cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17970769
title: GSE4922_U133B Expression Data

description: Genetic Reclassification of Histologic Grade Delineates New Clinical Subtypes of Breast Cancer.

Histological grading of breast cancer defines morphological subtypes informative of metastatic potential, although not without considerable inter-observer disagreement and clinical heterogeneity particularly among the moderately differentiated grade II (G2) tumors. We posited that a gene expression signature capable of discerning tumors of grade I (G1) and grade III (G3) histology might provide a more objective measure of grade with prognostic benefit for patients with moderately differentiated disease. To this end, we studied the expression profiles of 347 primary invasive breast tumors analyzed on Affymetrix microarrays.
DOI: 10.5281/zenodo.17970768
title: GSE4922_U133B Expression Data

description: Genetic Reclassification of Histologic Grade Delineates New Clinical Subtypes of Breast Cancer.

Histological grading of breast cancer defines morphological subtypes informative of metastatic potential, although not without considerable inter-observer disagreement and clinical heterogeneity particularly among the moderately differentiated grade II (G2) tumors. We posited that a gene expression signature capable of discerning tumors of grade I (G1) and grade III (G3) histology might provide a more objective measure of grade with prognostic benefit for patients with moderately differentiated disease. To this end, we studied the expression profiles of 347 primary invasive breast tumors analyzed on Affymetrix microarrays.
DOI: 10.57760/sciencedb.33854
title: Turbidity in the deep-sea bottom boundary layer
title: Turbidity in the deep-sea bottom boundary layer

description: Turbidity in the deep-sea bottom boundary layer of South China Sea
description: Turbidity in the deep-sea bottom boundary layer of South China Sea
DOI: 10.57760/sciencedb.33845
title: Results of the second round of expert consultation on residents' health science knowledge system
title: 第2轮居民健康科普核心内容体系三级条目专家函询结果

description: Use Excel 2021 and SPSS 25.0 software for data entry and organization, and conduct statistical analysis after double checking by two people. The average rating is equal to the sum of ratings divided by the number of experts. The larger the average, the higher the importance of the item. The coefficient of variation (CV)=standard deviation/mean, reflecting the volatility of expert opinions on item importance ratings, with CV&lt;0.25 indicating a concentration of opinions. The weights of each item were calculated using the Analytic Hierarchy Process (AHP) in SPSSAU and subjected to consistency testing. The combination weights of each item were calculated using the continuous product method. 
description: Use Excel 2021 and SPSS 25.0 software for data entry and organization, and conduct statistical analysis after double checking by two people. The average rating is equal to the sum of ratings divided by the number of experts. The larger the average, the higher the importance of the item. The coefficient of variation (CV)=standard deviation/mean, reflecting the volatility of expert opinions on item importance ratings, with CV&lt;0.25 indicating a concentration of opinions. The weights of each item were calculated using the Analytic Hierarchy Process (AHP) in SPSSAU and subjected to consistency testing. The combination weights of each item were calculated using the continuous product method.
DOI: 10.15468/dl.abybq5
title: Occurrence Download

description: A dataset containing 87136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus tectorum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87136 records from 1139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057414-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.33705
title: Nitrogen addition reshapes elemental distribution within soil aggregates: availability and stoichiometry of carbon-nitrogen-phosphorus-sulfur in a mown meadow steppe
title: Nitrogen addition reshapes elemental distribution within soil aggregates: availability and stoichiometry of carbon-nitrogen-phosphorus-sulfur in a mown meadow steppe

description: The effects of N addition (0–50 g N m-2 yr-1 applied as (NH4)SO4) and mowing on the availability and stoichiometry of carbon (C), nitrogen (N), phosphorus (P), and sulfur (S) within aggregate fractions (large macroaggregates: &gt;2000 μm; small macroaggregates: 250-2000 μm; microaggregates: &lt;250 μm). 
description: The effects of N addition (0–50 g N m-2 yr-1 applied as (NH4)SO4) and mowing on the availability and stoichiometry of carbon (C), nitrogen (N), phosphorus (P), and sulfur (S) within aggregate fractions (large macroaggregates: &gt;2000 μm; small macroaggregates: 250-2000 μm; microaggregates: &lt;250 μm).
DOI: 10.15468/dl.w6nm6g
title: Occurrence Download

description: A dataset containing 31248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 55.0",
 "DecimalLatitude is less than or equal to 60.0",
 "DecimalLongitude is greater than or equal to -130.0",
 "DecimalLongitude is less than or equal to -125.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 31248 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057432-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahx7hn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chama croceata, Chama annarosae, Chama imbricata, Chama imbricata inermis, Chama imbricata inermis, Chama imbricata savignyi, Chama imbricata savignyi, Chama plinthota, Chama ratoi, Chama savignyi)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057433-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9agz26
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.28_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates blairi"
 ]
}

 The dataset includes 469 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.33694
title: Construction of a 0.01° Monthly Seamless XCO₂ Dataset over China Based on a Temporally Adaptive Forest Model
title: Construction of a 0.01° Monthly Seamless XCO₂ Dataset over China Based on a Temporally Adaptive Forest Model

description: Based on the time-series adaptive forest model (TAF), this dataset integrates OCO-2 / 3 satellite observation data and multi-source environmental variables to reconstruct the seamless XCO2 raster data with a spatial resolution of 0.01 ° from January 2015 to December 2022 in China. The coordinate system is WGS-1984. The dataset is suitable for regional carbon emission analysis, carbon source and sink assessment, climate modeling and policy formulation.
description: Based on the time-series adaptive forest model (TAF), this dataset integrates OCO-2 / 3 satellite observation data and multi-source environmental variables to reconstruct the seamless XCO2 raster data with a spatial resolution of 0.01 ° from January 2015 to December 2022 in China. The coordinate system is WGS-1984. The dataset is suitable for regional carbon emission analysis, carbon source and sink assessment, climate modeling and policy formulation.
DOI: 10.57760/sciencedb.22799
title: Data for the detection of spatial clusters and spatial probit modelling for urban planners
title: Data for the detection of spatial clusters and spatial probit modelling for urban planners

description: A geographic dataset to study immigrant populations in the metropolitan areas of Barcelona and Madrid. This dataset is intended to be used to detect and model spatial clusters using a diversity of methods and empirical stratiges with open-source tools for their implementation and discover the driven factors that explain clustering.
description: A geographic dataset to study immigrant populations in the metropolitan areas of Barcelona and Madrid. This dataset is intended to be used to detect and model spatial clusters using a diversity of methods and empirical stratiges with open-source tools for their implementation and discover the driven factors that explain clustering.
DOI: 10.57760/sciencedb.33699
title: A neurocomputational framework of cross-context generalization
title: A neurocomputational framework of cross-context generalization

description: The data provided here are intended to allow users to dive right into different levels of the main analyses of the paper " A neurocomputational framework of cross-context generalization: dynamic representational geometry in high-level visual cortex and dual coding in vmPFC"The scripts required for the main analysis and results are available on GitHub at: https://github.com/BinchengWEN/A-neurocomputational-framework-of-cross-context-generalization.The data required for the main analysis is located in the ./data folder. The processed data used to generate the results figures is available in the ./figure_results folder.
description: The data provided here are intended to allow users to dive right into different levels of the main analyses of the paper " A neurocomputational framework of cross-context generalization: dynamic representational geometry in high-level visual cortex and dual coding in vmPFC"The scripts required for the main analysis and results are available on GitHub at: https://github.com/BinchengWEN/A-neurocomputational-framework-of-cross-context-generalization.The data required for the main analysis is located in the ./data folder. The processed data used to generate the results figures is available in the ./figure_results folder.
DOI: 10.57760/sciencedb.33770
title: Dataset on asynchrony and stability of trees and herbivores across organizational levels in BEF-China
title: Dataset on asynchrony and stability of trees and herbivores across organizational levels in BEF-China

description: The data collected from a large-scale forest biodiversity experiment to investigate the scaling of temporal stability from populations, to communities, and meta-communities in a plant-herbivore system, allowing us to disentangle the relative role of top-down and bottom-up regulation. Specifically, we used a resampling approach15 where single meta-communities were assembled from five randomly selected plots k, each representing a single community. In total, we considered 1,000 resampled meta-communities (500 for each study site). We then calculated stability, asynchrony, and diversity for herbivores and trees based on herbivore abundances and tree growth rates, respectively.
description: The data collected from a large-scale forest biodiversity experiment to investigate the scaling of temporal stability from populations, to communities, and meta-communities in a plant-herbivore system, allowing us to disentangle the relative role of top-down and bottom-up regulation. Specifically, we used a resampling approach15 where single meta-communities were assembled from five randomly selected plots k, each representing a single community. In total, we considered 1,000 resampled meta-communities (500 for each study site). We then calculated stability, asynchrony, and diversity for herbivores and trees based on herbivore abundances and tree growth rates, respectively.
DOI: 10.57760/sciencedb.16187
title: Peritoneal Metastasis of Gastric Cancer (PMGC) Dataset
title: Peritoneal Metastasis of Gastric Cancer (PMGC) Dataset

description: The dataset includes single-cell RNA sequencing (scRNA-seq) data from peritoneal metastatic lesions of four human PMGC cases, spatial transcriptomic sequencing data from one human PMGC lesion, and scRNA-seq data from nine PMGC mouse models under different treatment conditions.
description: The dataset includes single-cell RNA sequencing (scRNA-seq) data from peritoneal metastatic lesions of four human PMGC cases, spatial transcriptomic sequencing data from one human PMGC lesion, and scRNA-seq data from nine PMGC mouse models under different treatment conditions.
DOI: 10.57760/sciencedb.33760
title: The growth/reproduction/physiological rates/stable isotopic values of Daphnia with different diets
title: The growth/reproduction/physiological rates/stable isotopic values of Daphnia with different diets

description: 1. Food consumers in natural environments often face challenges in meeting their exact nutritional demands, as available food resources can vary significantly in quality. In aquatic ecosystems, the introduction of poor-quality food alongside already insufficient good-quality resources is a common phenomenon – for example, through terrestrial subsidies or the occurrence of cyanobacterial blooms. 2. Consumers may metabolize organic carbon of differing quality in distinct ways to better conserved essential biochemicals and enhance performance. However, studies in this topic are scarce. 3. Using carbon stable isotope labeling, we investigated the detailed carbon pathways in Daphnia magna fed a diet of Scenedesmus bijuga (13C-labeled, good-quality organic carbon) insufficient amounts for growth supplemented with increasing concentrations of poor-quality Microcystis wesenbergii (non-toxic strains, poor-quality organic carbon). 4. The results revealed an adaptive strategy employed by consumers: surplus feeding, coupled with enhanced consumption of Microcystis-derived organic carbon in excretion, and respiration, allowing retention of good-quality organic carbon for growth. This strategy was particularly pronounced under more severe food quality constraints but higher food quantity. 
description: 1. Food consumers in natural environments often face challenges in meeting their exact nutritional demands, as available food resources can vary significantly in quality. In aquatic ecosystems, the introduction of poor-quality food alongside already insufficient good-quality resources is a common phenomenon – for example, through terrestrial subsidies or the occurrence of cyanobacterial blooms. 2. Consumers may metabolize organic carbon of differing quality in distinct ways to better conserved essential biochemicals and enhance performance. However, studies in this topic are scarce. 3. Using carbon stable isotope labeling, we investigated the detailed carbon pathways in Daphnia magna fed a diet of Scenedesmus bijuga (13C-labeled, good-quality organic carbon) insufficient amounts for growth supplemented with increasing concentrations of poor-quality Microcystis wesenbergii (non-toxic strains, poor-quality organic carbon). 4. The results revealed an adaptive strategy employed by consumers: surplus feeding, coupled with enhanced consumption of Microcystis-derived organic carbon in excretion, and respiration, allowing retention of good-quality organic carbon for growth. This strategy was particularly pronounced under more severe food quality constraints but higher food quantity.
DOI: 10.15468/dl.4f97yc
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chama lazarus, Chama damaecornis, Chama lazarus pannosus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 42 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057438-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k69vtq
title: Occurrence Download

description: A dataset containing 1478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buchloe dactyloides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1478 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17970799
title: Semi-Structured Interview Guide for Local Stakeholders at the Dagushan Iron Mine

description: This document provides the semi-structured interview guide used in the study. It outlines the core themes and open-ended questions applied during interviews with local stakeholders who have long-term work or residential connections to the Dagushan Iron Mine. The guide supports the qualitative data collection process and ensures methodological transparency and replicability.
DOI: 10.5281/zenodo.17970800
title: Semi-Structured Interview Guide for Local Stakeholders at the Dagushan Iron Mine

description: This document provides the semi-structured interview guide used in the study. It outlines the core themes and open-ended questions applied during interviews with local stakeholders who have long-term work or residential connections to the Dagushan Iron Mine. The guide supports the qualitative data collection process and ensures methodological transparency and replicability.
DOI: 10.15468/dl.6hss3f
title: Occurrence Download

description: A dataset containing 11889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 60.0",
 "DecimalLatitude is less than or equal to 65.0",
 "DecimalLongitude is greater than or equal to -130.0",
 "DecimalLongitude is less than or equal to -125.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 11889 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057439-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwmdr8
title: Occurrence Download

description: A dataset containing 65904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((102.68851 23.33869,103.01768 22.58506,104.58557 22.95754,104.36468 23.54225,102.68851 23.33869))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 65904 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057409-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp7ys7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((107.55767 19.32617,133.44233 19.32617,133.44233 29.67383,107.55767 29.67383,107.55767 19.32617))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taiwanofungus Sheng H.Wu, Z.H.Yu, Y.C.Dai & C.H.Su, 2004"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0428354-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.df6ay9
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum leucopodum G.E.Haglund"
 ]
}

 The dataset includes 668 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007152-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2k2hw
title: Occurrence Download

description: A dataset containing 2290028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2021-2022"
 ]
}

 The dataset includes 2290028 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199972-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w5jft
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drusus chrysotus (Rambur, 1842), Drusus mixtus (Pictet, 1834))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 285 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239601-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26j2hp
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum leucospermum Jord."
 ]
}

 The dataset includes 74 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007153-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i2xuzg
title: Occurrence Download

description: A dataset containing 1370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dodonaea bursariifolia F.Muell.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1370 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042783-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.