cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17634238
title: Aqua AMSR-E, MODIS, MESH, and MERRA-2 matched dataset

description: Potentially severe storm cases over CONUS are identified where the contiguous MESH95 local maxima exceeds 10 mm, spaced by at least 28 km2, based on GridRad suite version 4.2 (Homeyer and Bowman 2021). Matched overpasses with Aqua are determined by the Langley Automated Sensor Inter-Calibration System (LASICS), enabling collocation of MESH cells, AMSR-E, and MODIS data within ±15 minutes (Gopalan et al. 2021). For each MESH cell observed, passive-microwave polarization corrected temperature (PCT)-defined features (PCTFs) are defined using a thresholding boundary of 200 K in the 89-GHz PCT. Using a 200 K 89-GHz PCT threshold isolates deeper convection, which is our focus of study (Mohr and Zipser 1996; Mohr et al. 1999; Cecil 2009). Summary characteristics (10-89 GHz PCT, areas, maxima and minima) are saved for each PCTF. From 2002 to 2011, we identified 45,157 MESH cells that were likely observed by Aqua. 12,062 of these are uniquely matched to an AMSR-E PCTF, using a +/-15 minute matching window and selecting the nearest MESH centroid within 35 km radius from the minimum 37-GHz PCT pixel.

Besides the PCTF characteristics, MODIS cloud-top parameters are extracted from the most extreme MODIS IR Tb – MERRA-2 tropopause temperature (IRMT) pixel within a 27-km square centered on each MESH cell centroid after parallax correction. For areal IR-derived metrics (e.g., frequency of prominent anvil pixels and area of cold cloud with IR Tb pixels below 225 K), the 27-km square is centered on the most extreme IRMT pixel that is assigned to each MESH cell.  

Lastly, following the method of Murillo et al. (2021), Fisher’s linear discriminant analysis (LDA; Wilks 2019) is applied to each MESH cell using MERRA-2 total precipitable water (TPW) and 0-6 km wind shear to flag probable MESH false alarms, which tend to occur in high TPW and low shear environments (Murillo et al. 2021). These steps result in 2,845 storms satisfying the MESH, PCTF, and OT criteria.
DOI: 10.5281/zenodo.17634239
title: Aqua AMSR-E, MODIS, MESH, and MERRA-2 matched dataset

description: Potentially severe storm cases over CONUS are identified where the contiguous MESH95 local maxima exceeds 10 mm, spaced by at least 28 km2, based on GridRad suite version 4.2 (Homeyer and Bowman 2021). Matched overpasses with Aqua are determined by the Langley Automated Sensor Inter-Calibration System (LASICS), enabling collocation of MESH cells, AMSR-E, and MODIS data within ±15 minutes (Gopalan et al. 2021). For each MESH cell observed, passive-microwave polarization corrected temperature (PCT)-defined features (PCTFs) are defined using a thresholding boundary of 200 K in the 89-GHz PCT. Using a 200 K 89-GHz PCT threshold isolates deeper convection, which is our focus of study (Mohr and Zipser 1996; Mohr et al. 1999; Cecil 2009). Summary characteristics (10-89 GHz PCT, areas, maxima and minima) are saved for each PCTF. From 2002 to 2011, we identified 45,157 MESH cells that were likely observed by Aqua. 12,062 of these are uniquely matched to an AMSR-E PCTF, using a +/-15 minute matching window and selecting the nearest MESH centroid within 35 km radius from the minimum 37-GHz PCT pixel.

Besides the PCTF characteristics, MODIS cloud-top parameters are extracted from the most extreme MODIS IR Tb – MERRA-2 tropopause temperature (IRMT) pixel within a 27-km square centered on each MESH cell centroid after parallax correction. For areal IR-derived metrics (e.g., frequency of prominent anvil pixels and area of cold cloud with IR Tb pixels below 225 K), the 27-km square is centered on the most extreme IRMT pixel that is assigned to each MESH cell.  

Lastly, following the method of Murillo et al. (2021), Fisher’s linear discriminant analysis (LDA; Wilks 2019) is applied to each MESH cell using MERRA-2 total precipitable water (TPW) and 0-6 km wind shear to flag probable MESH false alarms, which tend to occur in high TPW and low shear environments (Murillo et al. 2021). These steps result in 2,845 storms satisfying the MESH, PCTF, and OT criteria.
DOI: 10.15468/dl.xutccq
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "StateProvince is one of (Oregon, Washington)",
 "TaxonKey is Cortinarius uliginosus"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039762-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2362yn
title: Occurrence Download

description: A dataset containing 103692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "VerbatimScientificName is corvus cornix"
 ]
}

 The dataset includes 103692 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039700-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/e9et-ry87
title: New York HCUP
DOI: 10.15468/dl.mm62v9
title: Occurrence Download

description: A dataset containing 2920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bouteloua aristidoides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2920 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039764-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17629818
title: Figure data for "Close encounters with attractors of the third kind"

description: Data necessary for producing the plots in the paper Close encounters with attractors of the third kind, see https://arxiv.org/abs/2510.26599.
DOI: 10.5281/zenodo.17629817
title: Figure data for "Close encounters with attractors of the third kind"

description: Data necessary for producing the plots in the paper Close encounters with attractors of the third kind, see https://arxiv.org/abs/2510.26599.
DOI: 10.15468/dl.aqqz3m
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quasipucciniastrum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 251 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039765-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17169/refubium-29410
title: Analysis Results of the WD-XRF (normalized), and Comparison of the Results of WD-XRF with the Results of the p-ED-XRF Devices

description: Complete list of analyses results used in the article "Evaluation and Calibration of the p-ED-XRF Analyser “Tracer” (Co. Bruker) for Classifying Pottery from the Middle Euphrates in Comparison with WD-XRF-Results" by Antonia Höhne (former Hofmann). Upper part of the table: analysis results of the WD-XRF (normalized). Lower part of the table: comparison of the results of WD-XRF (oxides of major elements for comparison calculated for not ignited samples) with the results of the p-ED-XRF devices (Tracer and, where available, Niton). The analysis results are sorted according to individual fragment numbers (“number of fragment”), which in turn is made up of the find-spot number and a continuous number. “total” = sum of oxides (in %) of the original measurement before the normalization of the WD-XRF values. “l.o.i.” = loss on ignition. “n.m.” = not measured. For the sake of completeness, the elements affected with larger measurement errors in WD-XRF were also listed (elements in brackets). Ce is empirically affected with large measurement errors in the Niton measurements. The elements Se, Ag, Cd, Sn, Sb, Au, Hg, Hi and U were, indeed, measured with the Niton device, but remained below “LOD” (“limit of detection”) and therefore are not listed in the table.
description: In the article, for which these analysis data forms the basis of what is discussed, the results of the evaluation of pXRF with regard to the limits and possibilities of reconstructing economic processes will be presented. Analysis data acquired using WDXRF showed that, for pottery from the middle Euphrates Valley, only chemical signatures partly specific to find spot could be worked out, which likely can be traced back to the geochemical conditions in the area of study. The measuring inaccuracy of pXRF, determined using comparisons with WD-XRF data, interferes with the chemical differentiability of the material.
DOI: 10.17169/refubium-44787
title: Replication Data for: Geologic History of the Northern Portion of the South Pole-Aitken Basin on the Moon

description: Key Points: • A geological map of the northern portion of South Pole-Aitken basin was made • Conﬁrmed and potential volcanic materials make up ~8% of the basin ﬂoor • The pre-SPA lunar crust was likely stratified with respect to iron
DOI: 10.17169/refubium-47928
title: Mono- and sub-monolayer films of a high T_1/2 spin-crossover molecule on HOPG
title: Temperature- and light-driven spin-state transition

description: We investigated the properties of the [Fe{H2B(pz)(pypz)}2] spin-crossover complex deposited on highly oriented pyrolytic graphite (HOPG) by x-ray absorption spectroscopy (XAS) in the temperature range from 10 to 350 K for sample thicknesses from 0.9(1) to 1.3(2) ML. The highest temperature at which light can excite the system to a long-lived metastable high-spin state (TLIESST) and the temperature at which a thermal spin transition occurs (T_1/2) for the thin film samples are found as about 45 and 325 K, respectively, in agreement with the bulk values. The bulk phase has previously been studied by magnetic susceptibility measurements where it was found that two different polymorphic modifications exist. These findings suggest a potential correlation between TLIESST and the high T_1/2 from the different film thicknesses of the tridentate [Fe{H2B(pz)(pypz)}2] spin-crossover molecule, with thinner samples exhibiting lower T_1/2 values. Finally, the highest high-spin fraction achieved for [Fe{H2B(pz)(pypz)}2] is 0.77 for samples of 0.9(1) and 1.1(1) ML on HOPG at 10 K and constant light irradiation.
DOI: 10.7914/bk8f-vr10
title: CTEMPs DAS and DTS fiber optic test bed

description: University of Nevada, Reno and the CTEMPs lab will use a DAS and DTS fiber optic cable test bed to explore differences in cable coupling enviroments, sensor response to changes in ground temperature and soil moisture. The test bed will also be used for CTEMPs annual DTS/DAS training workshops.We will use the seismic nodes to compare with the DAS recordings.
DOI: 10.17169/refubium-39205
title: Replication Data for: The Bathymetry of Moray Sinus at Titan's Kraken Mare

description: Moray Sinus is an estuary located at the northern end of Titan’s Kraken Mare. The Cassini RADAR altimeter acquired three segments over this mare during the T104 flyby of Titan, on August 21st, 2014. Herein, we present a detailed analysis of the received echoes. Some of these waveforms exhibit a reflection from the seafloor, from up to 85 (−18, +28) m of depth (1σ error). Monte-Carlo simulations have been performed in order to assess the most probable values and estimation errors for the seafloor depth. Insights from this study, featuring the synergic use of the synthetic aperture radar images coupled to the altimetry and passive radiometry datasets, have been used to constrain the dielectric properties (i.e., absorptivity of the liquid) and roughness of this region of Kraken Mare. The resulting Ku-band specific attenuation of the liquid is 17 ± 3 dB/μs, corresponding to a loss tangent of (4.6 ± 0.9) ×10−5, which is very similar to the loss tangent estimated at Ligeia Mare. The data in hand do not permit us to discern the most likely explanation for the lack of a seafloor reflection from the main body of Kraken Mare: either a very deep sea or a more absorbing liquid composition. However, if the main body of Kraken Mare is characterized by an absorption similar to Moray Sinus, then based on models of the response to altimetry mode observations we can conclude that it exceeds 100 meters of depth, which is also compatible with radiometry observations.
DOI: 10.15468/dl.58cu59
title: Occurrence Download

description: A dataset containing 949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Avicennia germinans"
 ]
}

 The dataset includes 949 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039767-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/cteg-ec75
title: "dataset for paper-Why Sparse MoE Fails"

description: "This figure visualizes the core empirical finding from our experimental dataset: validation perplexity comparison between Dense Transformers and sparse Mixture-of-Experts (MoE) models across three data scales (100K, 500K, and 4.5M sentence pairs) on WMT14 En-De translation. Each point represents the mean of 5 random seeds with 95% confidence intervals. The dataset contains complete training logs, metrics, and statistical analyses demonstrating that dense models consistently achieve lower perplexity (better performance) than parameter-matched MoE models at all tested scales, contradicting widespread assumptions about MoE sample efficiency in neural machine translation."
DOI: 10.15468/dl.7bwbaz
title: Occurrence Download

description: A dataset containing 1290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boltonia asteroides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1290 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039769-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez9tbq
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.10168 6.38091,-75.10395 6.35837,-75.06135 6.35736,-75.06059 6.38016,-75.10168 6.38091))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 224 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039770-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uua9tn
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neurergus derjugini"
 ]
}

 The dataset includes 132 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039768-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4edgd6
title: Occurrence Download

description: A dataset containing 1549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physoderma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1549 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039771-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17634423
title: A Conceptual Framework for the Development of a 100% Effective Therapeutic Agent Against Naegleria fowleri-Induced Primary Amebic Meningoencephalitis: Integrating Biochemical, Biophysical, Pharmaceutical, and Clinical Paradigms with Advanced Modeling and Uncertainty Quantification

description: Primary amebic meningoencephalitis (PAM), induced by the thermophilic free-living amoeba Naegleria fowleri, manifests as a fulminant neurotropic infection with a mortality rate surpassing 97%. This conceptual manuscript delineates a rigorous, multidimensional framework for the rational design and validation of "Shibahamide" (SHB-1), a hypothetical chemotherapeutic agent projected to exhibit 100% efficacy against PAM through targeted inhibition of the parasite's sterol 14α-demethylase (CYP51). The framework amalgamates biochemical enzymatic kinetics, biophysical membrane perturbation dynamics, pharmaceutical nanoencapsulation strategies for blood-brain barrier (BBB) traversal, and clinical dosing optimization paradigms. Employing a suite of mathematical constructs---including ordinary differential equations (ODEs), stochastic differential equations (SDEs), global sensitivity analyses, Bayesian hierarchical modeling, and Popperian falsifiability metrics (referring to Karl Popper's criterion that scientific theories must be testable and potentially refutable)---the approach is substantiated via reproducible Python-based simulations projecting complete parasite eradication within 48 hours at pharmacodynamically optimized regimens. Uncertainty quantification through Monte Carlo sampling and polynomial chaos expansion (a method for approximating uncertainties using orthogonal polynomials), coupled with stringent refutability criteria, underpins the framework's scientific robustness. This self-sufficient theoretical scaffold propels anti-protozoal pharmacotherapy forward, addressing lacunae in extant therapeutic modalities while exploring adjunctive targets beyond CYP51 and juxtaposing N. fowleri vulnerabilities against those of the phylogenetically distinct Acanthamoeba spp. and Balamuthia mandrillaris.
DOI: 10.5281/zenodo.17634422
title: A Conceptual Framework for the Development of a 100% Effective Therapeutic Agent Against Naegleria fowleri-Induced Primary Amebic Meningoencephalitis: Integrating Biochemical, Biophysical, Pharmaceutical, and Clinical Paradigms with Advanced Modeling and Uncertainty Quantification

description: Primary amebic meningoencephalitis (PAM), induced by the thermophilic free-living amoeba Naegleria fowleri, manifests as a fulminant neurotropic infection with a mortality rate surpassing 97%. This conceptual manuscript delineates a rigorous, multidimensional framework for the rational design and validation of "Shibahamide" (SHB-1), a hypothetical chemotherapeutic agent projected to exhibit 100% efficacy against PAM through targeted inhibition of the parasite's sterol 14α-demethylase (CYP51). The framework amalgamates biochemical enzymatic kinetics, biophysical membrane perturbation dynamics, pharmaceutical nanoencapsulation strategies for blood-brain barrier (BBB) traversal, and clinical dosing optimization paradigms. Employing a suite of mathematical constructs---including ordinary differential equations (ODEs), stochastic differential equations (SDEs), global sensitivity analyses, Bayesian hierarchical modeling, and Popperian falsifiability metrics (referring to Karl Popper's criterion that scientific theories must be testable and potentially refutable)---the approach is substantiated via reproducible Python-based simulations projecting complete parasite eradication within 48 hours at pharmacodynamically optimized regimens. Uncertainty quantification through Monte Carlo sampling and polynomial chaos expansion (a method for approximating uncertainties using orthogonal polynomials), coupled with stringent refutability criteria, underpins the framework's scientific robustness. This self-sufficient theoretical scaffold propels anti-protozoal pharmacotherapy forward, addressing lacunae in extant therapeutic modalities while exploring adjunctive targets beyond CYP51 and juxtaposing N. fowleri vulnerabilities against those of the phylogenetically distinct Acanthamoeba spp. and Balamuthia mandrillaris.
DOI: 10.15468/dl.zjxgws
title: Occurrence Download

description: A dataset containing 1308303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Brazil",
 "TaxonKey is one of (Rivulidae, Columbidae)"
 ]
}

 The dataset includes 1308303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039741-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.333yje
title: Occurrence Download

description: A dataset containing 775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, University of Washington Herbarium (WTU) - Macrofungi Collection, University of Michigan Herbarium)",
 "OccurrenceStatus is Present",
 "StateProvince is one of (Oregon, Washington)",
 "TaxonKey is Tapinella atrotomentosa"
 ]
}

 The dataset includes 775 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039775-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jac2ee
title: Occurrence Download

description: A dataset containing 17713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bouteloua curtipendula",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17713 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039773-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jca9k9
title: Occurrence Download

description: A dataset containing 638370 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaire de la flore d'Alsace - Données de la flore d’Alsace (SBA)"
 ]
}

 The dataset includes 638370 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039763-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.16475.22568
title: Proposed Multiple Reconfigurable Intelligent 1 Surfaces to Mitigate the Inter-User-Interference Problem in NLO
DOI: 10.15468/dl.69az5b
title: Occurrence Download

description: A dataset containing 1159261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Los Lagos",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1159261 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039733-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r52m2d
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilemia tigrina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039778-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.