cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13924375
title: Spatial Tumor-Immune Analysis: Insights from Pathology Slides and Breast Cancer Survival

description: Cancer is the second leading cause of death in the US. Among the various forms of cancer, breast cancer and lung cancer are particularly significant due to their prevalence and impact. Breast cancer in particular contributing to around 30\% of all new female cases each year, while also having some of the highest mortality rates. Scientists and doctors rely on pathology slides to aid in the discovery of a cure, diagnose patients, and provide treatment. These slides play a crucial role in examining samples and identifying any abnormalities. The primary goal of this project was to analyze pathology slides from 873 cancer patients in The Cancer Genome Atlas Breast Invasive Carcinoma (TCGA-BRCA). We developed STAIN (Spatial Tumor and Immune Analysis for Novel insights) with the hypothesize that quantitative analysis of cell type specific clusters in the spatial context can lead to novel insights on patient survival. First, we identified tumor and immune cells using a HD-Yolo algorithm. Then we identify tumor clusters and immune cell clusters. Next, descriptive statistics such as Jaccard distance, Hausdorff distance, Wasserstein distance, tumor density, and immune cell density were derived and correlated with the patients survival while adjusting for clinical attributes such as patient age and tumor stage using Cox proportional Hazard models. The results discover spatial attributes and known clinical risk features associated with survival.
DOI: 10.5281/zenodo.13924376
title: Spatial Tumor-Immune Analysis: Insights from Pathology Slides and Breast Cancer Survival

description: Cancer is the second leading cause of death in the US. Among the various forms of cancer, breast cancer and lung cancer are particularly significant due to their prevalence and impact. Breast cancer in particular contributing to around 30\% of all new female cases each year, while also having some of the highest mortality rates. Scientists and doctors rely on pathology slides to aid in the discovery of a cure, diagnose patients, and provide treatment. These slides play a crucial role in examining samples and identifying any abnormalities. The primary goal of this project was to analyze pathology slides from 873 cancer patients in The Cancer Genome Atlas Breast Invasive Carcinoma (TCGA-BRCA). We developed STAIN (Spatial Tumor and Immune Analysis for Novel insights) with the hypothesize that quantitative analysis of cell type specific clusters in the spatial context can lead to novel insights on patient survival. First, we identified tumor and immune cells using a HD-Yolo algorithm. Then we identify tumor clusters and immune cell clusters. Next, descriptive statistics such as Jaccard distance, Hausdorff distance, Wasserstein distance, tumor density, and immune cell density were derived and correlated with the patients survival while adjusting for clinical attributes such as patient age and tumor stage using Cox proportional Hazard models. The results discover spatial attributes and known clinical risk features associated with survival.
DOI: 10.15468/dl.wy2fpf
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "OccurrenceStatus is Present",
 "TaxonKey is Iguana Laurenti, 1768"
 ]
}

 The dataset includes 259 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013213-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddz28k
title: Occurrence Download

description: A dataset containing 9359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aneides lugubris (Hallowell, 1849)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1850",
 "StateProvince is California"
 ]
}

 The dataset includes 9359 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013214-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bj35k4
title: Occurrence Download

description: A dataset containing 2363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauremys sinensis (Gray, 1834)"
 ]
}

 The dataset includes 2363 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013215-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3df5bs
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis axelmeyeri Vences, Andreone & Vieites, 2005"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013216-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgj33g
title: Occurrence Download

description: A dataset containing 4211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Rissa tridactyla (Linnaeus, 1758)",
 "Year 2016-2016"
 ]
}

 The dataset includes 4211 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013217-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge5uyh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Justicia niassensis Vollesen"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013218-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu4us5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis baetkei Köhler, Glaw & Vences, 2008"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013219-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zzqgr
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((62.7551 9.12846,131.18502 9.12846,131.18502 47.00931,62.7551 47.00931,62.7551 9.12846))",
 "Geometry POLYGON((-127.26014 28.98536,-72.57729 28.98536,-72.57729 54.34108,-127.26014 54.34108,-127.26014 28.98536))"
 ]
 },
 "TaxonKey is Lonicera angustifolia var. myrtillus (Hook.fil. & Thomson) Q.E.Yang, Landrein, Borosova & Osborne"
 ]
}

 The dataset includes 421 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013220-241007104925546/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.27222660
title: CaF2 Tb thin films' data

description: This research studied the effect of preparation atmosphere on the CaF2 Tb3+ thin films.
DOI: 10.6084/m9.figshare.27222660.v1
title: CaF2 Tb thin films' data

description: This research studied the effect of preparation atmosphere on the CaF2 Tb3+ thin films.
DOI: 10.15468/dl.v73m7k
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis boehmei Glaw & Vences, 1992"
 ]
}

 The dataset includes 450 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013221-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8smw5d
title: Occurrence Download

description: A dataset containing 22064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pituophis catenifer (Blainville, 1835)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1850",
 "StateProvince is California"
 ]
}

 The dataset includes 22064 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013222-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57780/esa-b1f259e
title: CIRFAEx

description: Research Cruise to Belgica Bank, Northeast Coast of Greenland to Support the Development of ROSE-L and S1NG
DOI: 10.15468/dl.jhp3w9
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis bottae Vences & Glaw, 2002"
 ]
}

 The dataset includes 89 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013223-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/drsd-4z63
title: Loggigng Reservoir parameter prediction dataset

description: Well logs are interpreted/processed to estimate the in-situ reservoir properties (petrophysical, geomechanical, and geochemical), which is essential for reservoir modeling, reserve estimation, and production forecasting. The modeling is often based on multi-mineral physics or empirical formulae. When sufficient amount of training data is available, machine learning solution provides an alternative approach to estimate those reservoir properties based on well log data and is usually with less turn-around time and human involvements.
DOI: 10.15468/dl.y9ccr2
title: Occurrence Download

description: A dataset containing 738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((103 32,112 32,112 35,103 35,103 32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is June",
 "OccurrenceStatus is Present",
 "Year 2013-2013"
 ]
}

 The dataset includes 738 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013224-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rdg8h
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hylarana taipehensis (Van Denburgh, 1909)",
 "Year 2008-2024"
 ]
}

 The dataset includes 501 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013225-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adjgfh
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((75.42411 17.91991,114.62809 17.91991,114.62809 53.75483,75.42411 53.75483,75.42411 17.91991))",
 "TaxonKey is Potentilla articulata Franch."
 ]
}

 The dataset includes 88 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013226-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aa32fz
title: Occurrence Download

description: A dataset containing 3091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "Year 2020-2024"
 ]
}

 The dataset includes 3091 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013230-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps9zm3
title: Occurrence Download

description: A dataset containing 8712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((105 32,112 32,112 35,105 35,105 32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is June",
 "Year 1000-2024"
 ]
}

 The dataset includes 8712 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013228-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cc7wnd
title: Occurrence Download

description: A dataset containing 738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((103 32,112 32,112 35,103 35,103 32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is June",
 "OccurrenceStatus is Present",
 "Year 2013-2013"
 ]
}

 The dataset includes 738 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013231-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afvjk4
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "OccurrenceStatus is Present",
 "TaxonKey is Commiphora mombassensis Engl."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013232-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13918242
title: The effect of conditions of thermal treatment of Ti+Al+C mixture on the formation of MAX phases

description: Datasets for article The effect of conditions of thermal treatment of Ti+Al+C mixture on the formation of MAX phases.
DOI: 10.5281/zenodo.13918243
title: The effect of conditions of thermal treatment of Ti+Al+C mixture on the formation of MAX phases

description: Datasets for article The effect of conditions of thermal treatment of Ti+Al+C mixture on the formation of MAX phases.
DOI: 10.5281/zenodo.13918261
title: Humidity and temperature influence on the self-cleaning performance of building materials containing the photocatalysts

description: Datasets for article Humidity and temperature influence on the self-cleaning performance of building materials containing the photocatalysts
DOI: 10.5281/zenodo.13918262
title: Humidity and temperature influence on the self-cleaning performance of building materials containing the photocatalysts

description: Datasets for article Humidity and temperature influence on the self-cleaning performance of building materials containing the photocatalysts
DOI: 10.5281/zenodo.12783748
title: ADS-B Interferometry - (22/09/2023)

description: Dataset of ADS-B data from Clee Hill on the 22 September 2023 used in the refractivity retrievals using ADS-B interferometry paper.
DOI: 10.5281/zenodo.13927505
title: Self-cleaning coatings for sand stones

description: Datasets for manuscript Self-cleaning coatings for sand stones
DOI: 10.5281/zenodo.13927506
title: Self-cleaning coatings for sand stones

description: Datasets for manuscript Self-cleaning coatings for sand stones
DOI: 10.15468/dl.tdq6f9
title: Occurrence Download

description: A dataset containing 385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((105 32,111 32,111 34,105 34,105 32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2008-2008"
 ]
}

 The dataset includes 385 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013233-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xchrtd
title: Occurrence Download

description: A dataset containing 939 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenosaura acanthura (Shaw, 1802)"
 ]
}

 The dataset includes 939 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039135-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.su90lj
title: Occurrence Download

description: A dataset containing 617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas cyanoptera Vieillot, 1816",
 "Country is Mexico",
 "Year is 2014",
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is Atlas de las Aves de México: Fase II"
 ]
 }
 ]
}

 The dataset includes 617 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086141-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmz58v
title: Occurrence Download

description: A dataset listing the 129 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnanthemum Cass."
 ]
}

 The dataset's 129 records were derived from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009752-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk427x
title: Occurrence Download

description: A dataset containing 4205425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Natural History Museum (London) Collection Specimens"
 ]
}

 The dataset includes 4205425 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039137-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubzzmm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia savannarum R.O.Williams"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176456-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.17bdpv
title: Occurrence Download

description: A dataset containing 2341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas discors Linnaeus, 1766",
 "Country is Mexico",
 "Year is 2015",
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is Atlas de las Aves de México: Fase II"
 ]
 }
 ]
}

 The dataset includes 2341 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086144-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt7fw3
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aotus lemurinus I.Geoffroy Saint-Hilaire, 1843"
 ]
}

 The dataset includes 114 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039145-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rr8frr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araeopsylla scitula (Rothschild, 1909)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009776-231120084113126/datasets/export for details.
DOI: 10.15468/dl.otqwtu
title: Occurrence Download

description: A dataset containing 1528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas discors Linnaeus, 1766",
 "Country is Mexico",
 "Year is 2014",
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is Atlas de las Aves de México: Fase II"
 ]
 }
 ]
}

 The dataset includes 1528 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086146-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3d6uqj
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "Year 2000-2009",
 "Geometry POLYGON((-5.62654 36.07914,-4.66464 36.58329,-4.72259 36.77847,-4.69941 36.90832,-4.711 37.09342,-4.85007 37.2135,-5.09344 37.32417,-5.20933 37.41628,-5.66131 37.40707,-5.92786 37.37945,-6.12488 37.16734,-6.17123 36.94537,-6.36825 36.75062,-6.206 36.62051,-6.14805 36.38762,-5.86991 36.19145,-5.62654 36.07914))",
 "HasCoordinate is true",
 "TaxonKey is Lutra lutra (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 182 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039159-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxcwb3
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong)",
 "TaxonKey is Lobelia chinensis Lour.",
 "Year 1970-2020"
 ]
}

 The dataset includes 334 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014294-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79uyt9
title: Occurrence Download

description: A dataset containing 90772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Droseraceae"
 ]
}

 The dataset includes 90772 records from 694 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009757-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.