cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21223/p3/lui6g6
title: Dataset for: Utilization of Rapid Survey of Agrobiodiversity Tools for the Assessment of Neglected and Underutilized Crop Species (NUS crops) Diversity in Ucayali, Perú

description: Dataset resulting from the application of the Rapid Agrobiodiversity Assessment tool in the Ucayali landscape in 2025. The dataset contains information on the cultivation and conservation of so-called ‘Neglected and Underutilized Species’ (NUS), basically native amazonian root and tubers crops, at the species and varietal level. Data was collected from 250 households, including indigenous and mestizo communities, using ArcGIS Survey 123. This report represents a comprehensive dataset for eight different NUS species: cassava (Manihot esculenta), sweet potato (Ipomoea batatas), aerial potato (Dioscorea bulbifera L.), achipa or chuín (Pachyrhizus tuberosus), pituca (Colocasia sp., Xanthosoma sp.), dale-dale (Calathea allouia), and sacha papa (Dioscorea bulbifera). This data also contains key information on varietal characteristics, seed systems, non-food uses, food uses, reasons for discontinuation of cultivation, lost varieties, and drivers underlying the conservation of landraces
DOI: 10.5061/dryad.p5hqbzkxt
title: Scale dependence and mechanisms of grazing-induced biodiversity changes depend on herbivore type in semiarid grasslands

description: Grasslands support a variety of herbivores that profoundly impact
 biodiversity and ecosystem functioning at local and regional scales.
 Understanding how different herbivores influence plant diversity across
 multiple scales is crucial for effective biodiversity conservation.
 However, most studies have focused on the effects of grazing intensity on
 plant diversity, neglecting the impacts and associated mechanisms of
 different herbivores across scales. Based on a 7-year grazing experiment
 with 16 plots in Inner Mongolia's typical steppe, we compared the
 scale-dependent effects of different herbivores (cattle, sheep, and goats)
 on plant diversity at moderate grazing intensity. We used the species-area
 relationship (SAR) and linear mixed models to analyze the changes in
 species richness across multiple scales (1, 16, 32, 64, 128, 256, 512, and
 1024 m2). To understand SAR slope changes, we examined four potential
 mechanisms: overall species richness, total number of individuals, species
 abundance distribution, and species aggregation. We found that grazing had
 scale effects on plant diversity, as indicated by a significant decrease
 in the SAR slope. This decrease in slope suggests that the negative
 impacts of grazing were more pronounced at larger scales. Additionally,
 the scale effects of different herbivores on plant diversity varied.
 Cattle had stronger positive impacts on diversity than sheep and goats at
 both small (1 m2) and large (1024 m2) scales. Conversely, sheep and goats
 had stronger negative effects on diversity than did the control at the
 large scale (1024 m2). The decrease in the SAR slope was mainly caused by
 changes in overall species richness and species abundance distribution.
 This was primarily because cattle had a stronger impact on dominant
 species, whereas sheep and goats had a stronger impact on rare species.
 Synthesis: Our results demonstrate that even at the same intensity, the
 grazing effects on species diversity vary with the study scale, herbivore
 type, and their interaction. This finding has important implications for
 the conservation of grassland biodiversity given that grazing typically
 occurs at larger scales than in studies with quadrats and involves various
 herbivores with distinct effects on plant diversity.
description: # Scale dependence and mechanisms of grazing-induced biodiversity changes
 depend on herbivore type in semiarid grasslands
 [https://doi.org/10.5061/dryad.p5hqbzkxt](https://doi.org/10.5061/dryad.p5hqbzkxt) ## Description of the data and file structure The data file is named `Supplement_Data.xlsx`. The data file contains three sheets: "species.area", "plant.abundance", and "plant.aboveground.biomass". The units are included in the column heading. There are four grazing treatments: Control, Cattle, Sheep, and Goat. Each treatment has four replications.
DOI: 10.15468/dl.6bs6zq
title: Occurrence Download

description: A dataset containing 436114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-12-03",
 "EventDate is less than or equal to 2026-01-02",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 436114 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004062-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3esskg
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67 44.82,-65.5 44.82,-65.5 46,-67 46,-67 44.82))",
 "IucnRedListCategory is VU",
 "OccurrenceStatus is Present",
 "TaxonKey is Fringillidae",
 "Year 2013-2023"
 ]
}

 The dataset includes 91 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004078-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18406911
title: OSCAR-user: Scientific Data Library for Configured Mode
DOI: 10.5061/dryad.sn02v6xd2
title: Social selection analysis reveals limited effect of neighbors’ traits in Tree swallows

description: Social interactions are ubiquitous in nature and can shape fitness of
 individuals through social selection. This type of selection arises when
 phenotypes of neighbors influence the fitness of a focal individual.
 Quantifying social selection is crucial to better characterise the overall
 selective landscape. For example, if intraspecific competition is strong,
 traits that are beneficial for an individual could be detrimental for
 competitors. In this study, we quantified social selection acting on four
 key ecological traits (body mass, wing length, laying date and clutch
 size) in wild Tree swallow (Tachycineta bicolor) females. We used
 reproductive success measured at three stages throughout the breeding
 season as fitness proxies to assess selection acting at those decisive
 moments. We also quantified the effects of environment on selection using
 measures of conspecifics’ density, type of agricultural landscape and
 presence of interspecific competitors. Overall, we found no strong
 evidence of social selection on these traits in our study system, although
 there were marginally non-significant selection gradients suggesting
 positive effect of larger neighbors. Environmental variables affected
 reproductive success but did not affect social selection gradients. Our
 study calls for more social selection estimates to be reported across
 environments to better understand its importance in wild populations.
description: See Methods section in the manuscript for additional
 information.
description: # Social selection analysis reveals limited effect of neighbors’ traits in
 Tree swallows
 [https://doi.org/10.5061/dryad.sn02v6xd2](https://doi.org/10.5061/dryad.sn02v6xd2) ## Description of the data and file structure Column names and description (data file) annee : year ferme : farm foc_nichoir : nestbox focal foc : focal # foc_idadult : focal id foc_age : focal age foc_sex : focal sex foc_dponte : focal laying date (Julian day) foc_noeufs : focal clutch size foc_noisnes : focal nb hatchlings foc_noisenvol : focal nb fledglings foc_moylaile : focal wing length (mm) foc_moymasse : focal body mass (adjusted) cultperenne : extensive cultures proportion moin : House sparrows (presence or absence) nich_occ : Density of conspecifics (nb occupied nest boxes) soc_dponte : social mean laying date soc_aile : social mean wing length soc_moymasse : social mean body mass (adjusted)
DOI: 10.5061/dryad.3r2280gr7
title: No evidence of adaptive tolerance of parasitism in a cavity-nesting brood parasite host

description: Acceptance of avian brood parasitism by hosts is one of the most enigmatic
 aspects of brood parasite-host coevolution. The most common explanation
 for acceptance of parasitism by hosts of the brown-headed cowbird
 (Molothrus ater) is evolutionary lag, which suggests that hosts have not
 had enough time to evolve defenses against parasitism. Alternatively,
 acceptance may be the optimal strategy when the costs of rejecting
 parasitism exceed the benefits. The lack of nest site hypothesis applies
 to secondary cavity-nesting birds that cannot excavate their own nests and
 predicts that hosts accept parasitism instead of deserting a parasitized
 nest when there are no vacant nest sites available in which to renest. I
 tested this hypothesis using the prothonotary warbler (Pronotaria citrea),
 a commonly parasitized, cavity-nesting cowbird host. I used a paired nest
 box design and predicted that if hosts accept parasitism because of a lack
 of alternative nest sites, they should desert parasitized nests and renest
 in the vacant nest box on their territory. I recorded 37 cases where a
 nest was parasitized and warblers only deserted 2 parasitized nest boxes
 for a vacant nest box. Both desertions were attributable to factors other
 than parasitism and the rate of desertion did not differ from controls
 that only had a single nest box. Moreover, seven of the warblers initiated
 clutches in nest boxes that already contained cowbird egg despite having
 vacant nest boxes available on their territories. These results indicate
 that warblers do not accept parasitism because of tolerance, but likely
 due to evolutionary lag.
description: # No evidence of adaptive tolerance of parasitism in a cavity-nesting
 brood parasite host
 [https://doi.org/10.5061/dryad.3r2280gr7](https://doi.org/10.5061/dryad.3r2280gr7) Dataset on prothonotary warbler response to cowbird parasitism. ## Description of the data and file structure Dataset includes nest number, year, experiment, number of cowbird eggs laid, and whether nest was deserted.
DOI: 10.15468/dl.d6v59a
title: Occurrence Download

description: A dataset containing 2857 records in GBIF matching the query:
SELECT
 '493' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 46.479780028101516
 AND decimalLatitude &lt;= 51.21395264452012
 AND decimalLongitude &gt;= 132.18235992772037
 AND decimalLongitude &lt;= 146.99163636060067
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 2857 records were derived from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004066-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28524848.v3
title: Climate feature dictionary and climate loss concern dictionary

description: This dataset consists of a climate feature dictionary and a climate loss concern dictionary. The climate feature dictionary provides seed words for nine types of climate events (heavy rain, hail, low temperature, drought, high temperature, lightning, sandstorm, typhoon, and smog). The original output is in Chinese. The climate loss concern dictionary includes three columns: risk, positive, and negative. The risk column contains 1,820 descriptions of climate risk losses as perceived by the public, with both the original Chinese versions and their English translations provided.Both Chinese and English versions of these two dictionaries are provided, with the English version being directly translated from the Chinese. Although the translations have been reviewed and calibrated, non-Chinese readers are reminded that, when reproducing or extending this research, the differences between English and Chinese linguistic contexts should be taken into consideration, and the English vocabulary list should be used appropriately.
DOI: 10.6084/m9.figshare.3483146.v1
title: Eye Tracking Pilot Accuracy and Precision Data (30 Participants)

description: This file contains accuracy and precision measurements and raw gaze samples taken from 30 participants in a real-world laboratory setting using Tobii X60, 60Hz Remote Eye Tracker using manufacturer's I-VT filter settings. Stimulus was displayed on a Dell 2209WA flatpanel display monitor at approximately 70cm viewing distance at a resolution of 1680x1050.<br> Accuracy data was calculated against fixations on 9 points distributed across upper, middle, lower, left, center, and right thirds of the display. Precision data was calculated against a single fixation for each participant on a non-moving object of focus centered in the display for three seconds' duration, resulting in 80-150 raw gaze samples per participant, dependent on the speed with which the participant was able to focus and fixate on the object.
DOI: 10.17632/c9fzyyzr52
title: Data files to Sarabeev et al. (2023) Database on eukaryotic symbionts of native and invasive gammarids (Crustacea, Amphipoda) in the Baltic region of Poland with information on water parameters for sampling sites

description: This database documents the diversity of eukaryotic symbionts from 612 host individuals of seven gammarid species in the Baltic region of Poland. The material of database is composed of three Microsoft® Excel files. The main file represents the raw data on the number of individuals of each eukaryotic symbiont taxa recorded in each host and location. The data set is contained information on the assemblage of symbionts per host individual in one text-table matrix; macro- (host) and microsymbiont taxa name, host length, the date of collection, the geographic coordinates and locality name in columns; and amphipod host specimens in lines. One file reports the microsymbiont species list with information on host species, sampling date, locality and geographic coordinates, infection site, obtained sequences (if the case), brief morphological characteristics and microphotographs. Another file reports measured water parameters, habitat features and host density per sample.
DOI: 10.17632/dr5hvdydbv
title: Data for: Assessing Causes of Alarm Fatigue in Long-Term Acute Care and Its Impact on Identifying Clinical Changes in Patient Conditions

description: Physiologic alarms are an important modality in the care of critically ill patients. Yet the many electronic devices used in patient care and the combination of alarms can cause sensory overload in caregivers. This sensory overload can lead to monitor fatigue, and caregivers may miss critical alarms, which can be fatal for patients. Many factors not related to a change in patients’ condition can be directly linked to desensitization and alarm fatigue, leading to a failure to recognize or attend to true instability in spite of the alarm. Research demonstrates that the majority of alarms are non-actionable, and staff can develop alarm fatigue trying to determine which alarms are valid and which are not (Hravnak et al., 2018). We postulate that more experience detecting false alarms among professionals in a long-term acute care unit will lead to improved clinical changes and better survival rates among patients. Our proportional hazards model relates missing clinical changes in patients’ condition as time passes, after reduced attention to false alarms, to professional experience. In our proportional hazards model, the unique effect of a unit increase in a covariate is multiplicative with respect to the hazard rate. Therefore, reduced attention to false alarms by experienced professionals decreases the hazard rate for missing a clinical change. We use survival analyses, the hazard function, the receiver-operating characteristic curve, and the Hosmer-Lemeshow test to support our conclusions. Our results show that monitoring equipment is instrumental in alerting staff in a long-term care unit to serious changes in patients’ condition and in preventing false positives and false negatives.
DOI: 10.17632/gbypg9zky3
title: Limits to MLA and Learning

description: This data investigates the effects of limiting the evaluation period in a typical experiment to measure myopic loss aversion. They corroborate previous results, show that the aggregation effect had diminishing returns and evidence of a learning process occurring during the experiment. The data is from 287 undergraduate students at the Federal University of Tocantins (UFT) between October 2018 and March 2019. The final sample contained 269 participants, from 15 experimental sessions at a computer lab with approximately 20 students present simultaneously.
DOI: 10.4225/22/59b76544ed52e
title: Virtual Lens Project - Maya scene files

description: Maya scene files from:<br>Bian X, Chandler T, Laird W, Pinilla A, Peters RIntegrating evolutionary biology with digital arts to quantify ecological constraints on vision-based behaviour
DOI: 10.17632/bkjrvpg4br
title: Android Hybrid Apps Dataset

description: This dataset has extracted features from Hybrid Apps available for deployment on the Android platform until recently. The data for this dataset has been culled out from various sources, including existing similar datasets and Google Play Store or its mirrors. The dataset is labelled to differentiate malicious and benign Hybrid Apps. Thus, it may conveniently be used for supervised learning. Nonetheless, the dataset has adequate attributes to support any unsupervised learning task as well. The dataset comprises 78,767 samples.
DOI: 10.17632/m2jwdfgczs
title: Ramp-and-Hold Relaxation Test Data for Torsion of Ovine Brain Tissue

description: We performed three sets of ramp-and-hold relaxation tests in torsion on freshly slaughtered cylindrical ovine brain samples (25 mm diameter and ~10 mm height) at varying twist rates of {40, 240, 400} rad/m/s while keeping the twist fixed at ~88 rad/m. Each torsion test consisted of two phases: a ramp phase, in which the twist was increased linearly to ~88 rad/m over durations of {2.2, 0.367, 0.22} s, followed by a hold phase lasting 200 s, during which the final value of the twist reached at the end of the ramp phase was maintained. The torque and normal force required to twist the sample during the ramp phase and maintain it in its deformed state during the hold phase were recorded versus time. No pre-conditioning was performed on the samples, and each was tested only once before being discarded. A total of 30 samples were tested over several campaigns: 10 at 40 rad/m/s (S1–S10), 10 at 240 rad/m/s (S11–S20) and 10 at 400 rad/m/s (S21–S30). The tests were conducted using an Anton Paar MCR 302e rotational rheometer with parallel plate geometry. For more details, refer to the associated publication.
DOI: 10.17632/rn5nt6xgbb
title: IPA semi-structured interviews with mental health support workers about their experiences of physical restraint

description: Transcripts of semi-structured interviews
DOI: 10.6084/m9.figshare.26641888.v1
title: Supplementary Material for: Local climate change adaptation under the lenses of public health: a case study from Porto, Portugal

description: Introduction: Climate change is a pressing public health issue. Urban populations, especially in coastal areas, are highly vulnerable. As climate change progresses, local adaptation becomes increasingly important. We present a case study about the inclusion of public health concerns in local climate change adaptation in Porto (Portugal). 
Methods: We analyzed two local adaptation plans using qualitative content analysis and conducted semi-structured interviews with a purposeful sample of 6 key stakeholders with different profiles. We did a qualitative content analysis of the respective transcripts.
Results: Porto is undergoing health-relevant consequences of climate change, which are expected to further worsen in the future. Porto's geographical and demographic characteristics, coupled with its urban environment, make its population highly vulnerable to climate change-related health risks. Public health is recognized as a central element in local adaptation efforts. Drivers for integrating health concerns include growing climate change awareness, a sense of urgency, social capital, institutional networks, access to resources, and political commitment. Nevertheless, challenges like data limitations, resource constraints, climate knowledge gaps, communication issues, and political cycles hinder both local adaptation and the integration of health considerations.
Discussion/Conclusion: In Porto, health seems both a powerful mobilizing issue and a central topic concerning local adaptation. However, the complex and long-term nature of climate change and the associated uncertainty hinder adaptation efforts. High-quality data about both the local climate and population health are thus essential. The transversal nature of risk is recognized and multi-sectorial approaches, public participation, mainstreaming and policy integration are necessary to prevent imbalances. Local adaptation efforts, including health-related efforts, are shaped by the international (belonging to the European Union), national and local contexts. Successful local adaptation and inclusion of health aspects requires mainstreaming and policy integration across different areas, involvement of multiple stakeholders, including the population, in order to maximize resources and avoid undesired trade-offs.
DOI: 10.17632/p6t2ggj6fb
title: Ramping up Control: How Judicial Harassment and Online Smear Campaigns Work in Tandem to Limit Dissent in Thailand - Appendix

description: This appendix contains additional information on the techniques and findings adopted in research concerning digital repression techniques observed in Thailand from between 1 Jan 2021 - 31 Dec 2021, a time marked by pro-reform protests which were met with harsh counter-reactions by state and institutional actors. This document covers information and techniques adopted in conducting social media account selection, data collection, and big data analysis comprising social network analysis, topic modeling, and directed keywords embeddings and semantic map generation for the labeling of key narratives of interest.
DOI: 10.4121/14223062.v1
title: Matlab code supplementary to the MSc thesis: Nonlinear control of electronic converters; Fast and optimal control using sampling-driven nonlinear MPC

description: These Matlab files represent the application of the sampling-driven nonlinear MPC to two power electronic converters, namely the buck-boost converter connected to a resistive load and the three-phase VSI connected to a PMSM. Various methods are used to determine all the steps involved in this method which are the determination of the local controller with corresponding domain of attraction, the determination of an initial control sequence steering the initial state into this domain of attraction and the application of the online part of the SD-NMPC method.<br>