cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5285/6181ff81c7dc4ab2a492c8f53f58df52
title: Deformation, Strains, and Velocities for the Tibetan Plateau from Sentinel-1 InSAR, GNSS, and Levelling Data, version 1

description: This dataset provides velocity and strain rate fields for the Tibetan Plateau derived from Sentinel-1 Interferometric Synthetic Aperture Radar (InSAR), Global Navigation Satellite System (GNSS), and levelling data. Interferograms in GeoTIFF format at ~100 m resolution are available from the Centre for the Observation and Modelling of Earthquakes, Volcanoes and Tectonics - Looking Inside the Continents from Space InSAR (COMET-LiCSAR) portal (https://comet.nerc.ac.uk/comet-lics-portal/). Using the Looking Inside the Continents from Space with Small Baseline Subset (LiCSBAS) approach, line-of-sight displacement time series and average velocities at ~1 km resolution are inverted, applying corrections for troposphere, ionosphere, Earth tides, and plate motions. Also compiling GNSS velocities and levelling observations from published studies. Following the velmap methodology, a unified coarse 3D velocity field is obtained that fits the GNSS, levelling, and InSAR data. From this, mosaics of ascending and descending line-of-sight velocities in a Eurasia reference frame. Inverting pixel-by-pixel for the east-west and vertical velocities directly from the referenced line-of-sight velocities, using the north–south velocities from the coarse 3D velocity model as a constraint. Strain and rotation rates are calculated from the horizontal gradients of the median-filtered east-west velocities at InSAR resolution and the north-south velocities from the coarse velocity model. Further details are provided in Wright et al. (2025, Science).

The directory overview for this dataset are given below:
ENU_vels/
East-west, north-south, and vertical velocity fields, along with their associated uncertainties.
 
georeferenced_los_vels/
Line-of-sight (LOS) velocities in a Eurasia-fixed reference frame defined by GNSS
 
GNSS_levelling_data/
Compiled GNSS velocities and levelling rates from published studies.
 
LiCSBAS_los_vels/
Original LOS velocities and displacement time series derived from LiCSBAS processing.
 
strain_rates/
Components of the horizontal velocity gradient tensor, second invariant, maximum shear, dilatation, and vorticity.
 
velmap_strain_rates/
Strain rates calculated from velmap.

velmap_vels/
Coarse 3D velocity model derived from velmap.
DOI: 10.15468/dl.r7n4t6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028502-250811113504898/datasets/export for details.
DOI: 10.15468/dl.89wctk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia saman",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028504-250811113504898/datasets/export for details.
DOI: 10.15468/dl.f7j2sk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia saman",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028503-250811113504898/datasets/export for details.
DOI: 10.15468/dl.me64pr
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Luxembourg",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028507-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzk5g9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Marcusenius bentleyi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028505-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.29626289
title: Supplementary Material for: Evaluating Scarring Alopecia Therapies from the Patient Perspective: Knowledge, Barriers to Care, and Treatment Satisfaction

description: Introduction:
Scarring alopecias (SAs) cause permanent hair loss and psychological distress. With no FDA-approved SA treatments, patients face significant barriers to care. Despite promising evidence supporting the use of Janus kinase inhibitors (JAKi) to treat scarring alopecias (SAs), access remains limited. This study aims to assess the demographic profile, psychosocial burden, treatment experiences, and barriers to care among patients with SA.

Methods:
An IRB-approved online survey was distributed to adults (≥18 years) with a self-reported SA diagnosis via the Scarring Alopecia Foundation (SAF) listserv and at the April 2025 SAF Conference. Wilcoxon Mann-Whitney U-tests and χ2 tests were performed using SAS v9.4.

Results:
Among 294 respondents (98.0% female, mean age 61, 81.3% White), common diagnoses included frontal fibrosing alopecia (66.3%), lichen planopilaris (41.5%), and central centrifugal cicatricial alopecia (12.6%). Only 37.5% reported well-controlled disease; 78.9% experienced SA-related depression or anxiety. JAKi awareness was high (71%), but use was low (30%), with significant differences based on gender, region, income, and education. Barriers to treatment access included provider reluctance (46%), insurance denial (18%), and high cost (16%).

Conclusions:
SA patients face significant psychosocial distress and barriers to accessing therapies. Improving equitable access to care requires enhanced provider education, broader insurance coverage, and stronger patient assistance programs.
DOI: 10.6084/m9.figshare.29626289.v2
title: Supplementary Material for: Evaluating Scarring Alopecia Therapies from the Patient Perspective: Knowledge, Barriers to Care, and Treatment Satisfaction

description: Introduction:
Scarring alopecias (SAs) cause permanent hair loss and psychological distress. With no FDA-approved SA treatments, patients face significant barriers to care. Despite promising evidence supporting the use of Janus kinase inhibitors (JAKi) to treat scarring alopecias (SAs), access remains limited. This study aims to assess the demographic profile, psychosocial burden, treatment experiences, and barriers to care among patients with SA.

Methods:
An IRB-approved online survey was distributed to adults (≥18 years) with a self-reported SA diagnosis via the Scarring Alopecia Foundation (SAF) listserv and at the April 2025 SAF Conference. Wilcoxon Mann-Whitney U-tests and χ2 tests were performed using SAS v9.4.

Results:
Among 294 respondents (98.0% female, mean age 61, 81.3% White), common diagnoses included frontal fibrosing alopecia (66.3%), lichen planopilaris (41.5%), and central centrifugal cicatricial alopecia (12.6%). Only 37.5% reported well-controlled disease; 78.9% experienced SA-related depression or anxiety. JAKi awareness was high (71%), but use was low (30%), with significant differences based on gender, region, income, and education. Barriers to treatment access included provider reluctance (46%), insurance denial (18%), and high cost (16%).

Conclusions:
SA patients face significant psychosocial distress and barriers to accessing therapies. Improving equitable access to care requires enhanced provider education, broader insurance coverage, and stronger patient assistance programs.
DOI: 10.6084/m9.figshare.29626289.v1
title: Supplementary Material for: Evaluating Scarring Alopecia Therapies from the Patient Perspective: Knowledge, Barriers to Care, and Treatment Satisfaction

description: Introduction:
Scarring alopecias (SAs) cause permanent hair loss and psychological distress. With no FDA-approved SA treatments, patients face significant barriers to care. Despite promising evidence supporting the use of Janus kinase inhibitors (JAKi) to treat scarring alopecias (SAs), access remains limited. This study aims to assess the demographic profile, psychosocial burden, treatment experiences, and barriers to care among patients with SA.

Methods:
An IRB-approved online survey was distributed to adults (≥18 years) with a self-reported SA diagnosis via the Scarring Alopecia Foundation (SAF) listserv and at the April 2025 SAF Conference. Wilcoxon Mann-Whitney U-tests and χ2 tests were performed using SAS v9.4.

Results:
Among 294 respondents (98.0% female, mean age 61, 81.3% White), common diagnoses included frontal fibrosing alopecia (66.3%), lichen planopilaris (41.5%), and central centrifugal cicatricial alopecia (12.6%). Only 37.5% reported well-controlled disease; 78.9% experienced SA-related depression or anxiety. JAKi awareness was high (71%), but use was low (30%), with significant differences based on gender, region, income, and education. Barriers to treatment access included provider reluctance (46%), insurance denial (18%), and high cost (16%).

Conclusions:
SA patients face significant psychosocial distress and barriers to accessing therapies. Improving equitable access to care requires enhanced provider education, broader insurance coverage, and stronger patient assistance programs.
DOI: 10.15468/dl.efnk9f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028508-250811113504898/datasets/export for details.
DOI: 10.15468/dl.x85uhz
title: Occurrence Download

description: A dataset containing 218198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Arctium minus"
 ]
}

 The dataset includes 218198 records from 1594 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028381-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/a2d39670-4a74-4a39-aebd-23956fafacbd
title: Data underlying the publication: Wave measurements of irregular wave experiments over a small scale salt marsh

description: This dataset features spatially continuous water surface elevation measurements obtained from overhead LiDAR scanners during a series of irregular wave experiments over a small-scale salt marsh and dike system at Delft University of Technology. In addition to the LiDAR data, point measurements of water surface elevation and orbital velocity were collected using wave gauges and electromagnetic flow meters. The dataset includes both raw and calibrated files, organized following a consistent naming convention. Further details regarding the experimental setup, instrumentation, data structure, and calibration methodology are provided in the accompanying document 'read_me.pdf'.<br>
DOI: 10.4121/a2d39670-4a74-4a39-aebd-23956fafacbd.v1
title: Data underlying the publication: Wave measurements of irregular wave experiments over a small scale salt marsh

description: This dataset features spatially continuous water surface elevation measurements obtained from overhead LiDAR scanners during a series of irregular wave experiments over a small-scale salt marsh and dike system at Delft University of Technology. In addition to the LiDAR data, point measurements of water surface elevation and orbital velocity were collected using wave gauges and electromagnetic flow meters. The dataset includes both raw and calibrated files, organized following a consistent naming convention. Further details regarding the experimental setup, instrumentation, data structure, and calibration methodology are provided in the accompanying document 'read_me.pdf'.<br>
DOI: 10.15468/dl.jy4wqm
title: Occurrence Download

description: A dataset containing 1159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, Hong Kong, China)",
 "OccurrenceStatus is Present",
 "TaxonKey is Volkameria inermis L.",
 "Year 1970-2025"
 ]
}

 The dataset includes 1159 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002364-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u62nct
title: Occurrence Download

description: A dataset listing the 4066411 species recorded in GBIF matching the query:
{ }

 The dataset's 4066411 records were derived from 73224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012819-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/wqg6-9917
title: "PJM hourly energy consumption"

description: "hourly and daily power consumption data from PJM Interconnection LLC (PJM), a regional transmission organization (RTO) in the United States that oversees the electric transmission system across the Eastern region. The dataset spans 2002 to 2018 and contains 145,336 hourly and 6,057 daily records. The dataset is publicly available at https:\/\/www.kaggle.com\/datasets\/robikscube\/hourly-energy-consumption?select=PJME_hourly.csv"
DOI: 10.15468/dl.vn8bem
title: Occurrence Download

description: A dataset containing 754 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mascagnia divaricata (Kunth) Nied."
 ]
}

 The dataset includes 754 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048490-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtgc5r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper cataractarum Trel."
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005836-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vubym7
title: Occurrence Download

description: A dataset containing 41361 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Portulaca oleracea L."
 ]
}

 The dataset includes 41361 records from 479 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035912-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vv8kww
title: Occurrence Download

description: A dataset containing 4452 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus aggregatus (Willd.) Endl."
 ]
}

 The dataset includes 4452 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036090-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw1kzx
title: Occurrence Download

description: A dataset containing 1137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salmea scandens (L.) DC."
 ]
}

 The dataset includes 1137 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049317-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwvxeu
title: Occurrence Download

description: A dataset containing 24761 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens pilosa L."
 ]
}

 The dataset includes 24761 records from 453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034557-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgcefj
title: Occurrence Download

description: A dataset containing 1405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urochloa brizantha (A.Rich.) R.D.Webster"
 ]
}

 The dataset includes 1405 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008948-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wlt9j7
title: Occurrence Download

description: A dataset containing 9947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cissus verticillata (L.) Nicolson & C.E.Jarvis"
 ]
}

 The dataset includes 9947 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049309-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2ymh3
title: Occurrence Download

description: A dataset containing 4183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordia alliodora (Ruiz & Pav.) Oken"
 ]
}

 The dataset includes 4183 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049370-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0qy-t00-yts
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/chd-p3n-4c3
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mpn-bew-hqn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/961-hms-hap
title: Osteichthyes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngg-3am-bwx
title: Pseudosubplanites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ben-m51-32h
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jtr-ma0-5b4
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dky-c9l-v3j
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/edy-vln-a1b
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s11-kn1-apn
title: †Fenestella Lonsdale, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/laz-xy0-w9r
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7ma-2d1-t92
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/erx-y0d-4w8
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/945-h3l-71v
title: Rumphia Desor, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pqp-ye9-h5d
title: †Conulus subrotundus Mantell, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/312-cbc-rws
title: Canis lupus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjq-f74-0tj
title: †Plesiocorys (Sternotaxis) Lambert, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cnx-egv-5ht
title: Pycnodonte Fischer von Waldheim, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8sq-tgk-98z
title: Asaphus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qn4-028-g8q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/asw-6y4-sww
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/geb-hzq-06c
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nak-kwz-13l
title: †Leiorhynchus Hall, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tqm-0zw-ql4
title: †Straparollus Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3p2-xqa-waa
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9mr-tm6-v59
title: Isurus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bwm-rx6-drm
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ek5-6m7-bsx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8rd-dzx-ygn
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/enz-dkv-x21
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4zc-y5s-b39
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/erd-ek1-a3t
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e7a-4c0-9zz
title: Raja

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/haz-h72-281
title: Thurmanniceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1x-ck8-ves
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d0q-8sm-l3z
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bg1-w5f-lm5
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/khd-l5x-4xa
title: †Echinocorys ovatus (Leske, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.