cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.11587/u3b8ay
title: Economic Attitudes (Part 2) 1994 (1994-09-21 - 1994-09-23)
title: Wirtschaftsbezogene Einstellungen (Teil 2) 1994

description: Topic: Austrian parliamentary election
description: Austrian parliamentary election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>The title doesn't seem to match the topic.
DOI: 10.11587/eywbjc
title: Track Poll (Part 5) 1994 (1994-10-03 - 1994-10-04)
title: Track Poll (Teil 5) 1994

description: Topic: Austrian parliamentary election
description: Austrian parliamentary election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.11587/3fkqwl
title: Economic Attitudes (Part 1-3) 1994 (1994-09-01 - 1994-09-30)
title: Wirtschaftsbezogene Einstellungen (Teil 1-3) 1994

description: Topic: Austrian parliamentary election
description: Austrian parliamentary election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>The title doesn't seem to match the topic.
DOI: 10.11587/mejmk6
title: Monetary affairs in Eastern-Central Europe, Institutions (Trust) - Poland 1993
title: Geldwesen in Ost-Mitteleuropa, Institutionen (Vertrauen) - Polen 1993

description: Topic: Monetary affairs in Eastern-Central Europe, institutions (trust)
description: Economic policy
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>Text report see GfK-687a
DOI: 10.11587/mx0qxd
title: Economic Attitudes 1994 (1994-08-31 - 1994-09-02)
title: Wirtschaftsbezogene Einstellungen 1994

description: Topic: Austrian parliamentary election
description: Austrian parliamentary election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>The title doesn't seem to match the topic.
DOI: 10.11587/pi1bgs
title: Monetary affairs in Eastern-Central Europe, Institutions (Trust) - Czech Republic/Slovakia; Text Report 1993
title: Geldwesen in Ost-Mitteleuropa, Institutionen (Vertrauen) - Tschechien/Slowakei, Textbericht 1993

description: Topic: Monetary affairs in Eastern-Central Europe, institutions (trust)
description: Economic policy
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.11587/jk4th2
title: NATO Accession and Kurdish Murders 1997
title: Natobeitritt und Kurdenmorde 1997

description: Topic: NATO accession and Kurdish murders
description: Foreign policy
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.11587/qypykq
title: Monetary affairs in Eastern-Central Europe, Institutions (Trust) - Hungary 1993
title: Geldwesen in Ost-Mitteleuropa, Institutionen (Vertrauen) - Ungarn 1993

description: Topic: Monetary affairs in Eastern-Central Europe, institutions (trust)
description: Economic policy
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>Text report see GfK-687a
DOI: 10.11587/6l5wks
title: European Parliament Elections 2004 (2004-06-01 - 2004-06-03)
title: Europaparlamentswahl 2004

description: Topic: European parliament elections
description: European election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.11587/ihhlhz
title: European Parliament Elections (Part 4), EU Enlargement 2004 (2004-05-11 - 2004-05-14)
title: Europaparlamentswahl (Teil 4), EU-Erweiterung 2004

description: Multi-topic survey: European parliament elections, EU enlargement
description: European election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.11587/r6wr0h
title: Topics Wirtschaftsbund Carinthia 2004
title: Themen Wirtschaftsbund Kärnten 2004

description: Topic: Wirtschaftsbund Carinthia
description: Carinthia
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.11587/u0yywl
title: Politics Vienna; Text Report 2004
title: Politik Wien; Textkommentar 2004

description: Topic: Politics Vienna
description: Vienna
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>The title and questions are identical to GfK-692, but GfK-690 has a different grant agency and there are more questions in the questionnaire.
DOI: 10.11587/v5xp15
title: European Parliament Elections (Part 6) 2004 (2004-06-05 - 2004-06-09)
title: Europaparlamentswahl (Teil 6) 2004

description: Topic: European parliament elections
description: European election
description: <b>We will digitise the survey research data on demand and make it available to you. These can be volumes of tabulation reports, text commentaries or graphics. If you are interested in finding out more about the survey, please write to info@aussda.at.</b>
DOI: 10.5281/zenodo.18412000
title: SFT Dataset for "Towards Sensitivity-Aware Language Models"

description: This dataset is the SFT training data used for fine-tuning the LoRA adapters of the AISTATS 2026 paper "Towards Sensitivity-Aware Language Models". It contains over 30,000 correct LLM-generated ACCESS DENIED INC responses, 75% of which are Chain-of-Thought reasoning responses.

More Information & relevant links available at https://drenfazlija.github.io/towards-sa-llms/
DOI: 10.5281/zenodo.18412001
title: SFT Dataset for "Towards Sensitivity-Aware Language Models"

description: This dataset is the SFT training data used for fine-tuning the LoRA adapters of the AISTATS 2026 paper "Towards Sensitivity-Aware Language Models". It contains over 30,000 correct LLM-generated ACCESS DENIED INC responses, 75% of which are Chain-of-Thought reasoning responses.

More Information & relevant links available at https://drenfazlija.github.io/towards-sa-llms/
DOI: 10.15468/dl.xryvwk
title: Occurrence Download

description: A dataset containing 83679 records in GBIF matching the query:
SELECT datasetKey, countryCode, COUNT(*) FROM occurrence WHERE continent = 'EUROPE' GROUP BY datasetKey, countryCode

 The dataset's 83679 records were derived from 38541 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005549-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.38jp6
title: Data from: Signatures of selection for environmental adaptation and zebu x taurine hybrid fitness in East African Shorthorn Zebu

description: The East African Shorthorn Zebu (EASZ) cattle are ancient hybrid between
 Asian zebu × African taurine cattle preferred by local farmers due to
 their adaptability to the African environment. The genetic controls of
 these adaptabilities are not clearly understood yet. Here, we genotyped 92
 EASZ samples from Kenya (KEASZ) with more than 770,000 SNPs and sequenced
 the genome of a pool of 10 KEASZ. We observe an even admixed autosomal
 zebu × taurine genomic structure in the population. A total of 101 and 165
 candidate regions of positive selection, based on genome-wide SNP analyses
 (meta-SS, Rsb, iHS, and ΔAF) and pooled heterozygosity (Hp) full genome
 sequence analysis, are identified, in which 35 regions are shared between
 them. A total of 142 functional variants, one novel, have been detected
 within these regions, in which 30 and 26 were classified as of zebu and
 African taurine origins, respectively. High density genome-wide SNP
 analysis of zebu × taurine admixed cattle populations from Uganda and
 Nigeria show that 25 of these regions are shared between KEASZ and Uganda
 cattle, and seven regions are shared across the KEASZ, Uganda, and Nigeria
 cattle. The identification of common candidate regions allows us to fine
 map 18 regions. These regions intersect with genes and QTL associated with
 reproduction and environmental stress (e.g., immunity and heat stress)
 suggesting that the genome of the zebu × taurine admixed cattle has been
 uniquely selected to maximize hybrid fitness both in terms of reproduction
 and survivability.
description: HD_SNPSNP genotypes data from
 Illumina BovineHD Genotyping BeadChip of the examined cattle
 populationsHD_SNPmap file of the high
 density SNP data ped file
DOI: 10.5061/dryad.q044d
title: Data from: Exploring tree-like and non-tree-like patterns using genome sequences: an example using the inbreeding plant species Arabidopsis thaliana (L.) Heynh.

description: Genome sequence data contain abundant information about genealogical
 history, but methods for extracting and interpreting this information are
 not yet fully developed. We analyzed genome sequences for multiple
 accessions of the selfing plant, Arabidopsis thaliana, with the goal of
 better understanding its genealogical history. As expected from accessions
 of the same species, we found much discordance between nuclear gene trees.
 Nonetheless, we inferred the optimal population tree under the assumption
 that all discordance is due to incomplete lineage sorting. To cope with
 the size of the data (many genes and many taxa), our pipeline is based on
 parallel computing and divides the problem into four-taxon trees. However,
 just because a population tree can be estimated does not mean that the
 assumptions of the multispecies coalescent model hold. Therefore, we
 implemented a new, nonparametric test to evaluate whether a population
 tree adequately explains the observed quartet frequencies (the frequencies
 of gene trees with each resolution of each four-taxon set). This test also
 considers other models: panmixia and a partially resolved population tree,
 that is, a tree in which some nodes are collapsed into local panmixia. We
 found that a partially resolved population tree provides the best fit to
 the data, providing evidence for tree-like structure within A. thaliana,
 qualitatively similar to what might be expected between different, closely
 related species. Further, we show that the pattern of deviation from
 expectations can be used to identify instances of introgression and detect
 one clear case of reticulation among ecotypes that have come into contact
 in the United Kingdom. Our study illustrates how we can use genome
 sequence data to evaluate whether phylogenetic relationships are strictly
 tree-like or reticulating.
description: Stratified Subsample
 Concordance FactorsConcordance factors as
 well as their 95% confidence intervals for all 27,405 possible 4-taxon
 sets of the stratified subsample. Note: if a 4-taxon set had a concordance
 factor greater than 0.95, the concordance factors of the minor resolutions
 were approximated to evenly divide the remaining proportion (i.e. (1 -
 majorCF) / 2). Since these values are approximate, the upper and lower 95%
 confidence intervals for these splits are listed as "NA". In
 newer versions of the pipeline, this issue is avoided by having BUCKy
 output all concordance factors regardless of how small they
 are.stratified-subsample-CFs.csvPD Subsample Concordance FactorsConcordance factors as well as their 95% confidence intervals for all 27,405 possible 4-taxon sets of the PD subsample.PD-subsample-CFs.csvA. thaliana 4th Chromosome MDL BlocksGzipped archive containing the alignments of the 3,595 recombinational blocks as determined by MDL.chr4-mdl-blocks.tar.gzTICRGithub repository storing TICR scripts used in this paper.
DOI: 10.5061/dryad.4767b
title: Data from: Spermatozoa scattering by a microchannel feature: an elastohydrodynamic model

description: Sperm traverse their microenvironment through viscous fluid by propagating
 flagellar waves; the waveform emerges as a consequence of elastic
 structure, internal active moments and low Reynolds number fluid dynamics.
 Engineered microchannels have recently been proposed as a method of
 sorting and manipulating motile cells; the interaction of cells with these
 artificial environments therefore warrants investigation. A numerical
 method is presented for large-amplitude elastohydrodynamic interaction of
 active swimmers with domain features. This method is employed to examine
 hydrodynamic scattering by a model microchannel backstep feature.
 Scattering is shown to depend on backstep height and the relative strength
 of viscous and elastic forces in the flagellum. In a ‘high viscosity’
 parameter regime corresponding to human sperm in cervical mucus analogue,
 this hydrodynamic contribution to scattering is comparable in magnitude to
 recent data on contact effects, being of the order of 5°–10°. Scattering
 can be positive or negative depending on the relative strength of viscous
 and elastic effects, emphasizing the importance of viscosity on the
 interaction of sperm with their microenvironment. The modulation of
 scattering angle by viscosity is associated with variations in flagellar
 asymmetry induced by the elastohydrodynamic interaction with the boundary
 feature.
description: Simulation
 resultsTrajectory and waveform
 data for elastohydrodynamic simulations of sperm swimming over geometric
 features.simulation_results.zip
DOI: 10.15139/s3/klm2hm
title: Data Management and Sharing Plan for: Host Factors Controlling Neuroinvasive Flavivirus Pathogenesis

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.5061/dryad.p9j1n
title: Data from: Taxonomy of the bivalve Ptychomya in the Lower Cretaceous of the Neuquén basin (west-central Argentina)

description: In the Lower Cretaceous Agrio Formation, Neuquén Basin (west-central
 Argentina), the highly variable genus Ptychomya Agassiz has challenged
 traditional taxonomists for over a century. Here we apply a previously
 outlined quantitative protocol in order to settle the taxonomy of the
 genus based on specimens recorded from the base to the top of the Agrio
 Formation. The shell outline and ribbing pattern, two prominent external
 features of the valves, were quantified using geometric morphometric
 measurements of closed and open outlines, respectively. Morphological
 groupings were identified using model-based clustering, and the presence
 of significant morphological gaps between them was statistically tested.
 Our results show that the variation historically attributed to a single
 species, namely Ptychomya koeneni Behrendsen, corresponds to intra- and
 interspecific variability of at least four species, one of which was
 previously unknown (Ptychomya esbelta sp. nov.) whereas another was
 regarded as a subspecies of P. koeneni, namely Ptychomya windhauseni
 Weaver. We were also able to confirm the specific rank of Ptychomya
 coihuicoensis Weaver and the presence of P. koeneni in the upper
 Hauterivian of the Agrio Formation. This study represents a significant
 improvement over the previous state of knowledge of the genus Ptychomya in
 the Andes of Argentina, enhancing its biostratigraphical usefulness and
 palaeobiogeographical significance, and may serve as a model for the study
 of other poorly known bivalve faunas from other Andean basins of South
 America.
description: Ptychomya
 Neuquén132 specimens of
 Ptychomya from the Agrio Formation Lower Valanginian to lowest Barremian,
 Neuquén Basin, west-central Argentinamaterial.rar
DOI: 10.5061/dryad.52v62
title: Data from: Primers for Castilleja and their utility across Orobanchaceae: II. Single-copy nuclear loci

description: Premise of the study: We developed primers targeting nuclear loci in
 Castilleja with the goal of reconstructing the evolutionary history of
 this challenging clade. These primers were tested across other major
 clades in Orobanchaceae to assess their broader utility. Methods and
 Results: We assembled low-coverage genomes for three taxa in Castilleja
 and developed primer combinations for the single-copy conserved ortholog
 set (COSII) and the pentatricopeptide repeat (PPR) gene family. These
 primer combinations were designed to take advantage of the Fluidigm
 microfluidic PCR platform and are well suited for high-throughput
 sequencing applications. Eighty-seven primers were designed for
 Castilleja, and 27 were found to have broader utility in Orobanchaceae.
 Conclusions: These results demonstrate the utility of these primers, not
 only across Castilleja, but for other lineages within Orobanchaceae as
 well. This expanded molecular toolkit will be an asset to future
 phylogenetic studies in Castilleja and throughout Orobanchaceae.
description: Castilleja_tenuis_1K_CAP3Castilleja tenuis low-coverage genome assembly using CAP3. Culled to include contigs of 1kb or larger.Castilleja_foliolosa_1K_CAP3Castilleja foliolosa low-coverage genome assembly using CAP3. Culled to include contigs of 1kb or larger.Castilleja_cusickii_1K_CAP3Castilleja cusickii low-coverage genome assembly using CAP3. Culled to include contigs of 1kb or larger.culled_assemblies.Rannotated R script used for culling assemblies based on contig size.fasta_from_tblastx_output.notesNotes on generating fasta files of identified hits from tblastx outputfasta-to-tabularperl script (by Paul Blischak) that puts a fasta file into tabular format for ease of searchingCten.ppr.hitsIdentified PPR hits for Castilleja tenuis in fasta format.Cten.cosii.hitsIdentified COSII hits for Castilleja tenuis in fasta format.Cfol.ppr.hitsIdentified PPR hits for Castilleja foliolosa in fasta format.Cfol.cosii.hitsIdentified COSII hits for Castilleja tenuis in fasta format.Ccus.ppr.hitsIdentified PPR hits for Castilleja cusickii in fasta format.Ccus.cosii.hitsIdentified COSII hits for Castilleja tenuis in fasta format.
DOI: 10.5061/dryad.6t34b
title: Data from: Polyceraty (multi-horns) in Damara sheep maps to ovine chromosome 2

description: Polyceraty (presence of multiple horns) is rare in modern day ungulates.
 Although not found in wild sheep, polyceraty does occur in a small number
 of domestic sheep breeds covering a wide geographical region. Damara are
 fat-tailed hair sheep, from the south-western region of Africa, which
 display polyceraty, with horn number ranging from zero to four. We
 conducted a genome-wide association study for horn number with 43 Damara
 genotyped with 606 006 SNP markers. The analysis revealed a region with
 multiple significant SNPs on ovine chromosome 2, in a location different
 from the mutation for polled in sheep on chromosome 10. The causal
 mutation for polyceraty was not identified; however, the region associated
 with polyceraty spans nine HOXD genes, which are critical in embryonic
 development of appendages. Mutations in HOXD genes are implicated in
 polydactly phenotypes in mice and humans. There was no evidence for
 epistatic interactions contributing to polyceraty. This is the first
 report on the genetic mechanisms underlying polyceraty in the
 under-studied Damara.
description: 4H_Damara_Phenotypes_BOL-16Aug2015Phenotypes and ID of all animals included in analysisDamara_OV_FinalReport.txtA zipped folder containing four .txt files with all the genotypes for the animals used in the analyses.Concatenating_Genotypes.txt
DOI: 10.5061/dryad.7bg3t6s
title: Data from: Diet changes alter paternally inherited epigenetic pattern in male Wild guinea pigs

description: Epigenetic modifications, of which DNA methylation is the most stable, are
 a mechanism conveying environmental information to subsequent generations
 via parental germ lines. The paternal contribution to adaptive processes
 in the offspring might be crucial, but has been widely neglected in
 comparison to the maternal one. To address the paternal impact on the
 offspring’s adaptability to changes in diet composition, we investigated
 if low protein diet (LPD) in F0 males caused epigenetic alterations in
 their subsequently sired sons. We therefore fed F0 male Wild guinea pigs
 with a diet lowered in protein content (LPD) and investigated DNA
 methylation in sons sired before and after their father’s LPD treatment in
 both, liver and testis tissues. Our results point to a ‘heritable
 epigenetic response’ of the sons to the fathers’ dietary change. Because
 we detected methylation changes also in the testis tissue, they are likely
 to be transmitted to the F2 generation. Gene-network analyses of
 differentially methylated genes in liver identified main metabolic
 pathways indicating a metabolic reprogramming (‘metabolic shift’).
 Epigenetic mechanisms, allowing an immediate and inherited adaptation may
 thus be important for the survival of species in the context of a
 persistently changing environment, such as climate change.
description: F1L and
 F1T_coverage_MethLevelsMethPipe input data son
 liver (F1L) and sons testes (F1T) with coverage, raw methylation levels.
 Columns: scaffold, starting position, strand, CpG, methylation level,
 coverageF1L_and
 F1T_coverage_MethLevels.zip