cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.gthedi
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042083-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkhe4l
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008795-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0kl5pv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042177-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5gted
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Namibia",
 "Geometry POLYGON((-9.78452 -28.93659,40.22525 -28.93659,40.22525 -8.94148,-9.78452 -8.94148,-9.78452 -28.93659))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta africana (Blumenbach, 1797)"
 ]
}

 The dataset includes 416 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277880-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.int9mf
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042090-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lawyzt
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002322-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfyud6
title: Occurrence Download

description: A dataset containing 103199764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.13672 28.61346,-116.19141 -9.79568,-53.26172 -12.55456,-50.44922 26.43123,-115.13672 28.61346))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 103199764 records from 6124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261120-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr34413
title: Winter flounder 4 in SDS micelles
DOI: 10.13018/bmr34414
title: a9 PEPTIDE
DOI: 10.13018/bmr34416
title: Winter flounder 1 in SDS micelles
DOI: 10.13018/bmr34417
title: M-TRTX-Preg1a (Poecilotheria regalis)
DOI: 10.13018/bmr34418
title: M-BUTX-Ptr1a (Parabuthus transvaalicus)
DOI: 10.13018/bmr34419
title: NMR solution structure of Hml-2 C-terminal dimer domain
DOI: 10.13018/bmr34420
title: SH3-subunit of chicken alpha spectrin solved by NMR
DOI: 10.13018/bmr34421
title: Solution structure of Staufen1 dsRBD3+4 - hARF1 SBS dsRNA complex.
DOI: 10.13018/bmr34422
title: Solution structure of Staufen1 dsRBD4 - hARF1 SBS dsRNA complex.
DOI: 10.13018/bmr34423
title: NMR structure of MLP124017
DOI: 10.13018/bmr34424
title: Precursor structure of the self-processing module of iron-regulated FrpC of N. Meningitidis with calcium ions
DOI: 10.13018/bmr34425
title: NMR solution structure of Helicobacter pylori TonB-CTD (residues 179-285)
DOI: 10.5255/ukda-sn-858256
title: Large-Scale Survey of Businesses Across the East and West Midlands of England, Plus Companion Surveys for Ireland and Sweden, 2022-2025

description: The 'productivity gap' between the UK and its international competitors has been widely discussed. In 2019, UK productivity was 83 per cent of that in France and the US and 86 per cent of that in Germany. In 2020, UK industrial productivity growth rates were also negative, potentially widening the pre-pandemic productivity gap. OECD evidence also suggests that mental health in the UK may have been particularly seriously affected by the pandemic. Between 2019 and 2020, the proportion of people experiencing anxiety increased in several countries (Belgium, Czech Republic, Denmark, France and the UK), with the UK recording the highest level of anxiety of any country studied in 2020 - 33 per cent (OECD 2021, Figure 1.20, p. 179). This trend is likely to have worsened the pre-pandemic costs of poor mental health and well-being in the UK, which were estimated at £42bn - £45bn.

Despite the scale of the impact of poor employee mental health and productivity, we know little about the outcomes (causal effects) when employers implement mental health and well-being practices on employees' mental health and wellbeing, and even less about the causal mechanisms through which poor MH&W influences firm-level productivity. The 2020 Australian Productivity Commission report on mental health concluded, for example, that 'there is limited evidence on the effectiveness of these interventions ... there has been difficulty in establishing the effectiveness of different programs and initiatives' (Productivity Commission, 2020, p. 342).
 
Our aim in this project was to address this gap in our understanding and to establish the causal mechanisms through which firms' adoption of mental health and well-being (MH&W) practices can benefit productivity and productivity improvement. Which MH&W practices have the greatest benefit for employee mental health? Which have the greatest benefit for employee well-being? And, how do these effects impact firm-level productivity? Understanding these linkages is critical to building higher and sustainable productivity in future years.
Central to this project has been a large-scale survey of businesses across the East and West Midlands of England, examining workplace wellbeing, wellbeing practices, and productivity. Four waves of this survey were funded through the ESRC grant (2022, 2023, 2024, and 2025). Additionally, companion surveys were conducted in Ireland (2023) and Sweden (2024). The deposited data relates to all six of these surveys. Survey data is accompanied by copies of the annual survey reports, reports on the Irish and Swedish surveys, as well as the project’s final report. Related documents can be found via the Enterprise Research Centre website: https://www.enterpriseresearch.ac.uk/themes/mental-health/.
DOI: 10.13018/bmr34427
title: Solution structure of the FUS/TLS RNA recognition motif in complex with U1 snRNA stem loop III
DOI: 10.13018/bmr34428
title: Mouse RBM20 RRM domain in complex with AUCUUA RNA
DOI: 10.13018/bmr34429
title: Mouse RBM20 RRM domain
DOI: 10.13018/bmr34430
title: NMR solution structure of staphylococcal protein A, C domain
DOI: 10.15468/dl.xv67sy
title: Occurrence Download

description: A dataset containing 132091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Muntiacus reevesi"
 ]
}

 The dataset includes 132091 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr34431
title: NMR structure of KRAS32R G9T conformer G-quadruplex within KRAS promoter region
DOI: 10.13018/bmr34432
title: Protein allostery of the WW domain at atomic resolution: apo structure
DOI: 10.13018/bmr34433
title: Protein allostery of the WW domain at atomic resolution
DOI: 10.5281/zenodo.18742993
title: Towards improved anticancer properties of the G-quadruplex-forming T40231 aptamer through increased flexibility of nucleoside residues

description: Raw data and data accompanying publication:Kotkowiak W., Bartyś N., Pasternak A. (2025) Towards improved anticancer properties of the G-quadruplexforming T40231 aptamer through increased flexibility of nucleoside residues. Sci. Rep. 15: 25159. Authors: Weronika Kotkowiak (1), Natalia Bartyś (1), Anna Pasternak (1)Affiliation:

(1) Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland.* Corresponding author: e-mail: apa@ibch.poznan.plThis study was supported by National Science Centre, Poland grants: 020/37/B/NZ7/02008 to A.P., 2021/41/B/NZ7/03910 to W.K., 2024/08/X/ST4/00521 to N.B.Contents:(1)Serum stability data(2)Thermal stability data(3)Native gel high-resolution image file(4)Circular dichroism data(5)qPCR data(6)Antiproliferative assay data
DOI: 10.13018/bmr34434
title: Protein allostery of the WW domain at atomic resolution
DOI: 10.5281/zenodo.18742992
title: Towards improved anticancer properties of the G-quadruplex-forming T40231 aptamer through increased flexibility of nucleoside residues

description: Raw data and data accompanying publication:Kotkowiak W., Bartyś N., Pasternak A. (2025) Towards improved anticancer properties of the G-quadruplexforming T40231 aptamer through increased flexibility of nucleoside residues. Sci. Rep. 15: 25159. Authors: Weronika Kotkowiak (1), Natalia Bartyś (1), Anna Pasternak (1)Affiliation:

(1) Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland.* Corresponding author: e-mail: apa@ibch.poznan.plThis study was supported by National Science Centre, Poland grants: 020/37/B/NZ7/02008 to A.P., 2021/41/B/NZ7/03910 to W.K., 2024/08/X/ST4/00521 to N.B.Contents:(1)Serum stability data(2)Thermal stability data(3)Native gel high-resolution image file(4)Circular dichroism data(5)qPCR data(6)Antiproliferative assay data
DOI: 10.13018/bmr34435
title: Intercalation of heterocyclic ligand between quartets in G-rich tetrahelical structure
DOI: 10.13018/bmr34436
title: Guanine-rich oligonucleotide with 5'-GC end form G-quadruplex with A(GGGG)A hexad, GCGC- and G-quartets and two symmetric GG and AA base pairs
DOI: 10.13018/bmr34437
title: Structure of the BRK domain of the SWI/SNF chromatin remodellingcomplex subunit BRG1 reveals a potential role in protein-proteininteractions
DOI: 10.13018/bmr34438
title: Guanine-rich oligonucleotide with 5'- and 3'-GC ends form G-quadruplex with A(GGGG)A hexad, GCGC- and G-quartets and two symmetric GG and AA base pair
DOI: 10.13018/bmr34439
title: NMR structure of repeat domain 13 of the fibrillar adhesin CshA from Streptococcus gordonii.
DOI: 10.13018/bmr34440
title: Solution structure of the amyloid beta-peptide (1-42)
DOI: 10.13018/bmr34441
title: NMR structure of KRAS32R G25T conformer G-quadruplex within KRAS promoter region
DOI: 10.13018/bmr34442
title: Solution structure of the HRP2 IBD
DOI: 10.13018/bmr34443
title: Timeless couples G quadruplex detection with processing by DDX11 during DNA replication
DOI: 10.13018/bmr34444
title: 2'-F-arabinoguanosine and 2'-F-riboguanosine modified hybrid type G-quadruplex with V-loop
DOI: 10.13018/bmr34445
title: 2'-F-riboguanosine and 2'-F-arabinoguanosine modified G-quadruplex with V-loop and all-syn G-tract
DOI: 10.13018/bmr34446
title: Bam_5924 docking domain
DOI: 10.13018/bmr34447
title: Bam_5920cDD 5919nDD docking domains
DOI: 10.13018/bmr34448
title: Bam_5925cDD 5924nDD docking domains
DOI: 10.13018/bmr34449
title: Solution Structure of the DNA-binding TubR fragment from Clostridium Botulinum
DOI: 10.13018/bmr34450
title: Solution structure of RfaH C-terminal domain from Vibrio cholerae
DOI: 10.13018/bmr34451
title: Solution structure of MacpD, a acyl carrier protein, from Pseudomonas fluorescens involved in Mupirocin biosynthesis.
DOI: 10.13018/bmr34452
title: Reconstructing the Origins of the HemD-like fold
DOI: 10.13018/bmr34453
title: Solution structure of MeuNaTxalpha-1 toxin from Mesobuthus Eupeus
DOI: 10.13018/bmr34454
title: A New Structural Model of Abeta(1-40) Fibrils
DOI: 10.6084/m9.figshare.31423292
title: <i>Leveraging LLMs for Multi-File DSL Code Generation: An </i><i>Industrial Case Study</i>

description: <i>Large language models (LLMs) perform strongly on general-purpose </i><i>code generation, yet their applicability to enterprise domain-specific </i><i>languages (DSLs) remains underexplored, especially for repositoryscale </i><i>change generation spanning multiple files and folder structures </i><i>from a single natural-language (NL) instruction.We report an </i><i>industrial case study at BMW that adapts code-oriented LLMs to </i><i>generate and modify project-root DSL artifacts for an Xtext-based </i><i>DSL that drives downstream Java/TypeScript code generation. We </i><i>develop an end-to-end pipeline for dataset construction, multi-file </i><i>task representation, model adaptation, and evaluation. To support </i><i>repository-scale generation in a single response, we linearize DSL </i><i>folder hierarchies into structured JSON while preserving file paths </i><i>and contents, enabling the learning of cross-file dependencies. We </i><i>evaluate two instruction-tuned code LLMs (Qwen2.5-Coder and </i><i>DeepSeek-Coder, 7B) under three configurations: baseline prompting, </i><i>one-shot in-context learning, and parameter-efficient finetuning </i><i>(QLoRA). Beyond standard similarity metrics, we introduce </i><i>task-specific measures that assess edit correctness and repository </i><i>structural fidelity. Fine-tuning yields the most significant gains </i><i>across models and metrics, achieving high exact-match accuracy, </i><i>substantial edit similarity, and structural fidelity of 1.00 on our heldout </i><i>set for multi-file outputs. At the same time, one-shot in-context </i><i>learning provides smaller but consistent improvements over baseline </i><i>prompting. We further validate practical utility via an expert </i><i>developer survey and an execution-based check using the existing </i><i>code generator.</i>
DOI: 10.6084/m9.figshare.31423292.v1
title: <i>Leveraging LLMs for Multi-File DSL Code Generation: An </i><i>Industrial Case Study</i>

description: <i>Large language models (LLMs) perform strongly on general-purpose </i><i>code generation, yet their applicability to enterprise domain-specific </i><i>languages (DSLs) remains underexplored, especially for repositoryscale </i><i>change generation spanning multiple files and folder structures </i><i>from a single natural-language (NL) instruction.We report an </i><i>industrial case study at BMW that adapts code-oriented LLMs to </i><i>generate and modify project-root DSL artifacts for an Xtext-based </i><i>DSL that drives downstream Java/TypeScript code generation. We </i><i>develop an end-to-end pipeline for dataset construction, multi-file </i><i>task representation, model adaptation, and evaluation. To support </i><i>repository-scale generation in a single response, we linearize DSL </i><i>folder hierarchies into structured JSON while preserving file paths </i><i>and contents, enabling the learning of cross-file dependencies. We </i><i>evaluate two instruction-tuned code LLMs (Qwen2.5-Coder and </i><i>DeepSeek-Coder, 7B) under three configurations: baseline prompting, </i><i>one-shot in-context learning, and parameter-efficient finetuning </i><i>(QLoRA). Beyond standard similarity metrics, we introduce </i><i>task-specific measures that assess edit correctness and repository </i><i>structural fidelity. Fine-tuning yields the most significant gains </i><i>across models and metrics, achieving high exact-match accuracy, </i><i>substantial edit similarity, and structural fidelity of 1.00 on our heldout </i><i>set for multi-file outputs. At the same time, one-shot in-context </i><i>learning provides smaller but consistent improvements over baseline </i><i>prompting. We further validate practical utility via an expert </i><i>developer survey and an execution-based check using the existing </i><i>code generator.</i>
DOI: 10.13018/bmr34455
title: Mixing Abeta(1-40) and Abeta(1-42) peptides generates unique amyloid fibrils
DOI: 10.13018/bmr34456
title: Mixing Abeta(1-40) and Abeta(1-42) peptides generates unique amyloid fibrils
DOI: 10.13018/bmr34457
title: Refined solution NMR structure of hVDAC-1 in detergent micelles
DOI: 10.13018/bmr34459
title: P. falciparum essential light chain, N-terminal domain
DOI: 10.13018/bmr34460
title: Cytochrome C from Thioalkalivibrio paradoxus
DOI: 10.13018/bmr34461
title: Solution structure and 1H, 13C and 15N chemical shift assignments for the complex of VPS29 with VARP 687-747
DOI: 10.13018/bmr34462
title: Solution structure of the modulator of repression (MOR) of the temperate bacteriophage TP901-1 from Lactococcus lactis
DOI: 10.13018/bmr34463
title: Structural and DNA Binding Properties of Mycobacterial Integration Host Factor mIHF
DOI: 10.13018/bmr34464
title: NMR structure of the apo-form of Pseudomonas fluorescens CopC
DOI: 10.15468/dl.zvbmu8
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Norops planiceps)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003577-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr34465
title: Structure of a protein-RNA complex by ssNMR
DOI: 10.13018/bmr34466
title: Solution structure of U2AF2 RRM1,2
DOI: 10.13018/bmr34467
title: Pre-folded structures govern folding pathways of human telomeric G-quadruplexes
DOI: 10.13018/bmr34468
title: Solution structure of the antifungal protein PAFC
DOI: 10.13018/bmr34469
title: Solution Structure of Docking Domain Complex of Pax NRPS: PaxC NDD - PaxB CDD
DOI: 10.13018/bmr34470
title: Solution structure of PD-i6 peptide inhibitor of the human PD-1 extracellular domain
DOI: 10.13018/bmr34471
title: Haddock model of NDM-1/morin complex
DOI: 10.5281/zenodo.18785303
title: Vietnamese Cashewnut Dataset
DOI: 10.5281/zenodo.18785302
title: Vietnamese Cashewnut Dataset
DOI: 10.13018/bmr34472
title: Haddock model of NDM-1/myricetin complex
DOI: 10.13018/bmr34473
title: NMR structure of N-terminal domain from A. argentata tubuliform spidroin (TuSp) at pH 5.5
DOI: 10.13018/bmr34474
title: Solution structure of PD-i3 peptide inhibitor of the human PD-1 extracellular domain
DOI: 10.6084/m9.figshare.31423265.v1
title: Jiraikei digital community data

description: This study examines online community discussions within Chinese Jiraikei fashion subculture to understand the way community members' definition of counterfeit reflects the construction of subcultural identity, and how counterfeit product consumption influences community structure and boundaries. Through keyword searches and snowball sampling methods, this research collected 55 posts and 233 related comments from RedNote.
DOI: 10.6084/m9.figshare.31423265
title: Jiraikei digital community data

description: This study examines online community discussions within Chinese Jiraikei fashion subculture to understand the way community members' definition of counterfeit reflects the construction of subcultural identity, and how counterfeit product consumption influences community structure and boundaries. Through keyword searches and snowball sampling methods, this research collected 55 posts and 233 related comments from RedNote.
DOI: 10.13018/bmr34475
title: LEDGF/p75 dimer (residues 345-467)
DOI: 10.13018/bmr34476
title: Solution structure of antimicrobial peptide, crabrolin Plus in the presence of Lipopolysaccharide
DOI: 10.13018/bmr34477
title: Major subunit ComGC from S. sanguinis Com pseudopili
DOI: 10.13018/bmr34478
title: NMR solution structure of class IV lasso peptide felipeptin A1 from Amycolatopsis sp. YIM10
DOI: 10.13018/bmr34479
title: NMR solution structure of class IV lasso peptide felipeptin A2 from Amycolatopsis sp. YIM10
DOI: 10.13018/bmr34480
title: Solution structure of Legionella pneumophila NttA
DOI: 10.15468/dl.ue7k85
title: Occurrence Download

description: A dataset containing 183097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Taxus"
 ]
}

 The dataset includes 183097 records from 1228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003535-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr34481
title: Solution NMR structure of the S0_2.126 designed protein
DOI: 10.15468/dl.86e9gz
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meroncidius flavolimbatus"
 ]
}

 The dataset includes 57 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003578-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr34482
title: Constitutive decay element CDE2 from human 3'UTR
DOI: 10.13018/bmr34483
title: Constitutive decay element CDE1 from human 3'UTR
DOI: 10.13018/bmr34484
title: Constitutive decay element CDE2 from human 3'UTR
DOI: 10.13018/bmr34485
title: NMR solution structure of alpha-AnmTX-Ms11a-2 (Ms11a-2)
DOI: 10.13018/bmr34486
title: NMR solution structure of alpha-AnmTX- Ms11a-3 (Ms11a-3)
DOI: 10.13018/bmr34487
title: NMR solution structure of the Iron-Sulfur protein PioC from Rhodopseudomonas palustris TIE-1
DOI: 10.13018/bmr34488
title: Designing a Granulopoietic Protein by Topological Rescaffolding 2: Moevan
DOI: 10.13018/bmr34489
title: Designing a Granulopoietic Protein by Topological Rescaffolding 1: Sohair
DOI: 10.13018/bmr34490
title: Major subunit ComGC from S. pneumoniae Com pseudopili
DOI: 10.13018/bmr34491
title: Cortistatin analog with improved immunoregulatory activity
DOI: 10.13018/bmr34492
title: drosophila Unr CSD78
DOI: 10.13018/bmr34493
title: solution structure of cold-shock domain 1 and 2 of drosophila Upstream of N-Ras (Unr)
DOI: 10.5281/zenodo.15570984
title: Dataset for "Wide-field fluorescence lifetime imaging of single molecules with a gated single-photon camera"

description: Dataset underlying the figures of the manuscript https://doi.org/10.1038/s41377-025-01901-2.