cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6632470
title: SuperDARN data in netCDF format (2006-Apr)

description: 2006-Apr SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5061/dryad.6hdr7sqzr
title: Cape fur seal vocal repertoire - acoustic parameters

description: Communication is primordial for survival of animal species as signals are
 involved in many social interactions (mate selection, parental care, and
 collective behaviours). The acoustic channel is the primary modality used
 by birds and mammals to reliably exchange information among individuals.
 In group-living species, the propagation of vocal signals is limited due
 to the density of individuals and the background noise. Vocal exchanges
 are therefore challenging. This study is the first investigation into the
 acoustic communication system of the Cape fur seal (CFS), one of the most
 colonial mammals with breeding colonies of hundreds of thousands of
 individuals. We described the acoustic features and social function of
 five call types from data collected at two colonies. Intra-species
 variations in these vocalizations revealed their ability to convey
 information about the age and/or sex of the emitter. Using two
 classification methods, we also found that the five call types have
 distinguishable frequency features and occupy distinct acoustic niches
 indicating acoustic partitioning in the repertoire. The CFS vocalizations
 appear to contain characteristics advantageous for discrimination among
 individuals, which will enhance social interactions in their noisy and
 confusing acoustic environment. This study provides a basis for our
 understanding of the CFS acoustic communication system.
DOI: 10.5061/dryad.547d7wm70
title: Behavioural plasticity in a native species is related to foraging resilience in the presence of an aggressive invader

description: Competition between invasive and native species can result in exploitation
 of resources by the invader, reducing foraging rates of natives. However,
 it is increasingly recognised that multiple factors can enhance the
 resilience of native species competing for limiting resources with
 invaders. Although extensively studied in terrestrial species, little
 research has focused on behavioural plasticity in the aquatic realm and
 how this influences native species resilience. Here we examined the role
 of behavioural plasticity in interactions between a native Australian
 fish, Pseudomugil signifer, and a widespread invasive fish, Gambusia
 holbrooki. To determine whether P. signifer displays behavioural
 plasticity that may mitigate competition with G. holbrooki, we first
 quantified social behaviours (aggression, submission and affiliation) and
 shoal cohesion for each species in single and mixed species groups.
 Secondly, we compared the feeding rates of both species in these groups to
 ascertain if any modulation of social behaviours and cohesion related to
 foraging success. We found that some behaviours, namely aggressive and
 submissive behaviours of G. holbrooki and P. signifer, respectively,
 showed plasticity in the presence of heterospecifics but that other
 behaviours, namely social affiliation, shoaling and foraging, remained
 inflexible. This variation in the degree of plasticity highlights the
 complexity of the behavioural response of a native species and suggests
 that both behavioural modulation and consistency promotes native species
 resilience in the form of sustained foraging efficiency in the presence of
 an invader.
DOI: 10.5061/dryad.mkkwh70z4
title: Compensatory growth and costs of molluscivory in Gambusia holbrooki

description: Some prey are exceptionally difficult to digest, and yet even
 non-specialized animals may consume them—why? Durophagy, the consumption
 of hard-shelled prey, is thought to require special adaptations for
 crushing or digesting the hard shells to avoid the many potential costs of
 this prey type. But many animals lacking specializations nevertheless
 include hard-bodied prey in their diets. We describe several non-mutually
 exclusive adaptive mechanisms that could explain such a pattern, and point
 to optimal foraging and compensatory growth as potentially having
 widespread importance in explaining costly-prey consumption. We first
 conducted a literature survey to quantify the regularity with which
 non-specialized teleost fishes consume hard-shelled prey: stomach-content
 data from 325 teleost fish species spanning 82 families (57,233 stomach
 samples) demonstrated that non-specialized species comprise approximately
 75% of the total species exhibiting durophagy, commonly consuming
 hard-shelled prey at low to moderate levels (~10–40% as much as
 specialists). We then performed a diet survey to assess the frequency of
 molluscivory across the native latitudinal range of a small livebearing
 fish, Gambusia holbrooki, lacking durophagy specializations. Molluscivory
 was regionally widespread, spanning their entire native latitudinal range
 (&gt; 14° latitude). Third, we tested for a higher frequency of
 molluscivory under conditions of higher intraspecific resource competition
 in Bahamian mosquitofish (Gambusia spp.). Examining over 5,300
 individuals, we found that molluscivory was more common in populations
 with higher population density, suggesting that food limitation is
 important in eliciting molluscivory. Finally, we experimentally tested in
 G. holbrooki whether molluscivory reduces growth rate and whether
 compensatory growth follows a period of molluscivory. We found that
 consumption of hard-shelled gastropods results in significantly reduced
 growth rate, but compensatory growth following prior snail consumption can
 quickly mitigate growth costs. Our results suggest that the widespread
 phenomenon of costly-prey consumption may be partially explained by its
 relative benefits when few alternative prey options exist, combined with
 compensatory growth that alleviates temporary costs.
description: Laboratory experiment examining growth rate of <em>Gambusia
 holbrooki</em> over a 17-day period, including a snail-feeding
 period (hard [with shells] and soft [without shells] treatments) and a
 flake-feeding (recovery) period to test for growth costs of consuming
 hard-shelled molluscs, as well as compensatory growth following the period
 of molluscivory.
DOI: 10.15468/dl.xvhrda
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-88.18951 -12.62741,-54.27682 -12.62741,-54.27682 0.94958,-77.79863 2.21044,-89.53536 2.95779,-88.18951 -12.62741))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Samanea saman"
 ]
}

 The dataset includes 140 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002700-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18394669
title: Supplementary Materials accompanying 'Immersive Music Production in Commercial Contexts: A Qualitative Analysis of Dolby Atmos Workflows'
DOI: 10.5281/zenodo.18394668
title: Supplementary Materials accompanying 'Immersive Music Production in Commercial Contexts: A Qualitative Analysis of Dolby Atmos Workflows'
DOI: 10.57760/sciencedb.36266
title: The short reads of whole genome sequencing in sharpbelly (Hemiculter leucisculus)
title: The short reads of whole genome sequencing in sharpbelly (Hemiculter leucisculus)

description: For short reads of genome sequencing in sharpbelly (Hemiculter leucisculus), the HiSeq2500 platform was performed with paired-end sequencing.
description: For short reads of genome sequencing in sharpbelly (Hemiculter leucisculus), the HiSeq2500 platform was performed with paired-end sequencing.
DOI: 10.5061/dryad.t4b8gtj0w
title: Data from: A condition-dependent male sexual signal predicts adaptive predator-induced plasticity in offspring

description: The possibility that sexual selection promotes adaptive evolution in
 variable environments remains controversial. In particular, where the
 scale of environmental variation results in parents and their offspring
 experiencing different environmental conditions, such variation is
 expected to break down associations between adult sexual traits and
 adaptive offspring traits. However, when adaptive offspring plasticity in
 nonsexual traits acts as an indirect benefit of mate choice, then mate
 choice for males that produce more plastic offspring could promote
 adaptation to variable environments. This hypothesis assumes that male
 sexual signals predict offspring plasticity, which has rarely been tested.
 To test this assumption, we used spadefoot toads (Spea multiplicata) to
 investigate whether variation in male sexual signals predicts the
 expression of tadpole tail-fin plasticity in response to predation cues.
 Such plasticity has been shown to be adaptive in numerous amphibian taxa.
 We found that condition-dependent male call characteristics predicted
 offspring plasticity. Generally, both phenotypic plasticity and female
 mate choice are ubiquitous in nature; therefore, adaptive associations
 between male sexual signals and offspring plasticity such as the one
 reported here might be common.
DOI: 10.57760/sciencedb.36346
title: Acclimation strategies of temperate trees to nitrogen limitation at the temperate-boreal ecotone
title: Acclimation strategies of temperate trees to nitrogen limitation at the temperate-boreal ecotone

description: Our data were obtained from experiments and comprise information on Mongolian oak across variables associated with leaves (leaf N concentration, leaf N:P ratio, leaf δ¹⁵N, Δδ¹⁵N, and leaf N resorption efficiency),  leaf photosynthetic traits (leaf area, SLA, SPAD, and Asat), fine roots (fine-root N concentration and root δ¹⁵N), litters (litter N concentration, litterfall N flux, and litter C:N ratio), and soils (total soil N concentration, DON concentration, NH₄⁺-N concentration, and DTN concentration), as well as ectomycorrhizal colonization proportions. Data from Dahurian larch are also partially included.
description: Our data were obtained from experiments and comprise information on Mongolian oak across variables associated with leaves (leaf N concentration, leaf N:P ratio, leaf δ¹⁵N, Δδ¹⁵N, and leaf N resorption efficiency),  leaf photosynthetic traits (leaf area, SLA, SPAD, and Asat), fine roots (fine-root N concentration and root δ¹⁵N), litters (litter N concentration, litterfall N flux, and litter C:N ratio), and soils (total soil N concentration, DON concentration, NH₄⁺-N concentration, and DTN concentration), as well as ectomycorrhizal colonization proportions. Data from Dahurian larch are also partially included.
DOI: 10.57760/sciencedb.35115
title: Osteoporosis dataset (ID： 20250374)
title: 骨质疏松数据集（论文编号20250374）

description: 论文数据集
description: 论文数据集
DOI: 10.5061/dryad.xwdbrv1cg
title: The role of intravoxel incoherent motion (IVIM) parameters in characterization of hypovascular liver lesions: the raw diffusion weighted images and IVIM data

description: Background: The utility of intravoxel incoherent motion (IVIM) related
 parameters in differentiation of hypovascular liver lesions is still
 unknown. Purpose: The purpose of this study was to evaluate the value of
 IVIM related parameters in comparison to apparent diffusion coefficient
 (ADC) for differentiation among intrahepatic mass-forming
 cholangiocarcinoma (IMC), hypovascular liver metastases (HLM) and primary
 hepatic lymphoma (PHL). Methods: Seventy-seven prospectively enrolled
 patients (21 IMC, 53 HLM, and 3 PHL) underwent 1,5T magnetic resonance
 examination with IVIM diffusion-weighted imaging using seven b values
 (0-800 s/mm2). Two independent readers performed quantitative analysis of
 IVIM-related parameters and ADC. Interobserver agreement was tested using
 a Pearson/Spearman-correlation. Results: ADC, true diffusion coefficient
 (D), perfusion-related diffusion coefficient (D*), and perfusion fraction
 (ƒ) were compared among the lesions using Kruskal-Wallis H test. The
 diagnostic accuracy of each parameter was assessed by receiver operating
 curve (ROC) analysis. ADC, and D were significantly different among IMC
 and HLM with higher diagnostic performance of D (AUC=0.879 vs 0.821).
 Patients with PHL had significantly lower ADC, D and ƒ compared with IMC
 (p&lt;0.001, p&lt;0.001, and p=0.041, respectively) with highest
 diagnostic accuracy of D (AUC=0.905). D and ƒ were lower in PHL in
 comparison to HLM (p=0.031, and p=0.01). Good interobserver agreement was
 found among two readers (r=0.811 for ADC, 0.902 for D, 0.899 for D*, and
 0.911 for ƒ maps). Conclusion: IVIM-derived parameters in particular D, in
 addition to ADC, could help in differentiation among most common
 hypovascular malignant liver lesions. Moreover, they can be used for
 characterization of rare hypovascular entities such as primary hepatic
 lymphoma.
description: The data contains raw diffusion weighted images of patients
 suffering from hypovascular liver lesions. The images were obtained using
 GE Signa 1,5 T MRI device using following b-values: 0, 10, 25, 50, 200,
 500, 800 s/mm2.
DOI: 10.5061/dryad.4j0zpc89f
title: Supplemental tables of Growth, puberty and testicular function in boys born small for gestational age with non-specific disorder of sex development

description: Being born small for gestational age (SGA) is frequently associated
 with unexplained disorder of sex development
 (non-specific DSD) in boys. Little is known about their
 future growth, puberty and testicular function. Our
 objective is to
 determine the long-term endocrine outcome of
 boys born SGA who have a non-specific DSD. Cases and
 controls were retrieved through the
 international DSD registry and retrospective data
 collected, based on a spreadsheet containing 102
 items. 46,XY boys with a non-specific DSD (n = 179) were
 included. Males born SGA (n=115) were compared to males born appropriate
 for gestational age (AGA) (n=64). Their growth and
 pubertal development were compared. Serum LH, FSH,
 testosterone, AMH and inhibin B levels in infancy and
 puberty were analyzed to assess testicular
 function. At two years of age, 30% of
 boys born SGA had incomplete or absent catch-up growth.
 Boys born SGA also had higher LH during minipuberty and
 lower testosterone in stimulation tests (p=.037 and .040 respectively), as
 compared to boys with non-specific
 DSD born AGA. No differences were observed in
 timing or course of puberty or end-pubertal hormone
 levels. Almost one out of three SGA boys
 with a non-specific DSD experiences insufficient
 catch-up growth. In addition, our data suggest dysfunction of infantile
 Leydig cells or altered regulation of the hypothalamic-pituitary-gonadal
 axis in SGA boys during childhood. Sex steroid production during
 puberty seems unaffected. 
description: Subjects and controls were retrieved through the international
 disorders of sex development (I-DSD) Registry and retrospective data
 collected, based on a spreadsheet containing 102 items. Centralized data
 analysis was performed in Ghent, and uniformity was achieved in
 collaboration with the respective centre when needed.
DOI: 10.57760/sciencedb.36258
title: VMST: A Chinese Dataset for Training AI Models to Assess Procedural Accuracy and Scientific Compliance in Virtual Medical Simulation
title: VMST: A Chinese Dataset for Training AI Models to Assess Procedural Accuracy and Scientific Compliance in Virtual Medical Simulation

description: Virtual medical simulation has emerged as an indispensable pedagogical modality in health professions education, particularly in resource-constrained settings where clinical access remains limited and standardized patient resources are scarce. However, the challenge of ensuring procedural accuracy and scientific compliance during simulation-based learning through automated assessment remains inadequately addressed. This paper presents the Virtual Medical Simulation Training (VMST) dataset, a comprehensive Chinese-language corpus specifically designed to train artificial intelligence models for identifying and evaluating procedural accuracy and standardization in virtual medical simulation environments. The VMST dataset comprises 15,847 annotated operation sequences collected from 2,156 vocational medical students across 12 simulation training modules, encompassing nursing procedures, clinical examination techniques, and emergency response protocols. 
description: Virtual medical simulation has emerged as an indispensable pedagogical modality in health professions education, particularly in resource-constrained settings where clinical access remains limited and standardized patient resources are scarce. However, the challenge of ensuring procedural accuracy and scientific compliance during simulation-based learning through automated assessment remains inadequately addressed. This paper presents the Virtual Medical Simulation Training (VMST) dataset, a comprehensive Chinese-language corpus specifically designed to train artificial intelligence models for identifying and evaluating procedural accuracy and standardization in virtual medical simulation environments. The VMST dataset comprises 15,847 annotated operation sequences collected from 2,156 vocational medical students across 12 simulation training modules, encompassing nursing procedures, clinical examination techniques, and emergency response protocols.
DOI: 10.57760/sciencedb.36338
title: Research on the influence mechanism of virtual tourism experience on tourists ' willingness to travel on the spot
title: Research on the influence mechanism of virtual tourism experience on tourists ' willingness to travel on the spot

description: The global digitalization background has promoted the rapid development of virtual tourism, which can bring immersive new travel experiences to tourists and stimulate their interest in on-site tourism. However, current research has not fully considered the impact of external control factors on the willingness of virtual tourists to travel on site, and lacks a more reasonable research framework.This article focuses on tourists, deeply analyzing the specific factors that influence tourists' willingness to travel on-site through virtual tourism experiences, as well as the differences among different groups. By collaborating efforts from both the supply and demand sides, it proposes targeted strategies and suggestions to enhance the quality of virtual tourism experiences and facilitate their effective transition to on-site tourism. This has important theoretical and practical significance for the high-quality development of virtual tourism.
description: The global digitalization background has promoted the rapid development of virtual tourism, which can bring immersive new travel experiences to tourists and stimulate their interest in on-site tourism. However, current research has not fully considered the impact of external control factors on the willingness of virtual tourists to travel on site, and lacks a more reasonable research framework.This article focuses on tourists, deeply analyzing the specific factors that influence tourists' willingness to travel on-site through virtual tourism experiences, as well as the differences among different groups. By collaborating efforts from both the supply and demand sides, it proposes targeted strategies and suggestions to enhance the quality of virtual tourism experiences and facilitate their effective transition to on-site tourism. This has important theoretical and practical significance for the high-quality development of virtual tourism.
DOI: 10.5061/dryad.pnvx0k6kx
title: Data from: Automated curtailment of wind turbines reduces eagle fatalities

description: Collision-caused fatalities of animals at wind power facilities create a
 ‘green versus green’ conflict between wildlife conservation and renewable
 energy. These fatalities can be mitigated via informed curtailment whereby
 turbines are slowed or stopped when wildlife are considered at increased
 risk of collision. Automated monitoring systems could improve efficacy of
 informed curtailment, yet such technology is undertested. We test the
 efficacy of an automated curtailment system—a camera system that detects
 flying objects, classifies them, and decides whether to curtail individual
 turbines to avoid potential collision—in reducing counts of fatalities of
 eagles, at Top of the World Windpower Facility (hereafter, the treatment
 site) in Wyoming, USA. We perform a before-after-control-impact study,
 comparing the number of eagle fatalities observed at the treatment site
 with those at a nearby (15 km) control site without automated curtailment,
 both before and after the implementation of automated curtailment at the
 treatment site. After correcting for carcass detection probability and
 scaling fatality estimates to turbine-years, we estimate that the number
 of fatalities at the treatment site declined by 63% (95% CI = 59% – 66%)
 between before and after periods while increasing at the control site by
 113% (51% – 218%). In total, there was an 82% (75% – 89%) reduction in the
 fatality rate at the treatment site relative to the control site.
 Synthesis and applications. Automated curtailment of wind turbine
 operation substantially reduced eagle fatalities. This technology
 therefore has the potential to lessen the conflict between wind energy and
 raptor conservation. Although automated curtailment reduced fatalities,
 they were not fully eliminated. Therefore, automated curtailment, as
 implemented here, is not a panacea and its efficacy could be improved if
 considered in conjunction with other mitigation actions.
DOI: 10.57760/sciencedb.25233
title: NVRC Virus Sequence Dataset
title: 国家病毒资源库病毒序列数据集

description: NVRC Viral Sequence Dataset is a comprehensive collection of viral genetic sequences, incorporating data from clinical samples and research collaborations. This resource supports critical applications in virological research, vaccine development, and public health analysis.
description: NVRC Viral Sequence Dataset is a comprehensive collection of viral genetic sequences, incorporating data from clinical samples and research collaborations. This resource supports critical applications in virological research, vaccine development, and public health analysis.