cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/pt/wvrtgx
title: Data from Uneven distribution of multi-pollutant hotspots worldwide: river exports to seas and their global change drivers in the future

description: &lt;p&gt;The study aims to identify future multi-pollutant hotspots of coastal waters and analyse their spatial distribution patterns linked to socio-economic drivers across global income levels.&lt;br&gt;
The research applies the established MARINA-Multi to quantify river exports of nutrients (nitrogen & phosphorus), plastics (micro & macro), and chemicals (triclosan & diclofenac) by sub-basin and source for 2010 and 2050. The study shows that global river exports of pollutants to coastal waters are projected to increase by 2050, though not uniformly across sub-basins or pollutant types, leading to unevenly distributed future multi-pollutant hotspots. Rapid urbanization drives plastics pollution hotspots in high-income basins, and over 75% of the population in low-income basins is projected to live in future hotspots. These findings underscore the need to address income-based disparities in pollution management and to support basin-based policies for equitable and sustainable water governance.&lt;/p&gt;

&lt;p&gt;The csv files "Fig2_PDFs_2010_2050", "Fig3_Fig4_hotspot_approaches", "Fig5_hotspot_classified", and "Fig6_hotspot_D_values_per_driver" contain the main results of Micella et al. (XX).&lt;br&gt;
The model results are presented by river sub-basin for the years 2010 and 2050. These results are obtained by the VIC-MARINA-Multi modelling framework using forcing data from 5 global climate models for 2010 and 2050 under an economy-driven and high global warming scenario (SSP5-RCP8.5), following the methodology as described in the "Methods" section of the paper and in the "Supplementary Information" of the paper. The folder contains the "Fig2_codebook.csv", "Fig3_Fig4_codebook.csv", "Fig5_codebook.csv", and "Fig6_codebook.csv" files, which provide further descriptions of the parameters.&lt;/p&gt;
DOI: 10.15468/dl.744qqa
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Lamprologus kungweensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002035-260226173443078/datasets/export for details.
DOI: 10.25921/4apq-vg02
title: Results of Oceanographic Observations in Areas under National Jurisdiction of the Commonwealth of the Northern Mariana Islands taken by CTD and ADCP from the R/V Ryofu Maru, cruise RD25-01, on 2025-03-15 (NCEI Accession 0311540)

description: RD25-01 cruise was conducted by the Japan Meteorological Agency's research vessel "Ryofu Maru" from February to March, 2025. This dataset reports the results of marine observations conducted within the exclusive economic zone (EEZ) of the Commonwealth of the Northern Mariana Islands during this voyage. The major objectives of the cruise are to monitor ocean conditions in the western North Pacific on a seasonal basis. During the cruise, vertical profiles of seawater temperature, salinity, dissolved oxygen, nutrients and currents were observed. As a method of Hydrographic observation, vertical distributions of seawater temperature and salinity were measured using a CTD (Conductivity-Temperature-Depth profiler), and chemical analysis was performed on seawater samples collected by the CTD's multi-bottle sampler. Additionally, ocean current observations were conducted using an Acoustic Doppler Current Profiler (ADCP), which emitted ultrasonic waves from the ship's bottom to measure surface currents down to depths of several hundred meters. This dataset is the U.S. State Department MSR RATS U2024-018. Data are in CSV and TXT formats.
DOI: 10.25921/nabc-kh20
title: NOAA Coral Reef Watch (CRW) Daily Global 5-km (0.05 degree) Satellite Coral Bleaching Heat Stress Monitoring Product Suite

description: The NOAA Coral Reef Watch (CRW) daily global 5-km (0.05 degree) satellite coral bleaching heat stress monitoring product suite (currently Version 3.1, released August 1, 2018) is a next-generation version of CRW's twice-weekly global 50-km (0.5 degree) satellite monitoring product suite. The 5-km suite currently includes sea surface temperature (SST, also known as "CoralTemp"), SST Anomaly, Coral Bleaching HotSpot (HS), Degree Heating Week (DHW), and Bleaching Alert Area (BAA) products, along with a 7-day maximum BAA and a 7-day SST Trend product. It also includes Year-to-date, Monthly, as well as Annual composite (maximum, minimum, and mean) products based on the daily products. This 5-km product suite provides service at or near reef-scales, allowing direct monitoring of the majority of coral reefs globally and significantly reducing data gaps (caused by cloud cover) that were present in the heritage 50-km products. The 5-km products now comprise the core of CRW's next-generation Decision Support System (DSS) for coral reef management. File formats provided are: netCDF and PNG.
DOI: 10.25921/mdqt-es57
title: NCCOS Mapping: Collaborative Benthic Habitat Mapping in the Nearshore Waters of the Great Lakes Basin: Data collected during cruise GL-25-01 in the Beaver Island Archipelago, Lake Michigan from 2025-05-02 to 2025-09-10

description: This data collection includes information and environmental data collected during the GL-25-01 mapping cruise by an assortment of equipment including a drop camera, remotely operated vehicle (ROV), autonomous underwater vehicle (AUV) and ponar dredge.
DOI: 10.25921/25x1-f275
title: NCCOS Mapping: Collaborative Benthic Habitat Mapping in the Nearshore Waters of the Great Lakes Basin: Benthic habitat information and maps at Madeline Island, Lake Superior from 2007-10-12 to 2025-05-30

description: This dataset includes environmental data compiled from primary and secondary data sources, and derived information describing and predicting benthic habitats around Madeline Island and Gull Island Shoal, Lake Superior.
DOI: 10.5281/zenodo.18327033
title: Supplementary Material for the Paper "The Spoonful Workday: Investigating Smartwatch-Supported Energy Management and its Reflections on Break Behavior"

description: Paper Abstract:

Human energy is a scarce, fluctuating resource. Workday activities can drain or restore it, yet effects vary widely across individuals. Although within-day recovery (e.g., micro-breaks) is beneficial, existing tools often lack timely support for reflection and action, separate mental and physical energy, or rely on interaction modalities not always accessible during everyday work activities. We present Energy Mate, a smartwatch-first system that supports continuous, brief energy reflection, personalized activity-linked insights based on combining active self-reports with passive physiological sensing, and timely recovery suggestions during the workday.We evaluated Energy Mate in a three-week within-subjects field study with 20 participants. The system promoted more intentional break-taking and significantly improved measured energy, while perceived energy increased only slightly. We discuss design implications for smartwatch-based energy-management systems that support timely action and healthier, more sustainable work rhythms.

Supplementary Material:



Pre-Intervention Questionnaire

Post-Intervention Questionnaire

Semi-structured interview questions
DOI: 10.5281/zenodo.18327034
title: Supplementary Material for the Paper "The Spoonful Workday: Investigating Smartwatch-Supported Energy Management and its Reflections on Break Behavior"

description: Paper Abstract:

Human energy is a scarce, fluctuating resource. Workday activities can drain or restore it, yet effects vary widely across individuals. Although within-day recovery (e.g., micro-breaks) is beneficial, existing tools often lack timely support for reflection and action, separate mental and physical energy, or rely on interaction modalities not always accessible during everyday work activities. We present Energy Mate, a smartwatch-first system that supports continuous, brief energy reflection, personalized activity-linked insights based on combining active self-reports with passive physiological sensing, and timely recovery suggestions during the workday.We evaluated Energy Mate in a three-week within-subjects field study with 20 participants. The system promoted more intentional break-taking and significantly improved measured energy, while perceived energy increased only slightly. We discuss design implications for smartwatch-based energy-management systems that support timely action and healthier, more sustainable work rhythms.

Supplementary Material:



Pre-Intervention Questionnaire

Post-Intervention Questionnaire

Semi-structured interview questions
DOI: 10.15468/dl.xpkccc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachischium monticola"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002039-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfgwf9
title: Occurrence Download

description: A dataset containing 401 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 Hilaria jamesii",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 401 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002040-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzhju3
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Lamprologus lemairii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-260226173443078/datasets/export for details.
DOI: 10.15468/dl.z8ntan
title: Occurrence Download

description: A dataset containing 5415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abarema villifera, Abuta candollei, Abuta concolor, Abuta grandifolia, Abuta grandifolia, Abuta grisebachii, Abuta imene, Abuta obovata, Abuta panurensis, Abuta rufescens)",
 {
 "or" : [
 "Year is greater than or equal to 1850",
 "HasCoordinate is true"
 ]
 },
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Continent is one of (South America, North America)"
 ]
}

 The dataset includes 5415 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002042-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rupg48
title: Occurrence Download

description: A dataset containing 251 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 = 'CI'
 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 251 records were derived from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002017-260226173443078/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.31430479
title: Operational efficiencies of using one vs multiple bispecific antibodies for diffuse large B-cell lymphoma and follicular lymphoma in the US

description: To quantify the time- and cost-savings to US oncology practices from using a single bispecific antibody (bsAb) for both relapsed/refractory (R/R) diffuse large B-cell lymphoma (DLBCL) and follicular lymphoma (FL) compared with using two separate single-indication therapies. The study conducted a national survey of clinicians (oncologists, pharmacists, nurses/physician assistants) treating non-Hodgkin lymphoma (NHL) patients in the US to quantify the impact of operational efficiencies identified through formative qualitative interviews with oncology staff. Quantitative analysis estimated time-savings based on survey data, assuming one new prescription per patient per year and 12 (DLBCL) and 15 (FL) administration visits per patient per year. Time-savings were combined with staff wage rates to estimate cost-savings. Among n = 105 respondents, drivers of operational efficiencies included onboarding, coordinating insurance and financial aid, and medication preparation. For a hypothetical community practice treating 100 bsAb-eligible patients (61% DLBCL, 39% FL), total time-savings were 3110 h in the first year of adoption, resulting in total monetized time-savings of $278,013. For a hypothetical academic practice, monetized time-savings were $963,074 in the first year of adoption. Using a single bsAb to treat R/R DLBCL and FL is predicted to lead to considerable time- and cost-savings for oncology practices. This study examined the benefits of using one medication that can treat two different types of blood cancer, instead of using two separate medications (one for each cancer type). The medication studied is a special treatment that can target both diffuse large B-cell lymphoma and follicular lymphoma, which are two different types of non-Hodgkin lymphoma. Currently, cancer centers often need to use different medications for each of these cancer types. This means managing separate paperwork, insurance approvals, and preparation processes for each medication. Our study surveyed 105 healthcare professionals (doctors, pharmacists, nurses) to understand how using a single medication for both cancers could streamline these processes. For a hypothetical community cancer center treating 100 patients with these blood cancers, using one medication instead of two separate ones could save staff over 3000 hours of work in the first year. This translates to about $278,000 in cost savings. For larger academic medical centers, the savings could be even greater – around $963,000 in the first year. These findings suggest that having one medication that effectively treats both cancer types can significantly reduce workload for healthcare staff and lower costs for cancer treatment centers, potentially allowing them to dedicate more resources to patient care.
DOI: 10.6084/m9.figshare.31430479.v1
title: Operational efficiencies of using one vs multiple bispecific antibodies for diffuse large B-cell lymphoma and follicular lymphoma in the US

description: To quantify the time- and cost-savings to US oncology practices from using a single bispecific antibody (bsAb) for both relapsed/refractory (R/R) diffuse large B-cell lymphoma (DLBCL) and follicular lymphoma (FL) compared with using two separate single-indication therapies. The study conducted a national survey of clinicians (oncologists, pharmacists, nurses/physician assistants) treating non-Hodgkin lymphoma (NHL) patients in the US to quantify the impact of operational efficiencies identified through formative qualitative interviews with oncology staff. Quantitative analysis estimated time-savings based on survey data, assuming one new prescription per patient per year and 12 (DLBCL) and 15 (FL) administration visits per patient per year. Time-savings were combined with staff wage rates to estimate cost-savings. Among n = 105 respondents, drivers of operational efficiencies included onboarding, coordinating insurance and financial aid, and medication preparation. For a hypothetical community practice treating 100 bsAb-eligible patients (61% DLBCL, 39% FL), total time-savings were 3110 h in the first year of adoption, resulting in total monetized time-savings of $278,013. For a hypothetical academic practice, monetized time-savings were $963,074 in the first year of adoption. Using a single bsAb to treat R/R DLBCL and FL is predicted to lead to considerable time- and cost-savings for oncology practices. This study examined the benefits of using one medication that can treat two different types of blood cancer, instead of using two separate medications (one for each cancer type). The medication studied is a special treatment that can target both diffuse large B-cell lymphoma and follicular lymphoma, which are two different types of non-Hodgkin lymphoma. Currently, cancer centers often need to use different medications for each of these cancer types. This means managing separate paperwork, insurance approvals, and preparation processes for each medication. Our study surveyed 105 healthcare professionals (doctors, pharmacists, nurses) to understand how using a single medication for both cancers could streamline these processes. For a hypothetical community cancer center treating 100 patients with these blood cancers, using one medication instead of two separate ones could save staff over 3000 hours of work in the first year. This translates to about $278,000 in cost savings. For larger academic medical centers, the savings could be even greater – around $963,000 in the first year. These findings suggest that having one medication that effectively treats both cancer types can significantly reduce workload for healthcare staff and lower costs for cancer treatment centers, potentially allowing them to dedicate more resources to patient care.
DOI: 10.5281/zenodo.18802024
title: Test
DOI: 10.5281/zenodo.17879412
title: Test
DOI: 10.5281/zenodo.18802052
title: The bacteriovorous ciliate Uronema marinum as a natural biological control agent against Vibrio infections in bivalve hatcheries: a sustainable alternative to antibiotics"

description: Raw experimental data supporting the manuscript:“The bacteriovorous ciliate Uronema marinum as a natural biological control agent against Vibrio infections in bivalve hatcheries: a sustainable alternative to antibiotics”
DOI: 10.5281/zenodo.18802051
title: The bacteriovorous ciliate Uronema marinum as a natural biological control agent against Vibrio infections in bivalve hatcheries: a sustainable alternative to antibiotics"

description: Raw experimental data supporting the manuscript:“The bacteriovorous ciliate Uronema marinum as a natural biological control agent against Vibrio infections in bivalve hatcheries: a sustainable alternative to antibiotics”
DOI: 10.15468/dl.7rkrxw
title: Occurrence Download

description: A dataset containing 140 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 Oryzopsis hymenoides",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 140 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002046-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsmu62
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Lamprologus congoensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002047-260226173443078/datasets/export for details.