cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.42eafm
title: Occurrence Download

description: A dataset containing 2612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May)",
 "OccurrenceStatus is Present",
 "TaxonKey is Carex plantaginea"
 ]
}

 The dataset includes 2612 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001836-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4kryr
title: Occurrence Download

description: A dataset containing 3599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-99.40929 25.73567,-97.00664 25.73567,-97.00664 26.8639,-99.40929 26.8639,-99.40929 25.73567))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apidae"
 ]
}

 The dataset includes 3599 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001835-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tdv2x
title: Occurrence Download

description: A dataset containing 1101 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 Symphionema"
 ]
}

 The dataset includes 1101 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001837-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.747zgn
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brassica napus",
 "DecimalLongitude is greater than or equal to -120",
 "DecimalLongitude is less than or equal to -70",
 "DecimalLatitude is greater than or equal to 0",
 "DecimalLatitude is less than or equal to 30",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001838-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18778507
title: Dataset supporting "Microtopographic and Hydrological Response to Repeated Seismic Line Disturbance in a Boreal Fen of Northern Alberta, Canada"

description: This dataset contains raster and vector geospatial data products supporting the manuscript:

“Microtopographic and Hydrological Response to Repeated Seismic Line Disturbance in a Boreal Fen of Northern Alberta, Canada.”

These data were derived from drone-based remote sensing surveys and subsequent geospatial analysis of seismic line disturbances in a boreal fen ecosystem in northern Alberta, Canada. The dataset includes environmental raster layers and vector segment units used to quantify microtopographic and hydrological characteristics and evaluate differences between seismic line disturbance classes (new disturbance, old disturbance, re-disturance)

Contents

The dataset includes the following files:





dtm.tif – Digital terrain model (DTM) raster representing ground surface elevation (meters)




dtw.tif – Depth-to-water raster (meters), where values of 0 indicate surface water




microform.tif – Microform classification raster, identifying hummock, lawn, and hollow surface types




segments.gpkg – Vector dataset containing seismic line segments and reference areas used as units of aggregation and analysis. This file includes attributes describing segment classification and identifiers used for statistical comparisons.



An R script is included to reproduce the analysis and figures from the manuscript using these data (chan_et_al_2026_analysis.R).

Coordinate Reference System

All spatial data are provided in NAD83(CSRS) / UTM Zone 12N, EPSG:2955
DOI: 10.5281/zenodo.18778508
title: Dataset supporting "Microtopographic and Hydrological Response to Repeated Seismic Line Disturbance in a Boreal Fen of Northern Alberta, Canada"

description: This dataset contains raster and vector geospatial data products supporting the manuscript:

“Microtopographic and Hydrological Response to Repeated Seismic Line Disturbance in a Boreal Fen of Northern Alberta, Canada.”

These data were derived from drone-based remote sensing surveys and subsequent geospatial analysis of seismic line disturbances in a boreal fen ecosystem in northern Alberta, Canada. The dataset includes environmental raster layers and vector segment units used to quantify microtopographic and hydrological characteristics and evaluate differences between seismic line disturbance classes (new disturbance, old disturbance, re-disturance)

Contents

The dataset includes the following files:





dtm.tif – Digital terrain model (DTM) raster representing ground surface elevation (meters)




dtw.tif – Depth-to-water raster (meters), where values of 0 indicate surface water




microform.tif – Microform classification raster, identifying hummock, lawn, and hollow surface types




segments.gpkg – Vector dataset containing seismic line segments and reference areas used as units of aggregation and analysis. This file includes attributes describing segment classification and identifiers used for statistical comparisons.



An R script is included to reproduce the analysis and figures from the manuscript using these data (chan_et_al_2026_analysis.R).

Coordinate Reference System

All spatial data are provided in NAD83(CSRS) / UTM Zone 12N, EPSG:2955
DOI: 10.15468/dl.zc322d
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eurolophosaurus nanuzae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 115 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001839-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18778904
title: Raw multispectral UAV imagery for winter wheat (Kaifeng, China) - 2024

description: This dataset contains raw multispectral UAV photographs acquired over winter wheat fields in Kaifeng, Henan Province, China, during the 2024 growing season. The data are provided as original camera outputs (raw photos) and are intended to support research on UAV–satellite fusion, vegetation-index time-series reconstruction, and crop phenology/anomaly analysis.

Important notes:- The images are raw photographs and have NOT been radiometrically calibrated to surface reflectance (i.e., no radiometric/reflectance calibration was applied).- Users are expected to perform their own radiometric normalization / calibration if quantitative reflectance is required.- The dataset is suitable for deriving ROI-level vegetation indices (e.g., NDVI/EVI2) after appropriate preprocessing and quality control.

Acquisition and organization:- Platform: UAV with a multispectral camera (sensor model: [DJI MAVIC 3M]).- Spatial reference: raw photos; georeferencing/orthomosaics are not provided in this release unless explicitly stated in the file documentation.- Time coverage: 2024-1-4 to 2024-6-30 (local time).

Related resources:- Code and ROI-level time-series tables for reconstruction and baselines are available at:  https://github.com/movjinghenu/UAV-T-LSTM/

Recommended use:- UAV–satellite fusion under irregular sampling- ROI-level NDVI trajectory reconstruction and structural evaluation- Event-window disturbance analysis (e.g., short-term environmental anomalies)
DOI: 10.5281/zenodo.18778903
title: Raw multispectral UAV imagery for winter wheat (Kaifeng, China) - 2024

description: This dataset contains raw multispectral UAV photographs acquired over winter wheat fields in Kaifeng, Henan Province, China, during the 2024 growing season. The data are provided as original camera outputs (raw photos) and are intended to support research on UAV–satellite fusion, vegetation-index time-series reconstruction, and crop phenology/anomaly analysis.

Important notes:- The images are raw photographs and have NOT been radiometrically calibrated to surface reflectance (i.e., no radiometric/reflectance calibration was applied).- Users are expected to perform their own radiometric normalization / calibration if quantitative reflectance is required.- The dataset is suitable for deriving ROI-level vegetation indices (e.g., NDVI/EVI2) after appropriate preprocessing and quality control.

Acquisition and organization:- Platform: UAV with a multispectral camera (sensor model: [DJI MAVIC 3M]).- Spatial reference: raw photos; georeferencing/orthomosaics are not provided in this release unless explicitly stated in the file documentation.- Time coverage: 2024-1-4 to 2024-6-30 (local time).

Related resources:- Code and ROI-level time-series tables for reconstruction and baselines are available at:  https://github.com/movjinghenu/UAV-T-LSTM/

Recommended use:- UAV–satellite fusion under irregular sampling- ROI-level NDVI trajectory reconstruction and structural evaluation- Event-window disturbance analysis (e.g., short-term environmental anomalies)
DOI: 10.5281/zenodo.17043910
title: Dataset
DOI: 10.5281/zenodo.18763899
title: Spatial transcriptomics data and microbial mismatch ratio analysis for HNSC (HNSC-1 and HNSC-2)

description: This dataset provides raw and processed spatial transcriptomics data for Head and Neck Squamous Cell Carcinoma (HNSC), specifically for specimens HNSC-1 and HNSC-2. It includes raw FASTQ sequences, aligned BAM files (including unmapped reads), and processed AnnData (h5ad) objects containing microbial mismatch ratio analysis results. These data support the methodology described in "Analysis of unmapped RNA-seq data from cancer spatial transcriptome to decipher cancer microbiome."
DOI: 10.5281/zenodo.18763898
title: Spatial transcriptomics data and microbial mismatch ratio analysis for HNSC (HNSC-1 and HNSC-2)

description: This dataset provides raw and processed spatial transcriptomics data for Head and Neck Squamous Cell Carcinoma (HNSC), specifically for specimens HNSC-1 and HNSC-2. It includes raw FASTQ sequences, aligned BAM files (including unmapped reads), and processed AnnData (h5ad) objects containing microbial mismatch ratio analysis results. These data support the methodology described in "Analysis of unmapped RNA-seq data from cancer spatial transcriptome to decipher cancer microbiome."
DOI: 10.15468/dl.ywq2yc
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 Saurida normani"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001841-260225131425191/datasets/export for details.
DOI: 10.15468/dl.4wt8ks
title: Occurrence Download

description: A dataset containing 72465 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 Lotus pedunculatus",
 "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 72465 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001763-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18778902
title: Replication Package for "Detecting Video Game Bugs from Speedrunning Community Data Using 3D ResNet"

description: This repository contains the replication package for the research project titled "Detecting Video Game Bugs from Speedrunning Community Data Using 3D ResNet". The package includes all necessary code, data, and instructions to replicate the experiments and results presented in the associated research paper.
DOI: 10.5281/zenodo.18778901
title: Replication Package for "Detecting Video Game Bugs from Speedrunning Community Data Using 3D ResNet"

description: This repository contains the replication package for the research project titled "Detecting Video Game Bugs from Speedrunning Community Data Using 3D ResNet". The package includes all necessary code, data, and instructions to replicate the experiments and results presented in the associated research paper.
DOI: 10.15468/dl.r84wgr
title: Occurrence Download

description: A dataset containing 98 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 Symphorema"
 ]
}

 The dataset includes 98 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001842-260225131425191/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.31408812
title: Recurrent sex chromosome turnover mediated by distinct <i>ARR17</i> and <i>PISTILLATA</i> duplications in willows

description: Sex chromosome turnovers evolve via translocation or duplication of established sex-determining genes, or their replacement by newly evolved ones. Few cases of replacements by new factors have been documented in dioecious plants, but are suspected in <i>Salix</i>, in which both XY and ZW systems occur, with sex-linked regions (SLRs) of different species on various chromosomes. The male-determining genes in XY species’ SLRs are partial duplicates of autosomal <i>ARR17</i>-like genes and regulate the expression of downstream genes involved in stamen development by producing small RNAs that suppress expression of intact copies.Here we describe phased chromosomal assemblies of three <i>Salix</i> species with a ZW system derived from an XY system, including four lineages of the <i>Salix polyclona</i> complex (six assemblies in total). Their SLRs are within the same repeat-rich pericentromeric region of chromosome 15 as in the XY system. Although these Z- and W- SLRs carry intact or/and partial<i> ARR17</i> duplicates, but few RNA products are detectable in our sampled tissues. However, the W-SLRs include partial duplicates of <i>PISTILLATA </i>(<i>PI</i>), a stamen development gene. These are arranged in inverted repeats and express small interfering RNAs targeting the autosomal intact <i>Salix</i> <i>PI</i> gene, suggesting that they reduce its expression, and therefore act as maleness-suppressing factors.The turnover events involving intact <i>ARR17</i> and partial <i>PI </i>duplications in the 15ZW clade I species involve pericentromeric regions that recombine rarely, making changes possible in these <i>Salix</i> species that would be unlikely in other genome regions.
DOI: 10.6084/m9.figshare.31408812.v1
title: Recurrent sex chromosome turnover mediated by distinct <i>ARR17</i> and <i>PISTILLATA</i> duplications in willows

description: Sex chromosome turnovers evolve via translocation or duplication of established sex-determining genes, or their replacement by newly evolved ones. Few cases of replacements by new factors have been documented in dioecious plants, but are suspected in <i>Salix</i>, in which both XY and ZW systems occur, with sex-linked regions (SLRs) of different species on various chromosomes. The male-determining genes in XY species’ SLRs are partial duplicates of autosomal <i>ARR17</i>-like genes and regulate the expression of downstream genes involved in stamen development by producing small RNAs that suppress expression of intact copies.Here we describe phased chromosomal assemblies of three <i>Salix</i> species with a ZW system derived from an XY system, including four lineages of the <i>Salix polyclona</i> complex (six assemblies in total). Their SLRs are within the same repeat-rich pericentromeric region of chromosome 15 as in the XY system. Although these Z- and W- SLRs carry intact or/and partial<i> ARR17</i> duplicates, but few RNA products are detectable in our sampled tissues. However, the W-SLRs include partial duplicates of <i>PISTILLATA </i>(<i>PI</i>), a stamen development gene. These are arranged in inverted repeats and express small interfering RNAs targeting the autosomal intact <i>Salix</i> <i>PI</i> gene, suggesting that they reduce its expression, and therefore act as maleness-suppressing factors.The turnover events involving intact <i>ARR17</i> and partial <i>PI </i>duplications in the 15ZW clade I species involve pericentromeric regions that recombine rarely, making changes possible in these <i>Salix</i> species that would be unlikely in other genome regions.
DOI: 10.15468/dl.rgfty2
title: Occurrence Download

description: A dataset containing 1952 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyommatus nivescens"
 ]
}

 The dataset includes 1952 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001846-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtk9fz
title: Occurrence Download

description: A dataset containing 11387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gekko gecko)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11387 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001845-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55b3en
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 Gila alutaceus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001848-260225131425191/datasets/export for details.
DOI: 10.15468/dl.4hw6zr
title: Occurrence Download

description: A dataset containing 151573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycium ferocissimum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 151573 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001747-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esd7r4
title: Occurrence Download

description: A dataset containing 20021 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 Pulicaria dysenterica",
 "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 20021 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001849-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-ermg-ka70
title: Supplementary Materials - Artificial Intelligence in Emergency Dispatch Centers: Practitioner Insights on Current Use and Future Directions

description: These are the Supplemental Materials for the study "Artificial Intelligence in Emergency Dispatch Centers: Practitioner Insights on Current Use and Future Directions."

This project explores practitioner sentiments, perceived barriers, implementation strategies, and opportunities for integrating AI into emergency dispatch systems. Virtual interviews were conducted with 19 county coordinators and directors from 9-1-1 dispatch centers and Public Safety Answering Points (PSAPs) across Michigan. Findings reveal generally positive, but cautious, attitudes toward AI adoption, with participants emphasizing its potential to improve operational efficiency, dispatcher workload, quality assurance (e.g., transcription), and non-emergency call handling (e.g., triage). However, identified barriers, including issues of trust and system reliability, were found to outweigh perceived opportunities, underscoring the need for gradual implementation and further evidence of AI’s effectiveness and equity in practice. The study contributes to the limited empirical literature at the intersection of AI and emergency communications by proposing a pathway forward that emphasizes responsible and effective integration, accompanied by a detailed discussion of AI deployment in 9-1-1 systems that addresses bias mitigation and other key implementation considerations.