influence plant performance, structure plant communities and shape ecosystem dynamics. Plant mycorrhizal traits, such as those characterizing mycorrhizal type (arbuscular (AM), ecto-, ericoid, or orchid mycorrhiza) and status (obligately (OM), facultatively (FM), or non-mycorrhizal) offer valuable insight into plant belowground functionality. Here, we compile available plant mycorrhizal trait information and global occurrence data (~100 million records) for 11,770 vascular plant species. Using a plant phylogenetic mega-tree and high-resolution climatic and edaphic data layers, we assess phylogenetic and environmental correlates of plant mycorrhizal traits. We find that plant mycorrhizal type is more phylogenetically conserved than plant mycorrhizal status, while environmental variables (both climatic and edaphic; notably soil texture) explain more variation in mycorrhizal status, especially FM. The previously underestimated role of environmental conditions has far-reaching implications for our understanding of ecosystem functioning under changing climatic and soil conditions.

Dataset: Cyclones Modulate the Control of the North Atlantic Oscillation on Transports into the Barents Sea

This repository contains the data presented in 'Heukamp et al., 2023 - Cyclones Modulate the Control of the North Atlantic Oscillation on Transports into the Barents Sea'.

opencc-zeroSep 2023View details →

Data for: Multifunctional fibers enable modulation of cortical and deep brain activity during cognitive behavior in macaques

Recording and modulating neural activity in vivo enables investigations of the neurophysiology underlying behavior and disease, but there is a dearth of translational tools for simultaneous recording and localized receptor-specific modulation. We addressed this limitation by translating multifunctional fiber neurotechnology previously only available for rodent studies to enable cortical and subcortical neural recording and modulation in macaques. In the premotor cortex and putamen, we recorded single-neuron activity and local field potential oscillations during intracranial GABA infusions while a macaque performed a working memory task. We also recorded neuronal activity during saline, artificial cerebrospinal fluid, and no infusion control experiments. We characterized the dynamic effects of local infusions with multiple time series analysis techniques, including spectrotemporal analysis and state-space modeling. This dataset and accompanying software toolbox provide detailed insight into the electrophysiological effect of neurotransmitter receptor modulation in both cortical and subcortical structures in an awake macaque.

opencc-zeroSep 2023View details →

Mosquito aging modulates the development, virulence and transmission potential of pathogens

Host age variation is a striking source of heterogeneity that can shape the evolution and transmission dynamic of pathogens. Compared to vertebrate systems, our understanding of the impact of host age on invertebrate-pathogen interactions remains limited. We examined the influence of mosquito age on key life-history traits driving human malaria transmission. Females of Anopheles coluzzii, a major malaria vector, belonging to three age classes (4, 8, and 12 day-old), were experimentally infected with Plasmodium falciparum field isolates. Our findings revealed reduced competence in 12-day-old mosquitoes, characterized by lower oocyst/sporozoite rates and intensities compared to younger mosquitoes. Despite shorter median longevities in older age classes, infected 12-day-old mosquitoes exhibited improved survival, suggesting that the infection might act as a fountain of youth for older mosquitoes specifically. The timing of sporozoite appearance in the salivary glands remained consistent across mosquito age classes, with an extrinsic incubation period of approximately 13 days. Integrating these results into an epidemiological model revealed a lower vectorial capacity for older mosquitoes compared to younger ones, albeit still substantial due to extended longevity in the presence of infection. Considering age heterogeneity provides valuable insights for ecological and epidemiological studies, informing targeted control strategies to mitigate pathogen transmission.

opencc-zeroSep 2023View details →

Food quantity and the intensity of the alarm signal combine to modulate the resource selection in a termite species

Maximizing food intake while minimizing risk is an important trade-off in the foraging behavior of most animals. In general, foragers are vulnerable and the ability to trade off benefits (food quantity) against costs (risk of being killed) may provide a considerable ecological advantage. Despite the increasing number of studies, the effects of food quantity and mortality risk signals on resource selection in eusocial insect is not well understood. Here, we investigated the combination of distinct levels of food quantity and the intensity of alarm signal on resource selection of a Neotropical termite, Nasutitermes corniger (Motschulsky) (Termitidae: Nasutitermitinae). Manipulative bioassays with binary and multiple choices were conducted over time to check the recruitment of termite groups among resources containing different levels of food quantity and alarm signals. Overall, our results showed that regardless of food quantity, termites avoid a food source if there is even a small amount of alarm signal. This work contributes to a better understanding of habitat use by termite species. Furthermore, it shows for the first time the combined effects of food quantity and alarm signals on the resource selection of an important ecological and economic termite species.

opencc-by-4.0Oct 2023View details →

Clear Speech Data for Syllable-Rate-Adjusted-Modulation (SRAM)

This Dataset is associated with the paper "Syllable-Rate-Adjusted-Modulation (SRAM) Predicts Clear and Conversational Speech Intelligibility". It contains 144 sentences recorded from two talkers (one female, one male) in both clear and conversational styles (72 sentences in each style). The sample rate was 16000Hz. The silence periods before and after the speech were removed. The speech scripts for each speech style and the human performance are included in each sub-folder. SSN.wav is the steady-state noise used to create the noisy speeches. File Structure: - Female     - Clear         - 1.wav         - ...         - 72.wav     - Convo         - 1.wav         - ...         - 72.wav     - human_results.csv     - key_words_clear.txt     - key_words_conv.txt - Male - SSN.wav

ClinicalTrials.gov40/100

Theta Burst Transcranial Magnetic Stimulation of Fronto-parietal Networks: Modulation by Mental State

ClinicalTrials.gov study NCT04010461. IPD Sharing: YES. Countries: 1. Publications: 1.

controlledIPD-YESFeb 2026View details →

ClinicalTrials.gov40/100

Selective Estrogen Receptor Modulators to Enhance the Efficacy of Viral Reactivation With Histone Deacetylase Inhibitors

ClinicalTrials.gov study NCT03382834. IPD Sharing: YES. Countries: 2. Publications: 1.

controlledIPD-YESFeb 2026View details →