cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17538413
title: Variation data of pressure and water content from infiltration tests

description: This study investigates water-air coupled transport characteristics during ponded water infiltration in unsaturated sand columns through systematic laboratory experiments. The experiments considered three soil textures, two initial dry densities (1.50 and 1.60 g/cm³), and four initial saturations (0% to 41%), with synchronous monitoring of pore pressure and volumetric water content using pressure sensors (P1-P7) and moisture sensors (W1-W5) to track dynamic changes in wetting front, pressure, and saturation. The results reveal four distinct stages of pore pressure variation during ponded water infiltration: pressure soars (Stage I), pressure ascends with air compression (Stage II), pressure surges due to air breakthrough (Stage III), and pressure stabilization (Stage IV). The duration, intensity of these stages, and wetting front migration rates are significantly influenced by soil texture, initial dry density, and initial saturation. Specifically, lower dry density and clay content shorten the time for the wetting front to reach the column bottom, while higher initial saturation promotes entrapped air bubble breakthrough, triggering Stage III. This study enhances understanding of water-air coupled transport in unsaturated sandy soils, providing insights for optimizing irrigation and soil-water conservation strategies.
DOI: 10.1594/pangaea.984822
title: Whale sightings during POLARSTERN cruise PS146

description: Data on whale distribution and abundance in the polar oceans is rather sparse, as implementing the standard surveying method, line-transect surveys, is challenging and costly. To overcome this problem, we initiated a program to electronically log all opportunistic cetacean sightings during all Polarstern expeditions through the nautical officer on watch. Opportunistic (visual) sightings by naked eye were logged during Polarstern Cruise PS146 (Walvis Bay – Stanley, Falkland Island (Malvinas)) by the nautical officer on duty using a customized Software package (WALOG, WhAleLOGger) installed on a touch screen laptop located on the ship's bridge. Species were identified by naked eye or handheld binoculars (7x50) to the lowest possible taxonomical level and assigned a "certainty" level of identification. The number of animals were counted if possible or estimated for larger groups. Whenever identification to species level was not possible, the next identifiable taxonomical category was assigned. Information on sighting position, date and time are automatically transferred from the ship's DAVIS-Ship System (https://dship.awi.de/) to the WALOG software at the time of logging. Photographs were taken, if possible, for retrospective analysis. All data of acquired sightings were retrospectively validated by a marine biologist and converted to a standard format. To this end, plausibility of sighting time, location, standardization of species names, eventual comments added at the time of sighting, as well as additional information such as photographs (if available) were checked either to verify or improve species identification. Datasets are used in species distribution modelling and to inform interested parties about occurrences.
description: Date/Time is given in UTC. Certainty of identification: definite if observer clearly identified the species. The number of individuals is binned according to the options given in the data acquisition software: 1, 2, 3, less equal 5, less equal 10, greater than 10, greater than 20. More precise values may exist, due to observer comments.
DOI: 10.1594/pangaea.984823
title: Whale sightings during POLARSTERN cruise PS147/2

description: Data on whale distribution and abundance in the polar oceans is rather sparse, as implementing the standard surveying method, line-transect surveys, is challenging and costly. To overcome this problem, we initiated a program to electronically log all opportunistic cetacean sightings during all Polarstern expeditions through the nautical officer on watch. Opportunistic (visual) sightings by naked eye were logged during Polarstern Cruise PS147/2 (Mindelo – Bremerhaven) by the nautical officer on duty using a customized Software package (WALOG, WhAleLOGger) installed on a touch screen laptop located on the ship's bridge. Species were identified by naked eye or handheld binoculars (7x50) to the lowest possible taxonomical level and assigned a "certainty" level of identification. The number of animals were counted if possible or estimated for larger groups. Whenever identification to species level was not possible, the next identifiable taxonomical category was assigned. Information on sighting position, date and time are automatically transferred from the ship's DAVIS-Ship System (https://dship.awi.de/) to the WALOG software at the time of logging. Photographs were taken, if possible, for retrospective analysis. All data of acquired sightings were retrospectively validated by a marine biologist and converted to a standard format. To this end, plausibility of sighting time, location, standardization of species names, eventual comments added at the time of sighting, as well as additional information such as photographs (if available) were checked either to verify or improve species identification. Datasets are used in species distribution modelling and to inform interested parties about occurrences.
description: Date/Time is given in UTC. Certainty of identification: definite if observer clearly identified the species. The number of individuals is binned according to the options given in the data acquisition software: 1, 2, 3, less equal 5, less equal 10, greater than 10, greater than 20. More precise values may exist, due to observer comments.
DOI: 10.1594/pangaea.984824
title: Whale sightings during POLARSTERN cruise PS145/2

description: Data on whale distribution and abundance in the polar oceans is rather sparse, as implementing the standard surveying method, line-transect surveys, is challenging and costly. To overcome this problem, we initiated a program to electronically log all opportunistic cetacean sightings during all Polarstern expeditions through the nautical officer on watch. Opportunistic (visual) sightings by naked eye were logged during Polarstern Cruise PS145/2 (Las Palmas – Walvis Bay) by the nautical officer on duty using a customized Software package (WALOG, WhAleLOGger) installed on a touch screen laptop located on the ship's bridge. Species were identified by naked eye or handheld binoculars (7x50) to the lowest possible taxonomical level and assigned a "certainty" level of identification. The number of animals were counted if possible or estimated for larger groups. Whenever identification to species level was not possible, the next identifiable taxonomical category was assigned. Information on sighting position, date and time are automatically transferred from the ship's DAVIS-Ship System (https://dship.awi.de/) to the WALOG software at the time of logging. Photographs were taken, if possible, for retrospective analysis. All data of acquired sightings were retrospectively validated by a marine biologist and converted to a standard format. To this end, plausibility of sighting time, location, standardization of species names, eventual comments added at the time of sighting, as well as additional information such as photographs (if available) were checked either to verify or improve species identification. Datasets are used in species distribution modelling and to inform interested parties about occurrences.
description: Date/Time is given in UTC. Certainty of identification: definite if observer clearly identified the species. The number of individuals is binned according to the options given in the data acquisition software: 1, 2, 3, less equal 5, less equal 10, greater than 10, greater than 20. More precise values may exist, due to observer comments.
DOI: 10.15468/dl.94hwvp
title: Occurrence Download

description: A dataset containing 253704 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Tripleurospermum froedinii, Hesperantha palustris, Ribes binominatum, Ribes quercetorum, Astridia hillii, Cyclanthera heiseri, Scorzonera purpurea, Arnica mollis, Lomandra spicata, Lomandra densiflora, Othonna koos-bekkeri, Lycium fremontii, Elegia grandispicata, Othonna globosa, Othonna macrophylla, Stenopetalum saxatile, Elegia atratiflora, Albuca bifolia, Albuca rogersii, Cyrtanthus obrienii, Hesperantha juncifolia, Hesperantha glabrescens, Hypolaena viridis, Albuca gariepensis, Anemia dregeana, Billardiera coriacea, Billardiera scandens, Billardiera uniflora, Siphocodon debilis, Ribes affine, Grindelia fraxinipratensis, Daphnandra tenuipes, Tripleurospermum baytopianum, Malleostemon minilyaensis, Leptocarpus tephrinus, Rhynchosia hirsuta, Scorzonera schweinfurthii, Stapelia arenosa, Stapelia surrecta, Rhynchosia nervosa, Vella pseudocytisus, Lycium ruthenicum, Lycium petraeum, Elegia stipularis, Grindelia hirsutula, Calycadenia pauciflora, Gentianella holosteoides, Arthrochilus irritabilis, Darwinia diminuta, Lepidobolus chaetocephalus, Albuca concordiana, Albuca crispa, Malleostemon uniflorus, Cassytha flava, Clypeola ciliata, Noccaea boeotica, Ribes alpinum, Astridia parviflora, Eriocephalus scariosissimus, Isotoma armstrongii, Arrhenatherum kotschyi, Ribes nelsonii, Paranomus esterhuyseniae, Melianthus comosus, Scorzonera scopariiformis, Scorzonera persepolitana, Cussonia arenicola, Lomandra patens, Scorzonera lafranchisiana, Ribes velutinum, Othonna obtusiloba, Scorzonera angustifolia, Albuca decipiens, Cyrtanthus rhododactylus, Cyrtanthus macmasteri, Noccaea libanotica, Tropidocarpum gracile, Cassytha nodiflora, Clypeola raddeana, Woodwardia fimbriata, Lepidobolus densus, Coleus apreptus, Ribes nigrum, Rhynchosia pulverulenta, Azorella nivalis, Scorzonera aristata, Scorzonera gokcheoglui, Scorzonera isophylla, Othonna viminea, Cestrum diurnum, Arnica spathulata, Arnica venosa, Lycium tenuispinosum, Lycium europaeum, Lycium brevipes, Elegia vaginulata, Gyrostemon reticulatus, Cyclanthera multifoliola, Othonna dentata)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 253704 records from 1195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018919-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h8hhr
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haliotis discus discus",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001966-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10726294
title: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects

description: Inference notebooks (usage of trained models to produce final submission) were run on Docker images available through Google's container registry: 






Rank



ImageDigest





1st Place



8ac7a063aca3e6bb70689a681b51a9974d456255f79ddf2723e3fefce7ef44be





2nd Place



29091414ae3b30c84c4374fdc879954e4f3ed7226b7753baae5fcd511d762d5f





3rd Place



8a151f075ccff2e272bcada1d6ae32f4f527fdd1aadcb710f25c2eb557e91d55





4th Place



2e7e3f1b87810248aa8129ce5d7e1d38bd89ae202cc59d29763625abc5bbaba8





5th Place



3ddeed23c2c0b927c3c80d676e0fe5babcff0c0e429aa1c445ff268897f1a087
DOI: 10.5281/zenodo.10649111
title: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects
DOI: 10.5281/zenodo.10653029
title: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects

description: Inference notebooks (usage of trained models to produce final submission) were run on Docker images available through Google's container registry: 






Rank



ImageDigest





1st Place



8ac7a063aca3e6bb70689a681b51a9974d456255f79ddf2723e3fefce7ef44be





2nd Place



29091414ae3b30c84c4374fdc879954e4f3ed7226b7753baae5fcd511d762d5f





3rd Place



8a151f075ccff2e272bcada1d6ae32f4f527fdd1aadcb710f25c2eb557e91d55





4th Place



2e7e3f1b87810248aa8129ce5d7e1d38bd89ae202cc59d29763625abc5bbaba8





5th Place



3ddeed23c2c0b927c3c80d676e0fe5babcff0c0e429aa1c445ff268897f1a087
DOI: 10.5281/zenodo.12565292
title: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects

description: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects | Nature Communications

 

Inference notebooks (usage of trained models to produce final submission) were run on Docker images available through Google's container registry: 






Rank



ImageDigest





1st Place



8ac7a063aca3e6bb70689a681b51a9974d456255f79ddf2723e3fefce7ef44be





2nd Place



29091414ae3b30c84c4374fdc879954e4f3ed7226b7753baae5fcd511d762d5f





3rd Place



8a151f075ccff2e272bcada1d6ae32f4f527fdd1aadcb710f25c2eb557e91d55





4th Place



2e7e3f1b87810248aa8129ce5d7e1d38bd89ae202cc59d29763625abc5bbaba8





5th Place



3ddeed23c2c0b927c3c80d676e0fe5babcff0c0e429aa1c445ff268897f1a087
DOI: 10.5281/zenodo.10649110
title: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects

description: A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects | Nature Communications

 

Inference notebooks (usage of trained models to produce final submission) were run on Docker images available through Google's container registry: 






Rank



ImageDigest





1st Place



8ac7a063aca3e6bb70689a681b51a9974d456255f79ddf2723e3fefce7ef44be





2nd Place



29091414ae3b30c84c4374fdc879954e4f3ed7226b7753baae5fcd511d762d5f





3rd Place



8a151f075ccff2e272bcada1d6ae32f4f527fdd1aadcb710f25c2eb557e91d55





4th Place



2e7e3f1b87810248aa8129ce5d7e1d38bd89ae202cc59d29763625abc5bbaba8





5th Place



3ddeed23c2c0b927c3c80d676e0fe5babcff0c0e429aa1c445ff268897f1a087
DOI: 10.15468/dl.x2ua5c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dascyllus unicolor Bennett, 1831"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001969-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwfms2
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paraplagusia japonica (Temminck & Schlegel, 1846)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 234 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001971-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4rp9t
title: Occurrence Download

description: A dataset listing the 58 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.21919 42.44301,13.28726 42.44301,13.28726 42.49449,13.21919 42.49449,13.21919 42.44301))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 58 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001952-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12568118
title: Plastic additive analysis - Soil samples collected within the ESS frame

description: Clusters of tabular data (with metadata including variable labels, code labels and definition of missing value) reporting plastic additive determination in soils collected within the frame of the European Spatial Survey. The soil samples were collected from Germany, Czech Republic, Italy, Spain, Greece, Norway & Finland. Quality assurance measures were in place during analysis including calibration curves, blank measurements and use of validated methods.
DOI: 10.15468/dl.v3k6mt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pomacentrus nuchalis Anonymous"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001972-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb2kzq
title: Occurrence Download

description: A dataset containing 1395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is one of (Spain, Portugal)",
 "Geometry POLYGON((-9.69404 44.53088,-10.50778 38.47666,-8.82752 36.09374,-5.68085 35.51329,-1.80098 36.06319,0.61248 38.41556,1.92614 40.34022,4.73676 41.01905,4.61456 42.66876,2.29274 43.64636,-1.67878 44.01297,-4.7338 44.68507,-7.97212 44.92947,-9.69404 44.53088))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lucanus cervus (Linnaeus, 1758)",
 "Year 2022-2023"
 ]
}

 The dataset includes 1395 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001973-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94rmxs
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Makaira mazara (Jordan & Snyder, 1901)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001974-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvuyw2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dascyllus niger Bleeker, 1847"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001975-240626123714530/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.26115016
title: Supplementary Material for: Phosphodiesterase-5 Inhibitors and Dementia Risk: A Real-World Study

description: Biological and scarce epidemiological evidence suggested that phosphodiesterase-5 inhibitors (PDE5i) might reduce dementia risk. We aimed to examine the association between PDE5i and dementia using real-world data. Two retrospective cohorts within the database of Clalit, the largest healthcare provider in Israel (2005-2023), were studied. The first cohort included new daily users, older than 50 years of age, of low dose tadalafil, prescribed for benign prostatic hypertrophy (BPH), propensity-score matched to new-users of alpha-1 blockers, and analyzed using 2-year lag time. The second cohort included patients with erectile dysfunction, with/without any PDE5i treatment, using time-dependent analysis. Individuals in the cohorts were followed through May 2023 for the occurrence of dementia. The first cohort included 5,204 tadalafil initiators propensity-score matched to 18,565 alpha-1 blockers initiators. There was no association between tadalafil use and dementia risk HR=0.99 95%CI (0.88, 1.12), p=0.927. Similar results were obtained in a competing risk analysis, and in a sensitivity analysis in which we restricted the cohort to patients older than 60 years at cohort entry. The second cohort of 133,336 patients with erectile dysfunction included new-users and non-users of any PDE5i.In a mean follow-up of 7.9 years, 8,631 patients were newly diagnosed with dementia. In a time-dependent multivariable analysis PDE5i use was not associated with reduced dementia risk HR=0.95 (95%CI, 0.86-1.04). Results were not changed in sensitivity analyses (patients older than 60 years, or stratification by PDE5i type). This study suggests that use of PDE5 inhibitors is not associated with decreased risk of dementia.
DOI: 10.15468/dl.cecu5a
title: Occurrence Download

description: A dataset containing 1162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Europe)",
 "Country is one of (Spain, Portugal, Cabo Verde)",
 "TaxonKey is Dracaena draco (L.) L."
 ]
}

 The dataset includes 1162 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001976-240626123714530/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.26115016.v1
title: Supplementary Material for: Phosphodiesterase-5 Inhibitors and Dementia Risk: A Real-World Study

description: Biological and scarce epidemiological evidence suggested that phosphodiesterase-5 inhibitors (PDE5i) might reduce dementia risk. We aimed to examine the association between PDE5i and dementia using real-world data. Two retrospective cohorts within the database of Clalit, the largest healthcare provider in Israel (2005-2023), were studied. The first cohort included new daily users, older than 50 years of age, of low dose tadalafil, prescribed for benign prostatic hypertrophy (BPH), propensity-score matched to new-users of alpha-1 blockers, and analyzed using 2-year lag time. The second cohort included patients with erectile dysfunction, with/without any PDE5i treatment, using time-dependent analysis. Individuals in the cohorts were followed through May 2023 for the occurrence of dementia. The first cohort included 5,204 tadalafil initiators propensity-score matched to 18,565 alpha-1 blockers initiators. There was no association between tadalafil use and dementia risk HR=0.99 95%CI (0.88, 1.12), p=0.927. Similar results were obtained in a competing risk analysis, and in a sensitivity analysis in which we restricted the cohort to patients older than 60 years at cohort entry. The second cohort of 133,336 patients with erectile dysfunction included new-users and non-users of any PDE5i.In a mean follow-up of 7.9 years, 8,631 patients were newly diagnosed with dementia. In a time-dependent multivariable analysis PDE5i use was not associated with reduced dementia risk HR=0.95 (95%CI, 0.86-1.04). Results were not changed in sensitivity analyses (patients older than 60 years, or stratification by PDE5i type). This study suggests that use of PDE5 inhibitors is not associated with decreased risk of dementia.
DOI: 10.15468/dl.6u92qp
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Abies chensiensis Tiegh.",
 "Year 1000-2024"
 ]
}

 The dataset includes 222 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001979-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.