cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15483/1994186
title: Automated Vehicle Feasibility Study

description: This study collected automated vehicle (AV) performance data on public roadways in Athens, Ohio. The route for the study contained a combination of roads with different functional classifications, conditions, annual average daily traffic, and ownership responsibilities for maintenance and repair. Preparation for the public road deployment was done in a controlled environment at Transportation Research Center’s SMARTCenter, a dedicated AV test facility in East Liberty, Ohio. Researchers analyzed data and extracted insights relevant for both AV developers and infrastructure owners and operators. 

The study found that rural environments offer a unique set of roadway features such as hills and curves, which can challenge the driving behavior of an AV. Rural regions can also contain a large number of low-traffic gravel roads that lack pavement markings, which appear to be a crucial infrastructure element for operation of current generation AVs. Similarly, the presence of well-maintained lane lines along curves can influence the AV’s roadway departure tendencies. The study found that curvature-related behavior of an AV is also influenced by driving speed on the roadway segment. Such findings were consistent regardless of the time of day along the route or season of data collection. However, commentary about AV performance in active adverse weather cannot be made, as this is still an area of active research.
DOI: 10.15483/3014731
title: 520EV Refuse Truck Telemetry Dataset

description: This dataset contains telemetry data for the 520EV refuse trucks accessed through a Veracity data platform as provided by Peterbilt. The dataset contains driving data on both electric trucks used by SWS. Data were recorded at an hourly resolution and contain energy use data while driving and idling, distance driven (miles), and driving speed (miles per hour). This dataset also contains charging data on the fast charger in kilowatt-hours for each hour.
DOI: 10.15483/3014733
title: SWS Diesel Truck Fueling Data 

description: This dataset contains fueling data for two diesel trucks operated by SWS, provided by SWS. Data fields include date and time of fueling, total amount of fuel, odometer reading at the time of fueling, and total cost of fueling.
DOI: 10.15483/3020483
title: 220EV Box Truck Telemetry Dataset

description: This dataset contains telemetry data from the 220EV box truck as provided by the manufacturer, Dana. Data are recorded in a time series interval of 1 second. Recorded data contain odometer reading (kilometers), axle speed, state of charge of the battery, and cabin heater setting.
DOI: 10.15483/3020484
title: ChargePoint Level 2 Charging Data

description: This dataset contains charging data from the SWS Level 2 charger. This charger is exclusively used to charge the 220EV box truck. Data fields include charging duration (HH:MM:SS) and total energy charged during a session.
DOI: 10.15483/3020485
title: SWS Building Electric Demand Profile

description: This dataset contains data on the electric use of the building in 15-minute increments (kilowatt-hours and average kilowatts).
DOI: 10.15468/dl.uf9kxn
title: Occurrence Download

description: A dataset containing 9896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilherodius pileatus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9896 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001092-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k34pca
title: Occurrence Download

description: A dataset containing 2745 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 Stenandrium"
 ]
}

 The dataset includes 2745 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001093-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.j4zn78
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.h88zdd
title: Occurrence Download

description: A dataset containing 445524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chordata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2025",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation)",
 "CoordinateUncertaintyInMeters is less than or equal to 200",
 "Geometry POLYGON ((-122.0845 36.95303, -122.0256 36.95911, -121.9633 36.96102, -121.9256 36.97618, -121.8504 36.91305, -121.79 36.79966, -121.838 36.63447, -121.8791 36.60162, -121.9383 36.63875, -121.9619 36.6027, -121.9628 36.59337, -121.9765 36.57865, -121.9587 36.56519, -121.9417 36.56608, -121.9331 36.56003, -121.926 36.52414, -121.9548 36.52378, -121.938 36.50495, -121.9412 36.49518, -121.9408 36.48618, -121.9389 36.47696, -121.9331 36.46842, -121.9056 36.39551, -121.9028 36.37038, -121.8996 36.30286, -121.8391 36.2595, -121.8359 36.25083, -121.6774 36.16376, -121.6718 36.15587, -121.6636 36.14949, -121.5634 36.0204, -121.497 35.99, -121.4514 35.87858, -121.3256 35.77052, -121.301 35.70021, -121.2752 35.66548, -121.2641 35.66315, -121.1934 35.64193, -121.1482 35.61476, -121.0425 35.49545, -121.0169 35.47513, -121.0079 35.46386, -120.9866 35.46152, -120.9709 35.45961, -120.8873 35.43358, -120.8639 35.34186, -120.8958 35.27078, -120.8956 35.2616, -120.8709 35.22166, -120.8612 35.21644, -120.8485 35.2046, -120.8381 35.19889, -120.7562 35.1639, -120.735 35.17832, -120.7235 35.17501, -120.7116 35.17489, -120.6428 35.13673, -120.6348 35.02578, -120.666 34.90098, -120.6393 34.88653, -120.6326 34.87627, -120.6106 34.84026, -120.613 34.8304, -120.6351 34.75478, -120.604 34.69289, -120.645 34.58474, -120.6427 34.57589, -120.6271 34.55759, -120.5626 34.54743, -120.5539 34.54174, -120.4991 34.50314, -120.4596 34.4475, -120.2089 34.47053, -119.9971 34.45516, -119.8591 34.40915, -119.7762 34.41309, -119.711 34.3956, -119.6499 34.41751, -119.6384 34.41569, -119.5486 34.4058, -119.4266 34.35118, -119.3853 34.31857, -119.3713 34.3201, -119.2705 34.25435, -119.217 34.14808, -119.1854 34.1362, -119.1098 34.09565, -119.025 34.07693, -118.9283 34.04832, -118.6525 34.10034, -118.4016 34.20939, -118.1924 34.36825, -118.0391 34.56634, -117.9524 34.79037, -117.9148 35.31014, -117.9307 35.40489, -117.8558 35.60466, -117.8417 35.83938, -117.903 36.06902, -118.0361 36.27783, -118.2324 36.45138, -118.4786 36.57757, -118.7576 36.64755, -119.0498 36.65642, -119.1657 36.64256, -119.4404 36.79689, -119.552 36.84243, -119.6544 37.03587, -119.7672 37.16472, -119.8073 37.40931, -119.92 37.6264, -120.1006 37.81269, -120.3368 37.95521, -120.6124 38.04399, -120.9081 38.07278, -121.2029 38.03953, -121.4763 37.94661, -121.709 37.80055, -121.885 37.61157, -121.9925 37.39282, -122.0827 37.12262, -122.0845 36.95303))"
 ]
}

 The dataset includes 445524 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001035-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15659966
title: drGT: Attention-Guided Gene Assessment of Drug Response Utilizing a Drug-Cell-Gene Heterogeneous Network

description: Background: For translational impact, both accurate drug response prediction and biological plausibility of predictive features are needed. We present drGT, a heterogeneous graph deep learning model over drugs, genes, and cell lines that couples prediction with mechanism-oriented interpretability via attention coefficients (ACs).

Results: drGT encodes a drug–gene–cell line graph and uses ACs to surface drug–gene associations. We assess both predictive generalization (random, unseen-drug, unseen-cell, and zero-shot splits) and biological plausibility (text-mined PubMed co-mentions and comparison to a structure-based DTI predictor) on GDSC, NCI60, and CTRP datasets. Across benchmarks, drGT consistently delivers top regression performance while maintaining competitive classification accuracy. Under random 5-fold cross-validation, drGT attains an AUROC of up to 0.945 (3rd overall) and an R² up to 0.690, outperforming all baselines on regression. In leave-one-out tests for unseen cell lines and drugs, drGT achieves AUROCs of 0.706 and 0.844, and R² values of 0.692 and 0.022, and is the only model yielding positive R² for unseen drugs. In zero-shot prediction, drGT achieves an AUROC of 0.786 and a regression R² of 0.334, both representing the highest scores among all models. For interpretability, AC-derived drug–gene links recover known biology: among 976 drugs with known DTIs, 36.9% of predicted links match established DTIs, and 63.7% are supported by either PubMed abstracts or a structure-based model. Enrichment analyses of AC-prioritized genes reveal drug-perturbed biological processes, providing pathway-level explanations.

Conclusions: drGT advances predictive generalization and mechanism-centered interpretability, offering state-of-the-art regression accuracy and literature-supported biological hypotheses, demonstrating how interpretable graph learning can bridge AI prediction and biological discovery. Code: https://github.com/sciluna/drGT
DOI: 10.5281/zenodo.18685976
title: drGT: Attention-Guided Gene Assessment of Drug Response Utilizing a Drug-Cell-Gene Heterogeneous Network

description: Background: For translational impact, both accurate drug response prediction and biological plausibility of predictive features are needed. We present drGT, a heterogeneous graph deep learning model over drugs, genes, and cell lines that couples prediction with mechanism-oriented interpretability via attention coefficients (ACs).

Results: drGT encodes a drug–gene–cell line graph and uses ACs to surface drug–gene associations. We assess both predictive generalization (random, unseen-drug, unseen-cell, and zero-shot splits) and biological plausibility (text-mined PubMed co-mentions and comparison to a structure-based DTI predictor) on GDSC, NCI60, and CTRP datasets. Across benchmarks, drGT consistently delivers top regression performance while maintaining competitive classification accuracy. Under random 5-fold cross-validation, drGT attains an AUROC of up to 0.945 (3rd overall) and an R² up to 0.690, outperforming all baselines on regression. In leave-one-out tests for unseen cell lines and drugs, drGT achieves AUROCs of 0.706 and 0.844, and R² values of 0.692 and 0.022, and is the only model yielding positive R² for unseen drugs. In zero-shot prediction, drGT achieves an AUROC of 0.786 and a regression R² of 0.334, both representing the highest scores among all models. For interpretability, AC-derived drug–gene links recover known biology: among 976 drugs with known DTIs, 36.9% of predicted links match established DTIs, and 63.7% are supported by either PubMed abstracts or a structure-based model. Enrichment analyses of AC-prioritized genes reveal drug-perturbed biological processes, providing pathway-level explanations.

Conclusions: drGT advances predictive generalization and mechanism-centered interpretability, offering state-of-the-art regression accuracy and literature-supported biological hypotheses, demonstrating how interpretable graph learning can bridge AI prediction and biological discovery. Code: https://github.com/sciluna/drGT
DOI: 10.15468/dl.kqcjas
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 Odontognathus mucronatus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001095-260225131425191/datasets/export for details.
DOI: 10.15468/dl.dazwtg
title: Occurrence Download

description: A dataset containing 1684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ameivula ocellifera)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1684 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001097-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5kd1r03v
title: MassIVE MSV000100969 - MSstatsResponse SRM Dose-Response
title: Targeted mass spec analysis of dose-response chemoproteomics data used for MSstatsResponse development.
DOI: 10.15468/dl.nmtqug
title: Occurrence Download

description: A dataset containing 4072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acroptilon repens",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 4072 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001094-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8egnp
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sophora tetraptera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 240 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001096-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.ubpuep
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.7r2qbg
title: Occurrence Download

description: A dataset containing 6039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pionites melanocephalus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6039 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001099-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5b8rnf
title: Occurrence Download

description: A dataset containing 8263 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 Stenaria"
 ]
}

 The dataset includes 8263 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001100-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr62yn
title: Occurrence Download

description: A dataset containing 57298 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 Solidago virgaurea",
 "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 57298 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001029-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46q3ma
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 Odontognathus panamensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001101-260225131425191/datasets/export for details.
DOI: 10.15468/dl.zy3qae
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ameivula pyrrhogularis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001102-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c757s7
title: Occurrence Download

description: A dataset containing 2287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "TaxonKey is Cynomys mexicanus"
 ]
}

 The dataset includes 2287 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001105-260225131425191/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.31396734.v1
title: Reproduciable files for Quantum GeoAI study

description: This repository contains the full codebase, synthetic datasets, and experimental workflows for the study:<b> </b><b>Toward quantum geospatial science: What if geospatial attributes and coordinates are quantum entangled?</b>
DOI: 10.15468/dl.66d95b
title: Occurrence Download

description: A dataset containing 10789 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aralia elata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10789 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001106-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zanef7
title: Occurrence Download

description: A dataset containing 35753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amorpha fruticosa",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 35753 records from 583 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001104-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3v2cky
title: Occurrence Download

description: A dataset containing 138251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 138251 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003788-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbbtmz
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muntiacus reevesi",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 232 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085994-250717081556266/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.29778926
title: Data for "<b>Motion adaptation effects from viewing another’s gaze are optimal at a </b><b>specific test stimulus speed</b>"

description: Source data for the paper "<b>Motion adaptation effects from viewing another’s gaze are optimal at a </b><b>specific test stimulus speed</b>"
DOI: 10.6084/m9.figshare.29778926.v1
title: Data for "<b>Motion adaptation effects from viewing another’s gaze are optimal at a </b><b>specific test stimulus speed</b>"

description: Source data for the paper "<b>Motion adaptation effects from viewing another’s gaze are optimal at a </b><b>specific test stimulus speed</b>"
DOI: 10.3535/vab-xgw-wap
title: Schoorlea duffelsi (Schoorl, 1999)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.lgpakz
title: Occurrence Download

description: A dataset containing 5108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petrogale penicillata (Gray, 1827)"
 ]
}

 The dataset includes 5108 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012875-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhrqcc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002863-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtdsql
title: Occurrence Download

description: A dataset containing 50588 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Martes foina (Erxleben, 1777)"
 ]
}

 The dataset includes 50588 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012963-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.