cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15372115
title: Experimental Data for the Perishable Inventory Model Study

description: This dataset contains the experimental data used in the study titled "Selecting the Right Perishable Inventory Model Based on a Data-Driven Threshold Framework". The dataset includes:





ANOVA Input Data (anova_input.xlsx): Experimental design data used for ANOVA analysis to evaluate the influence of input factors on inventory performance.




PLS-DA Input Matrix (plsda_input_matrix.xlsx): Matrix of input variables and classification labels used for Partial Least Squares Discriminant Analysis (PLS-DA).




Result-Based Rule Dataset (result_base_rule.xlsx): Processed results used to formulate decision-making rules based on model outcomes.



All files are provided in open formats to facilitate reuse and replication of the results reported in the manuscript. Users are encouraged to cite this dataset using the provided DOI when reusing these materials.
DOI: 10.21233/fac1-md87
title: Gruta de Loltún vertebrate fauna dataset

description: Raw data for the Gruta de Loltún vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.mwgq2e
title: Occurrence Download

description: A dataset containing 78835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Ichneumonidae"
 ]
}

 The dataset includes 78835 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026719-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/wn7y-yn29
title: North King P. diatom surface sample dataset

description: Raw data for the North King P. diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/3gxn-9k78
title: Rye Patch Reservoir water chemistry dataset

description: Raw data for the Rye Patch Reservoir water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15066080
title: Supporting data and code for "Biomaterials for organically generated habitats beyond Earth", Wordsworth et al. 2025, Science Advances
DOI: 10.5281/zenodo.15066081
title: Supporting data and code for "Biomaterials for organically generated habitats beyond Earth", Wordsworth et al. 2025, Science Advances
DOI: 10.21233/2tam-a250
title: Tanghongling testate amoebae surface sample dataset

description: Raw data for the Tanghongling testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/5tmb-dy45
title: Haleakalā Volcano 11N pollen surface sample dataset

description: Raw data for the Haleakalā Volcano 11N pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.tj9dpq
title: Occurrence Download

description: A dataset containing 14090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mirounga angustirostris (Gill, 1866)"
 ]
}

 The dataset includes 14090 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026734-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/81cq-p758
title: Alpine Lake diatom surface sample dataset

description: Raw data for the Alpine Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7vn3-3402
title: Soil Conservation Service Site 6 Reservoir diatom dataset

description: Raw data for the Soil Conservation Service Site 6 Reservoir diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0rq5-fp47
title: Sarló-hát pollen dataset

description: Raw data for the Sarló-hát pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.yznvzv
title: Occurrence Download

description: A dataset containing 37828 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Alert Dataset"
 ]
}

 The dataset includes 37828 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026735-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/1ecb-zs32
title: P1-92-AR-B4 dinoflagellates dataset

description: Raw data for the P1-92-AR-B4 dinoflagellates dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/wnwc-7a15
title: B9544 water chemistry dataset

description: Raw data for the B9544 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/wm29-be77
title: Moles Chamber pollen dataset

description: Raw data for the Moles Chamber pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a89j-f412
title: Torbiera di Alice pollen dataset

description: Raw data for the Torbiera di Alice pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.7hda95
title: Occurrence Download

description: A dataset containing 2116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Caretta caretta (Linnaeus, 1758)"
 ]
}

 The dataset includes 2116 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026736-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/0vvn-r893
title: Moss of Achnacree testate amoebae surface sample dataset

description: Raw data for the Moss of Achnacree testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/3zph-et62
title: Midge Lake ostracode surface sample dataset

description: Raw data for the Midge Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5066/f7tt4pgd
title: Eklutna River at Glenn Highway Bridge, Alaska Cross-Section Survey, 2016 and 2017

description: This dataset consists of survey data, plots, photos, and a photo index from a cross section survey of the Eklutna River at the Glenn Highway bridge in Alaska. The cross sections were surveyed in 2016 and 2017 using a total station, then adjusted to match datums for a Municipality of Anchorage orthophoto and Alaska Department of Transportation and Public Facilities bridge as-built elevations.
DOI: 10.21233/7h29-0b03
title: Premier Lake diatom surface sample dataset

description: Raw data for the Premier Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21227/ewrp-2m68
title: "Processed MRI Image and Mask Used in \"Clustering-based Low-Rank Matrix Approximation: An Adapt\" (Subset from BraTS 2020 Dataset)"

description: "1. MRI (Brain Tumor Segmentation - BraTS 2020) Kaggle Link: https:\/\/www.kaggle.com\/datasets\/awsaf49\/brats20-dataset-training-validation BRATS 2020 Dataset Contains multi-modal MRI scans (T1, T1ce, T2, FLAIR) with tumor segmentation masks. 2. Ultrasound (Breast Ultrasound Images) Kaggle Link: https:\/\/www.kaggle.com\/datasets\/aryashah2k\/breast-ultrasound-images-dataset Breast Ultrasound Dataset Includes breast ultrasound images (normal, benign, malignant) with lesion annotations. 3. CT (COVID-19 CT Scan Lesion Segmentation) Kaggle Link: https:\/\/www.kaggle.com\/datasets\/maedemaftouni\/covid19-ct-scan-lesion-segmentation-dataset COVID-19 CT Lesion Segmentation Dataset Contains lung CT scans with pixel-wise COVID-19 lesion masks. 4. X-ray (COVID-QU-Ex Dataset) Kaggle Link: https:\/\/www.kaggle.com\/datasets\/anasmohammedtahir\/covidqu COVID-QU-Ex Dataset Curated chest X-rays (COVID-19, normal, pneumonia) with labels."
DOI: 10.21233/m5qx-sm32
title: Pipstone Creek ostracode surface sample dataset

description: Raw data for the Pipstone Creek ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/sfwr-h529
title: Mud Lake (Ho) diatom bottom sample dataset

description: Raw data for the Mud Lake (Ho) diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.bjkk58
title: Occurrence Download

description: A dataset containing 37828 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Alert Dataset"
 ]
}

 The dataset includes 37828 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026737-250426092105405/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.24849135
title: An 8500-year history of climate-fire-vegetation interactions in the eastern maritime black spruce–moss bioclimatic domain, Québec, Canada

description: The eastern, maritime portion of the black spruce – moss bioclimatic domain in Québec (Canada) is characterized by large wildfires with low occurrence. However, it is still poorly understood how climate–fire interactions influenced long-term vegetation dynamics in the boreal forest of eastern Québec. The long-term historical climate–fire–vegetation interactions in this region were investigated using a multiproxy (chironomids, charcoal, and pollen) paleoecological analysis of an 8500-year sediment core. Chironomid-inferred August air temperatures suggest that the warm Holocene Thermal Maximum (HTM; between ca. 7000–4000 cal yr BP) shifted to the cooler Neoglacial period (4000 cal yr BP to present), consistent with other temperature reconstructions across Québec. The shift to spruce-moss forest dominance around 4800 cal yr BP occurred nearly a thousand years before the climatic shift to the Neoglacial period and rather coincided with a shift from frequent low-severity small fires to infrequent but large and severe fire events. Our results suggest that long-term changes in the summer temperature are probably not the main factor controlling fire and vegetation dynamics in eastern Québec. It seems that, throughout the postglacial period, summer temperatures never fell below a threshold that could have induced a significant vegetation response.
DOI: 10.6084/m9.figshare.24849135.v1
title: An 8500-year history of climate-fire-vegetation interactions in the eastern maritime black spruce–moss bioclimatic domain, Québec, Canada

description: The eastern, maritime portion of the black spruce – moss bioclimatic domain in Québec (Canada) is characterized by large wildfires with low occurrence. However, it is still poorly understood how climate–fire interactions influenced long-term vegetation dynamics in the boreal forest of eastern Québec. The long-term historical climate–fire–vegetation interactions in this region were investigated using a multiproxy (chironomids, charcoal, and pollen) paleoecological analysis of an 8500-year sediment core. Chironomid-inferred August air temperatures suggest that the warm Holocene Thermal Maximum (HTM; between ca. 7000–4000 cal yr BP) shifted to the cooler Neoglacial period (4000 cal yr BP to present), consistent with other temperature reconstructions across Québec. The shift to spruce-moss forest dominance around 4800 cal yr BP occurred nearly a thousand years before the climatic shift to the Neoglacial period and rather coincided with a shift from frequent low-severity small fires to infrequent but large and severe fire events. Our results suggest that long-term changes in the summer temperature are probably not the main factor controlling fire and vegetation dynamics in eastern Québec. It seems that, throughout the postglacial period, summer temperatures never fell below a threshold that could have induced a significant vegetation response.
DOI: 10.21233/apdj-rw10
title: LDDsite281 ostracode surface sample dataset

description: Raw data for the LDDsite281 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/yxxp-as21
title: Estación Científica San Francisco Cerro de Consuelo pollen dataset

description: Raw data for the Estación Científica San Francisco Cerro de Consuelo pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bkhy-va48
title: Bay of Quinte water chemistry dataset

description: Raw data for the Bay of Quinte water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4nnr-aq35
title: LDDsite5689 water chemistry dataset

description: Raw data for the LDDsite5689 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/v1k1-y748
title: Bay of Quinte/Big Bay water chemistry dataset

description: Raw data for the Bay of Quinte/Big Bay water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/363v-1259
title: Batsto River Reservoir water chemistry dataset

description: Raw data for the Batsto River Reservoir water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.28652331
title: Dynamics in salinity diffusion influenced by anthropogenic pressures and climate change: a case study of the Aghien lagoon (Abidjan, Côte d’Ivoire)

description: By 2070, the Aghien Lagoon, which is influenced by both riverine and marine inputs, is expected to experience the cumulative effects of anthropogenic activities particularly the opening of the Comoe river estuary and climate change. However, the medium-term impact of these pressures on the lagoon’s salinity dynamics has never been assessed. This study aims to evaluate the influence of these factors on the salinity dynamics of the Aghien lagoon up to 2070. To this end, discharge and water level data were collected. Depth and salinity measurements of the tributaries and the lagoon were conducted before and after the opening of the estuary. The collected data were then used to validate a hydrodynamic and salinity diffusion model. Simulations indicated that a sea level rise under the SSP5-8.5 scenario would result in a salinity increase of approximately 0.3 PSU, representing a 200% rise. However, this increase appears to have no effect on the salinity of the northern part of the lagoon, where water abstraction activities would take place. Consequently, the Aghien Lagoon could potentially be used for drinking water production by 2070. Nevertheless, a more comprehensive understanding of vertical salinity variation within the lagoon necessitates three-dimensional modelling.
DOI: 10.6084/m9.figshare.28652331.v1
title: Dynamics in salinity diffusion influenced by anthropogenic pressures and climate change: a case study of the Aghien lagoon (Abidjan, Côte d’Ivoire)

description: By 2070, the Aghien Lagoon, which is influenced by both riverine and marine inputs, is expected to experience the cumulative effects of anthropogenic activities particularly the opening of the Comoe river estuary and climate change. However, the medium-term impact of these pressures on the lagoon’s salinity dynamics has never been assessed. This study aims to evaluate the influence of these factors on the salinity dynamics of the Aghien lagoon up to 2070. To this end, discharge and water level data were collected. Depth and salinity measurements of the tributaries and the lagoon were conducted before and after the opening of the estuary. The collected data were then used to validate a hydrodynamic and salinity diffusion model. Simulations indicated that a sea level rise under the SSP5-8.5 scenario would result in a salinity increase of approximately 0.3 PSU, representing a 200% rise. However, this increase appears to have no effect on the salinity of the northern part of the lagoon, where water abstraction activities would take place. Consequently, the Aghien Lagoon could potentially be used for drinking water production by 2070. Nevertheless, a more comprehensive understanding of vertical salinity variation within the lagoon necessitates three-dimensional modelling.
DOI: 10.21233/n11s-qt35
title: Dixie Lime Cave #2 vertebrate fauna dataset

description: Raw data for the Dixie Lime Cave #2 vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.24528446
title: Drainage area is not enough: multivariate hydraulic geometry in the Southern Blue Ridge Mountains, U.S.A.

description: Regional hydraulic geometry curves, which relate drainage area to channel morphology, are powerful tools for river restoration and watershed management. While there is a strong correlation between channel morphology and drainage area, the importance of watershed slope and relief on channel-forming flow, especially in mountainous regions, cannot be ignored. This research used single variable power functions along with multiple regression to determine which network- and or local-scale variables are influencing channel morphology in the Southern Blue Ridge Mountains. Within this region, watershed topography (i.e. relief and slope) and or local-scale characteristics (e.g. channel slope and sinuosity) are better predictors of channel morphology than drainage area. Additionally, the importance of local-scale characteristics in the multiple regression models provide strong evidence that site-specific conditions can be just as important as watershed characteristics in determining channel morphology. While multiple regression has been used to create hydraulic geometry equations in other regions, this is the first study that determined whether non-drainage area multiple regression models perform better than models that include drainage area. With the increasing ease with which network- and local-scale characteristics can be calculated, this research shows a clear need to incorporate additional network- and or site-specific characteristics into hydraulic geometry equations.