cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qa3pt3
title: Occurrence Download

description: A dataset containing 46252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spermophilus citellus (Linnaeus, 1766), Spermophilus dauricus Brandt, 1843, Thomomys bottae (Eydoux & Gervais, 1836))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46252 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000305-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72fw38
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratozamia mexicana Brongn."
 ]
}

 The dataset includes 535 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000307-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myyz59
title: Occurrence Download

description: A dataset containing 239072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Castor fiber Linnaeus, 1758"
 ]
}

 The dataset includes 239072 records from 494 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000285-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66mjbs
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nemaliales"
 ]
}

 The dataset includes 674 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000309-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6znw5
title: Occurrence Download

description: A dataset containing 865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-66.5010128023988 -16.0016803765845,-65.7759037606237 -16.0016803765845,-65.7759037606237 -15.2732418267821,-66.5010128023988 -15.2732418267821,-66.5010128023988 -16.0016803765845))"
 ]
}

 The dataset includes 865 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000310-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hh92x2
title: Occurrence Download

description: A dataset containing 1 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 one of (Primulina varicolor (D.Fang & D.H.Qin) Yin Z.Wang)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-241125135418005/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.27652623.v12
title: toy-datasets

description: Toy datasets of different genome data and file types.
DOI: 10.15468/dl.2mntu4
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-41.96943 29.85973,-4.93397 29.85973,-4.93397 49.76314,-41.96943 49.76314,-41.96943 29.85973))",
 "TaxonKey is Diaphus lucidus (Goode & Bean, 1896)"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000312-241125135418005/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.27902295
title: Supplementary File 3: Differentially expressed genes between ovaries and testes from 25-mm cane toad metamorphs

description: Output from DEseq2 analysis with additional contig linkage info for ovary-specific gene IDs
DOI: 10.6084/m9.figshare.27902295.v1
title: Supplementary File 3: Differentially expressed genes between ovaries and testes from 25-mm cane toad metamorphs

description: Output from DEseq2 analysis with additional contig linkage info for ovary-specific gene IDs
DOI: 10.5281/zenodo.11678222
title: Example data used in tutorial of HEIG

description: The repository contains example data used in tutorial of HEIG v1.0.0. HEIG is a statistical framework for efficiently conducting joint analysis for large-scale imaging and genetic data.

The dataset has the following file structures:



input



images: 1000 simulated images

misc: miscellaneous files

ldr_sumstats: 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

ldmatrix8580: LD matrices with regularization {85%,80%}, including ~460,000 genotype array SNPs

ldmatrix7570: LD matrices with regularization {75%,70%}, including ~460,000 genotype array SNPs

visualization: example files for visualization



output



herigc: results of heritability and (cross-trait) genetic correlation analysis

images: preprocessed 1000 images

ldr: LDRs constructed from 1000 images

sumstats: preprocessed 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

visualization: visualization results

voxelgwas: voxel-level GWAS results
DOI: 10.5281/zenodo.13770930
title: Example data used in tutorial of HEIG (v1.1.0)

description: The repository contains example data used in tutorial of HEIG v1.1.0. Note, this data is not compatible with HEIG v1.0.0. HEIG is a statistical framework for efficiently conducting joint analysis for large-scale imaging and genetic data.

The dataset has the following file structures:



input



images: 1000 simulated images

misc: miscellaneous files

ldr_sumstats: 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

ld_regu8580: LD matrices with regularization {85%,80%}, including ~460,000 genotype array SNPs

ld_regu7570: LD matrices with regularization {75%,70%}, including ~460,000 genotype array SNPs

visualization: example files for visualization



output



fpca: results of functional PCA

herigc: results of heritability and (cross-trait) genetic correlation analysis

images: preprocessed 1000 images in H5DF file

ldr: LDRs constructed from 1000 images

sumstats: preprocessed 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

visualization: visualization results

voxelgwas: voxel-level GWAS results




The results in ouput are produced by data in input, which can verify if the user runs the code correctly.
DOI: 10.5281/zenodo.14214075
title: Example data used in tutorial of HEIG (v1.2.0)

description: The repository contains example data used in tutorial of HEIG v1.2.0. Note, this data is not compatible with v1.0.0, and some options are supported in v1.1.0. HEIG is a statistical framework for efficiently conducting joint analysis for large-scale imaging and genetic data.

The dataset has the following file structures:



input



images1: 500 simulated images

images2: 500 simulated images

genotype: genotype data in PLINK bfile

misc: miscellaneous files

ldr_sumstats: 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

ld_regu8580: LD matrices with regularization {85%,80%}, including ~460,000 genotype array SNPs

ld_regu7570: LD matrices with regularization {75%,70%}, including ~460,000 genotype array SNPs

visualization: example files for visualization



output



fpca: results of functional PCA

genotype: hail.MatrixTable of genotype data

gwas: LDR GWAS results generated by HEIG

herigc: results of heritability and (cross-trait) genetic correlation analysis

images: preprocessed 1000 images in H5DF file

ldr: LDRs constructed from 1000 images

sumstats: preprocessed 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

visualization: visualization results

voxelgwas: voxel-level GWAS results




The results in ouput are produced by data in input, which can verify if the user runs the code correctly.
DOI: 10.5281/zenodo.11075258
title: Example data used in tutorial of HEIG (v1.2.0)

description: The repository contains example data used in tutorial of HEIG v1.2.0. Note, this data is not compatible with v1.0.0, and some options are supported in v1.1.0. HEIG is a statistical framework for efficiently conducting joint analysis for large-scale imaging and genetic data.

The dataset has the following file structures:



input



images1: 500 simulated images

images2: 500 simulated images

genotype: genotype data in PLINK bfile

misc: miscellaneous files

ldr_sumstats: 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

ld_regu8580: LD matrices with regularization {85%,80%}, including ~460,000 genotype array SNPs

ld_regu7570: LD matrices with regularization {75%,70%}, including ~460,000 genotype array SNPs

visualization: example files for visualization



output



fpca: results of functional PCA

genotype: hail.MatrixTable of genotype data

gwas: LDR GWAS results generated by HEIG

herigc: results of heritability and (cross-trait) genetic correlation analysis

images: preprocessed 1000 images in H5DF file

ldr: LDRs constructed from 1000 images

sumstats: preprocessed 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

visualization: visualization results

voxelgwas: voxel-level GWAS results




The results in ouput are produced by data in input, which can verify if the user runs the code correctly.
DOI: 10.5281/zenodo.11075259
title: Example data used in tutorial of HEIG

description: The repository contains example data used in tutorial of HEIG. HEIG is a statistical framework for efficiently conducting joint analysis for large-scale imaging and genetic data.

The dataset has the following file structures:



input



images: 1000 simulated images

misc: miscellaneous files

ldr_sumstats: 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

ldmatrix8580: LD matrices with regularization {85%,80%}, including ~460,000 genotype array SNPs

ldmatrix7570: LD matrices with regularization {75%,70%}, including ~460,000 genotype array SNPs

visualization: example files for visualization



output



herigc: results of heritability and (cross-trait) genetic correlation analysis

images: preprocessed 1000 images

ldr: LDRs constructed from 1000 images

sumstats: preprocessed 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

visualization: visualization results

voxelgwas: voxel-level GWAS results
DOI: 10.5281/zenodo.12127759
title: Example data used in tutorial of HEIG

description: The repository contains example data used in tutorial of HEIG v1.0.0. HEIG is a statistical framework for efficiently conducting joint analysis for large-scale imaging and genetic data.

The dataset has the following file structures:



input



images: 1000 simulated images

misc: miscellaneous files

ldr_sumstats: 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

ldmatrix8580: LD matrices with regularization {85%,80%}, including ~460,000 genotype array SNPs

ldmatrix7570: LD matrices with regularization {75%,70%}, including ~460,000 genotype array SNPs

visualization: example files for visualization



output



herigc: results of heritability and (cross-trait) genetic correlation analysis

images: preprocessed 1000 images

ldr: LDRs constructed from 1000 images

sumstats: preprocessed 19 LDR GWAS summary statistic files of the superior fronto-occipital fasciculus

visualization: visualization results

voxelgwas: voxel-level GWAS results
DOI: 10.15468/dl.h52exc
title: Occurrence Download

description: A dataset containing 16 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 one of (Primulina verecunda (Chun) Mich.Möller & A.Weber)"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000313-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ud4g7v
title: Occurrence Download

description: A dataset containing 8928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rupicola peruvianus (Latham, 1790)",
 "Year 2000-2024"
 ]
}

 The dataset includes 8928 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000315-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sum2q7
title: Occurrence Download

description: A dataset containing 1 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 one of (Primulina versicolor F.Wen, B.Pan & B.M.Wang)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000317-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ae2n3a
title: Occurrence Download

description: A dataset containing 654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is one of (true)",
 "Geometry POLYGON((-74.8265154704006 7.1857035356908,-74.676588991389 7.1857035356908,-74.676588991389 7.34917781746346,-74.8265154704006 7.34917781746346,-74.8265154704006 7.1857035356908))"
 ]
}

 The dataset includes 654 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000318-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9stdh
title: Occurrence Download

description: A dataset containing 1 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 one of (Primulina vestita (D.Wood) Mich.Möller & A.Weber)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000321-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.15386
title: Dataset for: Leap, learn, earn: Exploroing academic risk taking and learning success across gender and socioeconomic groups

description: Background: The positive learning effects of academic risk taking (ART) in higher education has been discussed since the 1980's. However, this may not apply equally for all social groups. Men and women may differ in the way they use ART to construct their gender identity. Students with different socioeconomic status (SES) may differ in their ability to navigate academic risks due to differences in available cultural capital. Aims: This study examines gender and SES disparities in ART and their impact on learning success. It explores if ART mediates and is moderated by gender and SES effects. Additionally, it assesses if ART directly predicts learning success. Sample: A sample of N = 381 German university students was used. Methods: Data was analyzed following a structural equation modeling approach. Results: Men show more ART on the seminar group dimension, whereas women show more ART on the peer dimension. Being male indirectly predicts higher learning success via the seminar group dimension of ART. Furthermore, SES and gender moderate the effect between ART and learning success. Both ART dimensions directly predict students’ learning success. Conclusions: Our research contributes to understanding the mechanisms of social disparities within higher education and offers implications for the development of inclusive teaching strategies and research on aspects of intersectionality.
description: Dataset for: Hübner, V., Pfost, M. Leap, learn, earn: exploring academic risk taking and learning success across gender and socioeconomic groups. <i>High Educ</i> (2024). https://doi.org/10.1007/s10734-024-01307-w
DOI: 10.15468/dl.9e7ygn
title: Occurrence Download

description: A dataset containing 41801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Continent is South America",
 "Country is Peru",
 "TaxonKey is Columba livia J.F.Gmelin, 1789"
 ]
}

 The dataset includes 41801 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000319-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spb5bv
title: Occurrence Download

description: A dataset containing 1 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 one of (Primulina villosissima (W.T.Wang) Mich.Möller & A.Weber)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000323-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2sgvqt
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Germany, Netherlands, Switzerland, Luxembourg)",
 "Geometry POLYGON((9.13644 55.38282,2.46888 52.85807,5.64004 45.88526,8.8331 45.10155,10.51873 46.0548,11.42383 46.38552,11.85478 46.75585,13.60857 47.39247,13.7712 48.85779,12.3889 50.22944,14.90956 50.95211,15.15349 52.31465,14.74694 54.40083,9.13644 55.38282))",
 "HasGeospatialIssue is false",
 "TaxonKey is Prionyx kirbii (Vander Linden, 1827)"
 ]
}

 The dataset includes 178 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000324-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7dndx
title: Occurrence Download

description: A dataset containing 15079 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alternanthera sessilis (L.) R.Br. ex DC."
 ]
}

 The dataset includes 15079 records from 486 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000322-241125135418005/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc82uc
title: Occurrence Download

description: A dataset containing 7798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hedychium coronarium J.Koenig",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 7798 records from 271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003836-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6pz9a
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "Country is Ghana",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003837-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7303/syn3387327.1
title: AMP_AD_ROSMAP_BroadRush_Nanostring_miRNA.gct
DOI: 10.7303/syn3505746.2
title: AMP_AD_ROSMAP_Broad-Rush_IlluminaHiSeq_RSEM_isoform_FPKM_normalized_plate1-6.tsv
DOI: 10.7303/syn3607402.1
title: AMP_AD_ROSMAP_BroadRush_IlluminaHiSeq_iPSC_Gene_FPKM_un-normalized.txt
DOI: 10.7303/syn5856115.1
title: ROSMAP_arraymiRNA_raw.zip
DOI: 10.7303/syn5843544.1
title: ROSMAP_arrayMethylation_covariates.tsv
DOI: 10.7303/syn10235592
title: Metabolomics
DOI: 10.7303/syn4299317
title: ROSMAP RNAseq Picard metrics
DOI: 10.7303/syn5850422.1
title: ROSMAP_arrayMethylation_raw.gz
DOI: 10.15468/dl.27subu
title: Occurrence Download

description: A dataset containing 14630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hedychium gardnerianum Sheph. ex Ker Gawl.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 14630 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003838-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7303/syn3505720.2
title: AMP_AD_ROSMAP_Broad-Rush_IlluminaHiSeq_RSEM_gene_FPKM_unnormalized.tsv
DOI: 10.7303/syn3607401
title: BroadiPSC
DOI: 10.5281/zenodo.14901928
title: The Role of Artificial Intelligence in Modern Medicine: Applications, Challenges, and Future Prospects

description: Artificial Intelligence (AI) has emerged as a transformative force in modern medicine, revolutionizing how healthcare professionals diagnose, treat, and manage diseases. AI technologies, including machine learning, deep learning, natural language processing, and computer vision, have significantly enhanced diagnostic accuracy, treatment planning, drug discovery, and personalized patient care. This paper explores the impact of AI across various domains of medicine, highlighting its potential to improve healthcare delivery and patient outcomes. It also examines the challenges, ethical concerns, and future perspectives of AI integration in the medical field.