cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/vcv7rz
title: Data for Integrating Common and Rare Variants Improves Polygenic Risk Prediction Across Diverse Populations

description: This deposit contains derived, shareable outputs supporting analyses in the manuscript “Integrating Common and Rare Variants Improves Polygenic Risk Prediction Across Diverse Populations.” The repository includes (1) GWAS summary statistics for common variants, (2) common-variant PRS weight files (RICE-CV final scores), (3) rare-variant PRS coefficient tables (RICE-RV weights at the gene/variant-set level), (4) rare-variant association test (RVAT) summary statistics used for gene/region-level discovery and diagnostic plots, and (5) source data for Figure R2. 

All files are provided as tab-delimited, gzip-compressed text files (.tsv.gz) and are organized by cohort/source (UK Biobank WGS, UK Biobank imputed genotypes, All of Us) and by trait. No individual-level genotype or phenotype data are included; the underlying participant-level datasets remain available only through their respective controlled-access platforms. Each file set includes a manifest.tsv that records file provenance (inputs), output filenames, record counts, and key formatting parameters.
DOI: 10.15468/dl.266m34
title: Occurrence Download

description: A dataset containing 773 records in GBIF matching the query:

SELECT
 GBIF_ISEA3HCode(
 8, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 CASE 
 WHEN classKey IN ('359') THEN 'Mammals'
 WHEN classKey IN ('212') THEN 'Birds'
 WHEN familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879') THEN 'Bony Fish'
 WHEN classKey IN ('131') THEN 'Amphibians'
 WHEN classKey IN ('216') THEN 'Insects'
 WHEN classKey IN ('11418114', '11569602', '11592253', '11493978') THEN 'Reptiles'
 WHEN phylumKey IN ('52') THEN 'Molluscs'
 WHEN classKey IN ('367') THEN 'Arachnids'
 WHEN classKey IN ('220', '196') THEN 'Flowering Plants'
 WHEN classKey IN ('194', '244', '228', '282') THEN 'Gymnosperms'
 WHEN orderKey IN ('392') THEN 'Ferns'
 WHEN phylumKey IN ('35') THEN 'Mosses'
 WHEN phylumKey IN ('95') THEN 'Sac Fungi'
 WHEN phylumKey IN ('34') THEN 'Basidiomycota'
 END AS taxonomic_group,
 COUNT(DISTINCT speciesKey) AS species_count
FROM occurrence
WHERE countryCode = 'MA'
 AND hasCoordinate = TRUE
 AND hasGeospatialIssues = FALSE
 AND coordinateUncertaintyInMeters &lt;= 2000
 AND occurrenceStatus = 'PRESENT'
 AND speciesKey IS NOT NULL
 AND basisOfRecord != 'FOSSIL_SPECIMEN'
 AND taxonRank = 'SPECIES'
 AND (
 classKey IN ('359', '212', '131', '216', '11418114', '11569602', '11592253', '11493978', '367', '220', '196', '194', '244', '228', '282')
 OR familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879')
 OR phylumKey IN ('52', '35', '95', '34')
 OR orderKey IN ('392')
 )
GROUP BY geogrid_id, taxonomic_group;


 The dataset's 773 records were derived from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002910-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/fow7en
title: Harnessing GPT for Enhanced Academic Writing: Evidence from a Field Experiment with Early-Career Researchers in the Social Sciences

description: This file contains the full replication package for the paper "Harnessing GPT for Enhanced Academic Writing: Evidence from a Field Experiment with Early-Career Researchers in the Social Sciences"
Authors: Ratkovic, et al.
Date: November 2025
Pre-registration and materials: https://osf.io/f4epg

The project analyzes the effect of GPT assistance on academic manuscript writing, comparing human and AI evaluations, linguistic
DOI: 10.15468/dl.rn2sdf
title: Occurrence Download

description: A dataset containing 1283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "Country is South Africa",
 "DatasetKey is Southern African Bird Atlas Project 2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is VU",
 "Month is one of (December, November, October, September, August, July, June, May, April, March, February, January)",
 "OccurrenceStatus is Present",
 "PublishingOrg is dd862d06-e6e9-4ab9-bc86-c875cc148c1f",
 "TaxonKey is Gyps coprotheres",
 "Year 2020-2020"
 ]
}

 The dataset includes 1283 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002924-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/serc.31434619
title: Dataset: Carbon storage and accretion in Sweet Hall Marsh, Virginia

description: This dataset contains organic matter and radioisotope dating information for six soil cores from Sweet Hall Marsh in Virginia, USA. This project was a collaboration between the Virginia Institute for Marine Science, the Chesapeake Bay National Estuarine Research Reserve in Virginia and the Smithsonian Environmental Research Center. Cores were collected along an established wetland transect, near three long-term surface elevation table sites, covering creek levee, inner flats, and ghost forest sites. 1 core at each SET site was collected and processed for grain size and organic matter content, while a second core at each site was processed and analyzed for radioisotope dating information at Chris Hein’s Sediment Lab for Gamma Analysis.
DOI: 10.25573/serc.31434619.v1
title: Dataset: Carbon storage and accretion in Sweet Hall Marsh, Virginia

description: This dataset contains organic matter and radioisotope dating information for six soil cores from Sweet Hall Marsh in Virginia, USA. This project was a collaboration between the Virginia Institute for Marine Science, the Chesapeake Bay National Estuarine Research Reserve in Virginia and the Smithsonian Environmental Research Center. Cores were collected along an established wetland transect, near three long-term surface elevation table sites, covering creek levee, inner flats, and ghost forest sites. 1 core at each SET site was collected and processed for grain size and organic matter content, while a second core at each site was processed and analyzed for radioisotope dating information at Chris Hein’s Sediment Lab for Gamma Analysis.
DOI: 10.15468/dl.4srkn4
title: Occurrence Download

description: A dataset containing 604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-18.97481 32.35894,42.46743 32.35894,42.46743 59.25735,-18.97481 59.25735,-18.97481 32.35894))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eristalinus megacephalus"
 ]
}

 The dataset includes 604 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002925-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qxmuc
title: Occurrence Download

description: A dataset containing 241343 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 Trichophorum"
 ]
}

 The dataset includes 241343 records from 776 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002879-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110623514
title: Persepolis Fortification Anepigraphic Tablet 0878.201, PFAnep 0878.201

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0878.201, PFUT 0878-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Some abrasion on left edge, small crack on upper edge, right edge. Chips on right side of obverse.
DOI: 10.25549/inscriptifact-ouc110624068
title: Persepolis Fortification Anepigraphic Tablet 0941.102, PFAnep 0941.102

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0941.102, PFUT 0941-102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, and reverse. ❧ [Physical Object Note:] Cracks and broken areas on all surfaces.
DOI: 10.25549/inscriptifact-ouc110623513
title: Persepolis Fortification Anepigraphic Tablet 0871.201, PFAnep 0871.201

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0871.201, PFUT 0871-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Part of reverse onto left edge broken. Small cracks on upper edge.
DOI: 10.25549/inscriptifact-ouc110624067
title: Persepolis Fortification Anepigraphic Tablet 0941.103, PFAnep 0941.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0941.103, PFUT 0941-103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Broken area on right edge.
DOI: 10.25549/inscriptifact-ouc110622591
title: Persepolis Fortification Anepigraphic Tablet 0607.103, PFAnep 0607.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0607.103, PFUT 0607-103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0091 on left edge, obverse. ❧ [Physical Object Note:] Right edge broken off, as well as much of the right side of the obverse and upper edge. Major cracks on bottom edge, reverse. Encrustation on bottom edge, reverse.
DOI: 10.25549/inscriptifact-ouc110624030
title: Persepolis Fortification Anepigraphic Tablet 0939.104, PFAnep 0939.104

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0939.104, PFUT 0939-104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge,obverse, reverse and upper edge. ❧ [Physical Object Note:] Broken areas on bottom edge, right edge.
DOI: 10.25549/inscriptifact-ouc110622590
title: Persepolis Fortification Anepigraphic Tablet 0607.102, PFAnep 0607.102

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0607.102, PFUT 0607-102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression on obverse. ❧ [Physical Object Note:] Entire reverse broken off. Rest of tablet is rough. Cracks on bottom edge, right edge, obverse, upper edge.
DOI: 10.25549/inscriptifact-ouc110623510
title: Persepolis Fortification Anepigraphic Tablet 0871.201, PFAnep 0871.201

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0871.201, PFUT 0871-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Part of reverse onto left edge broken. Small cracks on upper edge.
DOI: 10.25549/inscriptifact-ouc1sto1611712
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc1sto1611867
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc110622571
title: Persepolis Fortification Anepigraphic Tablet 0607.103, PFAnep 0607.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0607.103, PFUT 0607-103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0091 on left edge, obverse. ❧ [Physical Object Note:] Right edge broken off, as well as much of the right side of the obverse and upper edge. Major cracks on bottom edge, reverse. Encrustation on bottom edge, reverse.
DOI: 10.25549/inscriptifact-ouc110623497
title: Persepolis Fortification Anepigraphic Tablet 0878.201, PFAnep 0878.201

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0878.201, PFUT 0878-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Some abrasion on left edge, small crack on upper edge, right edge. Chips on right side of obverse.
DOI: 10.25549/inscriptifact-ouc1sto1611711
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc110623495
title: Persepolis Fortification Anepigraphic Tablet 1091.102, PFAnep 1091.102

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 1091.102, PFUT 1091-102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Encrustation on bottom edge, reverse. Small cracks on upper edge.
DOI: 10.25549/inscriptifact-ouc110623490
title: Persepolis Fortification Anepigraphic Tablet 0871.201, PFAnep 0871.201

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0871.201, PFUT 0871-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Part of reverse onto left edge broken. Small cracks on upper edge.
DOI: 10.25549/inscriptifact-ouc1sto1611865
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact