cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h6by5r
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 268 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016220-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xmxfj
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016221-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2kkykn
title: CCDC 2370742: Experimental Crystal Structure Determination

description: Related Article: Qing-Xia Zhang, Giacomo Renno, J. Jonathan Nué-Martinez, Celine Besnard, Rosa M. Gomila, Antonio Frontera, Naomi Sakai, Stefan Matile|2025|CCS Chem.|7|91|doi:10.31635/ccschem.024.202404847
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kkylp
title: CCDC 2370743: Experimental Crystal Structure Determination

description: Related Article: Qing-Xia Zhang, Giacomo Renno, J. Jonathan Nué-Martinez, Celine Besnard, Rosa M. Gomila, Antonio Frontera, Naomi Sakai, Stefan Matile|2025|CCS Chem.|7|91|doi:10.31635/ccschem.024.202404847
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kqbf2
title: CCDC 2374954: Experimental Crystal Structure Determination

description: Related Article: Sayanta Roy, Sk Roufur Rahaman, Avishek Sarkar, Bhubaneswar Mandal|2025|J.Org.Chem.|90|12061|doi:10.1021/acs.joc.5c00736
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.79k4dg
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis petersii"
 ]
}

 The dataset includes 322 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016222-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3e6ztq
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Udara albocaerulea",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016223-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13102327
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.vrg4fm
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ciliatocardium ciliatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 944 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016224-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17137318
title: Diagnostic and follow-up MRIs, CTs, Radiotherapy and Radiomics data of Brain Metastases

description: This repository presents a comprehensive longitudinal dataset comprising of 185 imaging studies (magnetic resonance imaging and computed tomography scans) from 40 patients diagnosed with metastatic brain cancer, with the dataset featuring detailed segmentations of 65 brain metastases, along with pre-treatment radiotherapy dosage distribution maps (RT plan). The dataset includes manual segmentations that encompass three distinct regions in the brain: the enhancing tumor region, the edema and the necrotic core, providing a comprehensive representation of tumor morphology for advanced analysis. The data available in this repository aims to support research and evaluation of automatic brain metastases detection, lesion segmentation, disease assessment, treatment planning, and the development of pertinent predictive and prognostic tools.
DOI: 10.15468/dl.qqqffn
title: Occurrence Download

description: A dataset containing 800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 800 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016225-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx6sep
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 267 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016226-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnaa4h
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilocharax bovaliorum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016228-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ayxzh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016227-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axfe9q
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis petersii"
 ]
}

 The dataset includes 322 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016229-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhuke3
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dataset of carabid beetles in the Dolomites mountains"
 ]
}

 The dataset includes 220 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016230-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9xtf7
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Prunus klokovii"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016231-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xpzax
title: Occurrence Download

description: A dataset containing 847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 847 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016233-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkjb9j
title: Occurrence Download

description: A dataset containing 3696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clinocardium nuttallii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 3696 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016232-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/y3vqia
title: Injection.avi

description: 'Waves.avi' illustrates the wave propagation caused by counterflow in rotating helium II at 5 RPM. The video runs at real speed with a 10 Hz acquisition rate. The counterflow is generated by a heater at the channel's bottom filled with helium II—see [1]. This heater delivers a sinusoidal heat flux averaging 25 W/m² at 83.3 mHz, matching the rotation speed. The helium II temperature is maintained at 2.088K through controlled pumping. The vortex lattice, formed by steady rotation, is decorated with dihydrogen particles. Initially, the lattice remains mostly still, affected only slightly by residual flows. At 13:00, the heater activates, causing a smooth upward disturbance through the lattice affecting all particles, including those not on vortices. We observe vortex lines moving in and out of the laser sheet: illuminated vortex parts rise with the flow disturbance, creating bright streaks that indicate an out-of-plane component.
([1] Peretti et al., Sci. Adv. 9, eadh2899 (2023))
DOI: 10.57745/ztaxsx
title: Waves.avi

description: 'Injection.avi' depicts the process of injecting dihydrogen particles into rotating liquid helium and their subsequent settlement on quantized vortices in helium II. The rotation speed is 10 RPM, and the current playback speed is shown in the top right corner. To better understand the video, the helium bath temperature is displayed below the video frames. All timestamps mentioned refer to the video timeline, not the temperature data. Initially, the helium bath temperature is just above the superfluid transition, with no particles in the bulk—only defocused bubbles visible. At 2:00, gaseous hydrogen is injected, condensing into a cloud of H2 particles that generate turbulence. As the temperature then drops, helium becomes superfluid at 19:00, marked as a reference point on the plot. This transition is evident as the cloudy appearance of the scene disappears, indicating the absence of bubbles. Turbulence gradually subsides, and some particles settle onto quantized vortices, forming straight segments. Once the fluid reaches solid-body rotation, the central vertical part of the image stabilizes, and the temperature is gradually lowered to the target value. With time increasing, this section widens, revealing straight, parallel vertical lines—vortices arranged in a lattice. Due to the high particle concentration used to make condensation visible, many particles do not settle on vortices, resulting in the formation of non-vertical filament clusters.
DOI: 10.15468/dl.2bzccz
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria alba",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016234-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18131/g3-ym9q-d183
title: Supplementary Figure 2
DOI: 10.18131/9225g-1a055
title: Supplementary Figure 2
DOI: 10.18131/g3-2e6a-gh79
title: Supplementary Table 1
DOI: 10.18131/j08xv-ejm45
title: Supplementary Table 1
DOI: 10.15468/dl.86rc2z
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (fee3882f-5360-4f01-a1ca-767c48fa629c, a3c228d0-3110-11db-abb8-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, ae447c50-b8a8-11d8-92a4-b8a03c50a862, ef807e08-c954-487f-9e70-3cc75f173812, d0e01e0c-7e8c-49aa-aeed-15fab7dfee46, 33d232b5-5cc2-4521-8bd6-121c5bb41c32, 7b8aff00-a9f8-11d8-944b-b8a03c50a862)",
 "TaxonKey is Gossypium barbadense"
 ]
}

 The dataset includes 306 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016236-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18131/g3-vcmp-2472
title: Supplementary Figure 1
DOI: 10.18131/wb7wk-msz02
title: Supplementary Figure 1
DOI: 10.5281/zenodo.17153891
title: Proof-of-Mechanism Simulation Package for Implementing Affective Sovereignty

description: Proof-of-Mechanism Simulation Package for Implementing Affective Sovereignty

 

This repository accompanies the paper:

Ryan Sangbaek Kim (2025)

Implementing Affective Sovereignty: Formal Foundations, Design Architecture, and Computational Governance

DOI: 10.5281/zenodo.17154182

 

📊 Overview

This package reproduces the proof-of-mechanism (PoC) simulation described in the paper.

The goal is to demonstrate how sovereignty-aware design—via DRIFT protocols and Affective Sovereignty Contracts (ASC)—improves interpretability, accountability, and alignment in affective AI systems.

 

The simulation compares three system conditions:





Baseline (Static AI) — no abstention, no learning




DRIFT (Dynamic) — uncertainty-aware selective prediction + on-the-fly personalization




DRIFT + Policy — DRIFT + user policy (e.g., suppressing Neutral commentary)



 

Metrics included:





IOS (Interpretive Override Score)




AMR (After-correction Misalignment Rate)




AD (Affective Divergence, KL divergence)




Abstention rate



 

Key results: DRIFT + ASC reduces IOS, AMR, and AD significantly, while introducing a modest, tunable abstention cost—demonstrating the feasibility of sovereignty-by-design.

 

📂 Package Contents





src/ — simulation scripts (simulation.py, metrics.py)




data/ — synthetic interaction logs (CSV)




results/ — aggregated metrics (metrics_summary.csv)




figures/ — generated plots (frontier.png)




notebooks/ — Jupyter notebook (reproduce_results.ipynb)




requirements.txt — Python dependencies




Dockerfile — reproducible container environment




README.md — usage instructions




LICENSE — MIT License for code



 

🚀 Reproducibility





All experiments use fixed random seeds for deterministic output.




Synthetic interaction logs and results can be regenerated via simulation.py.




Full containerized reproducibility supported via Docker.




Code licensed under MIT, data and documentation under CC-BY 4.0.



 

📌 Citation

If you use this package, please cite both the paper and the dataset/code:

 

Paper

Kim, R. S. (2025). Implementing Affective Sovereignty: Formal Foundations, Design Architecture, and Computational Governance. Zenodo. https://doi.org/10.5281/zenodo.17154182

 

Dataset/Code

Kim, R. S. (2025). Proof-of-Mechanism Simulation Package for Implementing Affective Sovereignty

 [Code & Data]. Zenodo. https://doi.org/10.5281/zenodo.17153891
DOI: 10.25581/ornlsfa.034/2530530
title: Quarterly Soil Core and Root Analyses from the Missouri Ozarks AmeriFlux (MOFLUX) Site, Ashland, Missouri, 2017-2023

description: This dataset contains quarterly soil core measurements from the Missouri Ozarks AmeriFlux (MOFLUX) site located at the University of Missouri’s Thomas H. Baskett Wildlife Research and Education Area near Ashland, Missouri. These data will be used to parameterize an ensemble of MOFLUX-optimized soil carbon-nitrogen models, used to simulate carbon (C) and nitrogen (N) cycling responses to future hydroclimatic scenarios and the trajectory of soil C stocks with concomitant forest decline. Beginning in 2017, eight soil cores were collected approximately quarterly near plot 1 of the southeast transect, near the automated soil respiration flux chambers, from 0–15 cm depth. Data are currently available through 2023 (2017-06-14 to 2023-11-13); additional observations will be appended to this dataset as they become available. Cores were analyzed for gravimetric moisture content, pH, total carbon and nitrogen, texture, microbial biomass carbon and nitrogen, and extractable dissolved organic carbon and nitrogen. This dataset contains one data file in comma separate (*.csv) format. Additional metadata are provided: one data dictionary and a file-level metadata file in comma separate (*.csv) format and a user guide in PDF (*.pdf) format.
DOI: 10.15468/dl.gt375g
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon kayabi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016237-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/26099
title: Chandra X-ray Observatory ObsId 26099

description: CHiPS1911+4455: A Cooling Flow in a Merging Cluster (ACIS GTO)
DOI: 10.15468/dl.h9wxpw
title: Occurrence Download

description: A dataset containing 2167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus oleoides"
 ]
}

 The dataset includes 2167 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016238-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/26645
title: Chandra X-ray Observatory ObsId 26645

description: Mining the Transient Sky: Chandra-NuSTAR Observations of the Fastest Explosions
DOI: 10.25574/26686
title: Chandra X-ray Observatory ObsId 26686

description: LOCALIZING AND CLASSIFYING UNIDENTIFIED HIGH-ENERGY X-RAY SOURCES DISCOVERED BY INTEGRAL
DOI: 10.25574/26731
title: Chandra X-ray Observatory ObsId 26731

description: Unveiling the connection between AGN and massive gas reservoirs in protoclusters
DOI: 10.15468/dl.jcxsev
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corculum cardissa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 85 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016239-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/27397
title: Chandra X-ray Observatory ObsId 27397

description: Studying a Co-Evolving Cluster Population over 9 Gyr with Chandra (ACIS GTO)
DOI: 10.15468/dl.w9ka75
title: Occurrence Download

description: A dataset containing 876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria lutea",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 876 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016240-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx9aku
title: Occurrence Download

description: A dataset containing 7655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria lutea",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7655 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016241-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hfd5j
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofumaria lutea",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 564 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016242-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b485wb
title: Occurrence Download

description: A dataset containing 38900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-69.94104 -3.44098,-66.92669 -3.44098,-66.92669 -0.23792,-69.94104 -0.23792,-69.94104 -3.44098))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 38900 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016244-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.