cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18258348
title: Global modelling and performance analysis of a water-fueled radio-frequency gridded ion thruster (data)

description: This Zenodo project contains all the data used or obtained from the paper:

X. Wang and T. Lafleur, “Global modelling and performance analysis of a water-fueled radio-frequency gridded ion thruster,” Journal of Applied Physics (2026). https://doi.org/10.1063/5.0312768

The reaction rate coefficient data can be found in:



H2O_Rate_Coefficients.xlsx

H2_Rate_Coefficients.xlsx

O2_Rate_Coefficients.xlsx

OH_Rate_Coefficient.xlsx

H_Rate_Coefficients.xlsx

O_Rate_Coefficients.xlsx


The thermal conductivity of xenon can be found in:



Xenon thermal conductivity.dat


The corresponding figures for the uploaded data are listed below:



Figure 2a, 2b - RF power based densities.xlsx

Figure 2c - RF power based neutral temperature.xlsx 

Figure 2d - RF power based electron temperature.xlsx

Figure 3a - RF power based neutral composition ratio.xlsx

Figure 3b - RF power based ion composition ratio.xlsx

Figure 4a, 4b- Mass based densities.xlsx

Figure 4c - Mass based neutral temperature.xlsx

Figure 4d - Mass based electron temperature.xlsx

Figure 5a - Mass based neutral composition ratio.xlsx

Figure 5b - Mass based ion composition ratio.xlsx

Figure 6a - RF power based thrust.xlsx 

Figure 6b - Mass based thrust.xlsx 

Figure 7a, 7b - RF power based efficiencies.xlsx

Figure 8 - Mass based efficiencies.xlsx

Figure 9a - RF power based Isp.xlsx

Figure 9b - Mass based Isp.xlsx

Figure 11a (simulated ion beam current)- RF power based ion beam current.xlsx

Figure 11b (simulated ion beam current)- Mass based ion beam current 1.14W.xlsx, Mass based ion beam current 1.72W.xlsx, Mass based ion beam current 2.55W.xlsx, Mass based ion beam current 5.06W.xlsx, Mass based ion beam current 6.60W.xlsx


Note: For the thrust, the uploaded data are in units of newtons (N) rather than millinewtons (mN), and the species composition ratios are given as fractions rather than percentages. In the paper, the thrust values were converted to mN, and the species composition ratios were converted to percentages.
DOI: 10.15468/dl.k9schp
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calycopeplus paucifolius",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 149 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003150-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwg84g
title: Occurrence Download

description: A dataset containing 30930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atropa belladonna, Brunfelsia brasiliensis, Cestrum elegans, Cestrum nocturnum, Nicandra physalodes, Nicotiana alata, Nicotiana longiflora, Nicotiana plumbaginifolia, Physalis angulata, Physalis cordata, Physalis angulata, Physalis peruviana, Physalis philadelphica, Physalis pubescens, Physalis virginiana, Physalis viscosa, Solanum aculeatissimum, Solanum americanum, Solanum capsicoides, Solanum carolinense, Solanum chrysotrichum, Solanum diphyllum, Solanum elaeagnifolium, Solanum erianthum, Solanum mammosum, Solanum mauritianum, Solanum pseudocapsicum, Solanum angustifolium, Solanum sarrachoides, Solanum seaforthianum, Solanum sisymbriifolium, Solanum torvum, Solanum triflorum, Solanum viarum, Solanum wrightii, Causonis maritima, Cissus verticillata, Parthenocissus quinquefolia, Lantana camara, Lantana montevidensis, Phytolacca americana, Phytolacca icosandra, Opuntia dillenii, Opuntia ficus-indica, Opuntia monacantha, Peperomia pellucida)",
 "Continent is Asia",
 "Country is one of (China, Chinese Taipei, Hong Kong)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30930 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003149-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18439316
title: sysmldata
DOI: 10.5281/zenodo.18439315
title: sysmldata
DOI: 10.15468/dl.vbt52b
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caperonia castaneifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1134 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003152-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83am5m
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cavacoa aurea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 117 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003154-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18439377
title: Glottography dataset derived from Hochstetler et al. 2004 "Sociolinguistic survey of the Dogon language area"

description: Cite the source of the dataset as:




Hochstetler, J Lee & Evelin IK Durieux Jude A and Durieux-Boon. 2004. Sociolinguistic survey of the Dogon language area. SIL International. Citeseer.
DOI: 10.15468/dl.6cdgav
title: Occurrence Download

description: A dataset containing 101655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Rubus arcticus"
 ]
}

 The dataset includes 101655 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003121-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gdact
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cephalocroton cordofanus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 58 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003156-260129131611470/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.30901916
title: Raw data 16S

description: Community succession; Assembly; Abundant taxa; Rare taxa; Acid mine drainage
DOI: 10.6084/m9.figshare.30901916.v2
title: Raw data 16S

description: Community succession; Assembly; Abundant taxa; Rare taxa; Acid mine drainage
DOI: 10.6084/m9.figshare.30901916.v1
title: Raw data 16S

description: Community succession; Assembly; Abundant taxa; Rare taxa; Acid mine drainage
DOI: 10.15468/dl.c7xztm
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio dravidarum"
 ]
}

 The dataset includes 278 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003157-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66axp8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cephalomappa penangensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003159-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26v567
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Idea malabarica"
 ]
}

 The dataset includes 251 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003158-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfzfts
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ypthima tabella"
 ]
}

 The dataset includes 88 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003161-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgacx4
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cheilosa montana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003163-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha5v5s
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliophorus brahma"
 ]
}

 The dataset includes 191 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003164-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18439437
title: Glottography dataset derived from Suttles and Suttles 1985 "Native languages of the northwest coast"

description: Cite the source of the dataset as:




Suttles, Wayne & Cameron Suttles. 1985. Native languages of the northwest coast. The Press of the Oregon Historical Society.
DOI: 10.15468/dl.xn655g
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chondrostylis bancana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003165-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17416652
title: AAB Dataset v2.0 — The Collapse Curve: Quantifying Dose-Dependent Degradation of Affective Reasoning in Large Language Models

description: This dataset accompanies the study on Algorithmic Affective Blunting (AAB) and documents a dose-dependent collapse in affective interpretation under increasing semantic and persona-based stress in large language models.

It contains:

(1) Canonical empirical dataset for Phase 3 of the Hierarchical Hermeneutic Stress Protocol (HHSP), comprising N=200 runs (50 prompts × 4 exposure levels) and N=600 human-annotated Affective Degradation Index (ADI) scores (3 raters per run); Phase 1–2 evaluation protocols are included for context;

(2) Phase 4 exploratory analyses are referenced but not included in this release; all figures and tables in the manuscript derived from simulated data are explicitly labeled as such;

(3) Complete evaluation schemas (ADI rubric, rater protocol), reproduction scripts for cumulative link mixed models (CLMM), data dictionaries, prompt construction pipelines, and SHA256 integrity manifests.

In the empirical Phase 3 data, affective stress is operationalized via four exposure levels (Control, Soft, Moderate, Extreme), with 50 prompts per exposure level. These exposure levels represent graded stress intensity within Phase 3 and are not separate HHSP phases.

All empirical results reported in the associated manuscript are derived exclusively from the Phase 3 empirical dataset. Phase 4 simulated data, where used, are clearly separated and explicitly labeled in the manuscript, and are intended solely for hypothesis generation and exploratory analysis; they do not constitute direct API-level measurements.

This release is designed to ensure full reproducibility of the reported collapse curves, ordinal regression analyses (CLMM with Krippendorff's α=0.87), and robustness checks, and to support further investigation of affective degradation mechanisms under alignment pressure.

Model: `mistralai/Mistral-7B-Instruct-v0.3`  Decoding: temperature=0.7, top-p=0.9, max_new_tokens=512, seed=42  No fine-tuning. No personal data. Model outputs only.
DOI: 10.5281/zenodo.18358992
title: AAB Dataset v2.0 — The Collapse Curve: Quantifying Dose-Dependent Degradation of Affective Reasoning in Large Language Models

description: This dataset accompanies the study on Algorithmic Affective Blunting (AAB) and documents a dose-dependent collapse in affective interpretation under increasing semantic and persona-based stress in large language models.

It contains:

(1) Canonical empirical dataset for Phase 3 of the Hierarchical Hermeneutic Stress Protocol (HHSP), comprising N=200 runs (50 prompts × 4 exposure levels) and N=600 human-annotated Affective Degradation Index (ADI) scores (3 raters per run); Phase 1–2 evaluation protocols are included for context;

(2) Phase 4 exploratory analyses are referenced but not included in this release; all figures and tables in the manuscript derived from simulated data are explicitly labeled as such;

(3) Complete evaluation schemas (ADI rubric, rater protocol), reproduction scripts for cumulative link mixed models (CLMM), data dictionaries, prompt construction pipelines, and SHA256 integrity manifests.

In the empirical Phase 3 data, affective stress is operationalized via four exposure levels (Control, Soft, Moderate, Extreme), with 50 prompts per exposure level. These exposure levels represent graded stress intensity within Phase 3 and are not separate HHSP phases.

All empirical results reported in the associated manuscript are derived exclusively from the Phase 3 empirical dataset. Phase 4 simulated data, where used, are clearly separated and explicitly labeled in the manuscript, and are intended solely for hypothesis generation and exploratory analysis; they do not constitute direct API-level measurements.

This release is designed to ensure full reproducibility of the reported collapse curves, ordinal regression analyses (CLMM with Krippendorff's α=0.87), and robustness checks, and to support further investigation of affective degradation mechanisms under alignment pressure.

Model: `mistralai/Mistral-7B-Instruct-v0.3`  Decoding: temperature=0.7, top-p=0.9, max_new_tokens=512, seed=42  No fine-tuning. No personal data. Model outputs only.
DOI: 10.15468/dl.4eun79
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Camera trap database of Tiger from Rajaji National Park, Uttarakhand"
 ]
}

 The dataset includes 305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003167-260129131611470/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.31143826.v1
title: <b>EspF Acts as a Molecular Scaffold to Facilitate TRIM25-Mediated NLRP3 Inflammasome Activation During Mycobacterial Infection</b>

description: The mycobacterial ESX-1 (Type VII) secretion system is essential for virulence and induces the NLRP3 inflammasome activation. However, the specific bacterial effectors involved in this process, beyond the well-characterized EsxA (ESAT-6), remain largely unidentified. In this study, we identified the ESX-1 effectors EspF as a critical and conserved regulator of the NLRP3 inflammasome across pathogenic mycobacterial species. Our results demonstrate that EspF significantly augments the mature IL-1β and IL-18 release, caspase-1 activation, and gasdermin D (GSDMD)-mediated pyroptosis. Notably, infection with <i>M. smegmatis</i> or <i>M. bovis</i> BCG strains overexpressing EspF significantly enhanced NLRP3 inflammasome activation and pyroptosis, which were completely abolished in NLRP3-deficient cells. Mechanistically, EspF directly interacts with the NACHT and LRR domains of NLRP3. Furthermore, unbiased proteomic screening identified the host E3 ubiquitin ligase TRIM25 as a critical partner recruited by EspF to NLRP3, which mediated K63-linked NLRP3 ubiquitination. <i>In vivo</i>, mice infected with <i>M. bovis</i> BCG strains overexpressing EspF exhibited exacerbated lung lesions, increased inflammatory cell infiltration, and higher bacterial burdens. Collectively, these findings reveal EspF-TRIM25-NLRP3 axis is a novel mechanism of mycobacterial pathogenesis that drives hyperinflammation to facilitate bacterial survival and dissemination.
DOI: 10.15468/dl.7khjts
title: Occurrence Download

description: A dataset containing 1024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrozophora tinctoria",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1024 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003168-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.h18931zrx
title: Ontogenetic data for Erisocrinus typus

description: Crinoids were major constituents of Late Carboniferous (Pennsylvanian)
 marine ecosystems, but their rapid disarticulation rates after death
 resulted in few well-preserved specimens, limiting the study of their
 growth. This is amplified for cladids, who had among the highest
 disarticulation rates of all Paleozoic crinoids, due to the relatively
 loose suturing of the calyx plates. However, Erisocrinus typus Meek and
 Worthen, 1865, has been found in unusually large numbers, most preserved
 as cups, but some as nearly complete crowns, in the Barnsdall Formation in
 Oklahoma. The Barnsdall Formation, a Koncentrat Lagerstätte, is
 predominantly composed of fine- to medium-grained sandstone, overlain by
 mudstone and shale; severe compaction of the fossils in the mudstone and
 shale layer in this formation allowed for exceptional preservation of the
 plates. Herein, we summarize a growth study based on ten crowns of E.
 typus, showcasing a well-defined growth series of this species from the
 Barnsdall Formation, including fossils from juvenile stages of
 development, which are typically rarely preserved. We used high-resolution
 photographs imported into ImageJ and recorded measurements of the cup and
 arms for all non-distorted or disarticulated plates. Results show that the
 plates of the cup grew anisometrically with both positive and negative
 allometry. The primibrachial plates of E. typus grew with positive
 allometry. The brachial plates started as uniserial (i.e. cuneiform) as
 juveniles but shifted to be biserial. Erisocrinus typus broadly shares
 similar growth trajectories to other cladids. These growth patterns
 provide insight into feeding strategies and can aid in understanding
 crinoid evolutionary paleoecological trends.
description: Measurements of specimens were made through ImageJ. Raw values of
 all measurements reported herein.  Alternative text of
 images from the article are also included here. 
description: Spreadsheet and word processing softwares
DOI: 10.5061/dryad.66t1g1k6c
title: Data from: Soil microbes mediate the effects of resource variability on plant invasion

description: A fundamental question in ecology is which species will prevail over
 others amid changes in both environmental mean conditions and their
 variability. Although the widely accepted fluctuating resource hypothesis
 predicts that increases in mean resource availability and variability
 therein will promote non-native plant invasion, it remains unclear to what
 extent these effects might be mediated by soil microbes. We grew eight
 invasive non-native plant species as target plants in pot-mesocosms
 planted with five different synthetic native communities as competitors
 and assigned them to eight combinations of two nutrient-fluctuation
 (constant vs pulsed), two nutrient-availability (low vs high) and two
 soil-microbe (living vs sterilized) treatments. We found that when plants
 grew in sterilized soil, nutrient fluctuation promoted the dominance of
 non-native plants under overall low nutrient availability, whereas the
 nutrient fluctuation had minimal effect under high nutrient availability.
 In contrast, when plants grew in living soil, nutrient fluctuation
 promoted the dominance of non-native plants under high nutrient
 availability rather than under low nutrient availability. Analysis of the
 soil microbial community suggests that this might reflect that nutrient
 fluctuation strongly increased the relative abundance of the most dominant
 pathogenic fungal family or genus under high nutrient availability, while
 decreasing it under low nutrient availability. Our findings are the first
 to indicate that besides its direct effect, environmental variability
 could also indirectly affect plant invasion via changes in soil microbial
 communities.
description: In a greenhouse experiment, we grew eight invasive non-native
 plant species as target plants in pot-mesocosms planted with five
 different synthetic native communities as competitors and assigned them to
 eight combinations of two nutrient-fluctuation (constant vs pulsed), two
 nutrient-availability (low vs high) and two soil-microbe (living vs
 sterilized) treatments. All data are collected from these
 experiments.
DOI: 10.7291/d1dm5f
title: VIIRS data and Ulmo model for comparison to the LLC4320 ECCO ocean general circulation model

description: In brief, we compared VIIRS remote sensing data for SST on scales of ~100
 km x 100 km against model outputs from the state-of-the-art ECCO
 LLC4320 ocean general circulation model.  Using a
 machine learning metric named Ulmo, we demonstrate the
 LLC4320 model performs well across most of the global ocean.
  We highlight notable departures in the gulf stream, on the
 Equatorial Pacific, and in the Antarctic Cicumpolar Current. All of the
 data provided here were sourced from public archives: The JPL Physical
 Oceanography Distributed Active Archive Center
 (PO.DAAC, https://podaac.jpl.nasa.gov MITgcm.org (using xmitgcm)
 or are products of our own analysis.
description: This archive contains images and tables for the analyses
 undertaken for the purpose of assesing the LLC 4320 ocean model output of
 sea surface temperature (SST). Results of our investigations are reported
 in full in Gallmeier, Prochaska, Cornillon, Menemenlis, and Kelm
 2023 https://gmd.copernicus.org/preprints/gmd-2023-39. All code related to this project may be found on GitHub -- https://github.com/AI-for-Ocean-Science/ulmo and one may cite this DOI: https://doi.org/10.5281/zenodo.7685510