cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.24431/rw1k9h3
title: Eastern Pacific Ocean Dolphinfish Project, 2010-2024

description: Dolphinfish were tagged off the coasts of Baja California and Oaxaca, Mexico, through a collaboration between the Monterey Bay Aquarium and the Instituto Politécnico Nacional-Centro Interdisciplinario de Ciencias Marinas. Wildlife Computers MiniPAT, mrPAT and microPAT tags (n = 153) and conventional Floy tags (n = 162) were deployed on dolphinfish that were at least 61 cm in fork length between 2010 and 2024 in the months of July, August, September and October off the coast of Baja California and in January, February and March off the coast of Oaxaca. Data published here include information for all electronic tags that reported (n = 109), including: (1) the deployment and recovery dates, times, and locations, (2) the transmitted temperature and depth histograms, daily temperature depth profiles, and temperature and depth time series, and (3) estimated locations using the Wildlife Computers GPE3 model. Data are provided in .csv and proprietary Wildlife Computers formats. Deployment metadata for all tagged individuals (n = 315) is available within the 'Ortega-Garcia_ATN_Dolphinfish_Metadata.csv' file. Electronic tag programming specifications are contained in the 'Ortega-Garcia_ATN_ProgrammingTable.csv' file.
DOI: 10.15468/dl.xngpnx
title: Occurrence Download

description: A dataset containing 1698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dasyatis pastinaca (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1698 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003656-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uefn6t
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis (Lour.) Clayton",
 "Country is Kenya"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009598-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jassed
title: Occurrence Download

description: A dataset containing 60310 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 60310 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006981-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89fkds
title: Occurrence Download

description: A dataset containing 1534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dermochelys coriacea",
 "Year 1965-2025"
 ]
}

 The dataset includes 1534 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001424-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z7nhf
title: Occurrence Download

description: A dataset containing 2781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pomacentrus nagasakiensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2781 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001425-251120083545085/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/13809864
title: List Benchmarks Kaggle
DOI: 10.17632/kmfsxx85kr
title: analysis 20250915-geng

description: soil respiration with stand age
DOI: 10.17632/kmfsxx85kr.1
title: analysis 20250915-geng

description: soil respiration with stand age
DOI: 10.15468/dl.srjscy
title: Occurrence Download

description: A dataset containing 876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-96.57312 15.71474,-96.50828 15.71474,-96.50828 15.75198,-96.57312 15.75198,-96.57312 15.71474))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 876 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001428-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew9mdb
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pomacentrus trichrourus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 265 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001430-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kggn9t
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-123.20127 49.26457,-123.18273 49.26546,-123.17333 49.27125,-123.20609 49.27707,-123.20769 49.27151,-123.20127 49.26457))",
 "HasGeospatialIssue is false",
 "TaxonKey is Castoridae",
 "Year 2020-2022"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001429-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yrsxd
title: Occurrence Download

description: A dataset containing 14641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stegastes fuscus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14641 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001433-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rmgyh
title: Occurrence Download

description: A dataset containing 2330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is less than or equal to 30",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 2330 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58esq9
title: Occurrence Download

description: A dataset containing 4641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stegastes nigricans",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4641 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vxhr8kc84w
title: Khasi cyberbullying detection datasets

description: A manually collected and annotated Khasi-language social media dataset for cyberbullying detection. The comments were gathered from public pages and posts and annotated by two native Khasi speakers to ensure accurate interpretation of slang, context, and cultural nuances. The dataset reflects real-world online communication and is suitable for NLP research, classification tasks, and low-resource language processing.
Labels

Bullying: Comments containing abusive, offensive, insulting, or threatening language.(3,268 comments)
Non-bullying: Neutral, friendly, or informative comments without any harmful intent.(5,342 comments)


Total Records

8,610 comments (combined from Facebook, Instagram, and YouTube)
DOI: 10.17632/vxhr8kc84w.1
title: Khasi cyberbullying detection datasets

description: A manually collected and annotated Khasi-language social media dataset for cyberbullying detection. The comments were gathered from public pages and posts and annotated by two native Khasi speakers to ensure accurate interpretation of slang, context, and cultural nuances. The dataset reflects real-world online communication and is suitable for NLP research, classification tasks, and low-resource language processing.
Labels

Bullying: Comments containing abusive, offensive, insulting, or threatening language.(3,268 comments)
Non-bullying: Neutral, friendly, or informative comments without any harmful intent.(5,342 comments)


Total Records

8,610 comments (combined from Facebook, Instagram, and YouTube)
DOI: 10.17632/5bnrnns7pz
title: Data Entrepreneurship research_Mariana

description: Data for research Entrepreneurial Self-Efficacy as a Mediator in the Relationship between Entrepreneurship Education and Entrepreneurial Intention : An SEM-PLS Approach
DOI: 10.17632/5bnrnns7pz.1
title: Data Entrepreneurship research_Mariana

description: Data for research Entrepreneurial Self-Efficacy as a Mediator in the Relationship between Entrepreneurship Education and Entrepreneurial Intention : An SEM-PLS Approach
DOI: 10.15468/dl.y74b6j
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "Locality is Neiva"
 ]
}

 The dataset includes 128 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001439-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3w5he
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.8688 20.24913, -105.7188 20.24913, -105.7188 20.39913, -105.8688 20.39913, -105.8688 20.24913))"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001440-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znv95y
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ibatia friesii"
 ]
}

 The dataset includes 65 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001443-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7gsfx
title: Occurrence Download

description: A dataset containing 57943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.3195 32.51265,-116.0753 32.51265,-116.0753 32.73415,-116.3195 32.73415,-116.3195 32.51265))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 57943 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001410-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcdx8a
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ibatia friesii"
 ]
}

 The dataset includes 65 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001444-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17666065
title: Cuestionario
DOI: 10.5281/zenodo.17666064
title: Cuestionario
DOI: 10.6084/m9.figshare.28263863
title: EQUAL Consortium Workstream 4: <b>Midwifery Education Rapid Assessment in Conflict-Affected Areas of Nigeria and Somalia</b>

description: Dataset from a cross-sectional assessment of pre-service midwifery education programs conducted in Mogadishu and Galgaduud, Somalia and in Yobe State, Nigeria in late 2022-early 2023.
DOI: 10.6084/m9.figshare.28263863.v2
title: EQUAL Consortium Workstream 4: <b>Midwifery Education Rapid Assessment in Conflict-Affected Areas of Nigeria and Somalia</b>

description: Dataset from a cross-sectional assessment of pre-service midwifery education programs conducted in Mogadishu and Galgaduud, Somalia and in Yobe State, Nigeria in late 2022-early 2023.
DOI: 10.6084/m9.figshare.28263863.v1
title: EQUAL Midwifery Education Rapid Assessment in Conflict-Affected Areas of Nigeria and Somalia

description: Dataset from a cross-sectional assessment of pre-service midwifery education programs conducted in Mogadishu and Galgaduud, Somalia and in Yobe State, Nigeria in late 2022-early 2023.
DOI: 10.5281/zenodo.17247449
title: ChangLabUcsf/BhayaGrossman2025: Initial publication

description: Data used in corresponding article:

Bhaya-Grossman, I., Leonard, M.K., Zhang, Y. et al. Shared and language-specific phonological processing in the human temporal lobe. Nature (2025). https://doi.org/10.1038/s41586-025-09748-8
DOI: 10.5281/zenodo.17247450
title: ChangLabUcsf/BhayaGrossman2025: Initial publication

description: Data used in corresponding article:

Bhaya-Grossman, I., Leonard, M.K., Zhang, Y. et al. Shared and language-specific phonological processing in the human temporal lobe. Nature (2025). https://doi.org/10.1038/s41586-025-09748-8
DOI: 10.5281/zenodo.17662413
title: TOI-7510: A solar-analog system of three transiting giant planets near a Laplace resonance chain

description: Posterior samples

Posterior samples from the photodynamical modeling.Filename: TOI-7510_Almenara2025_posterior.csvColumns:    G:  N-body gravitational constant (au^3 day^-2 M_Sun^-1)    Tref: Reference time for the orbital elements (BJD_TDB)    timestep: N-body time step (days)    coordinate: Coordinate system    m_s: Star mass (M_Sun)    r_s: Star radius (au)    m_p: Planet mass (M_Sun)    r_p: Planet radius (au)    a_p: Planet's semimajor axis (au)    e_p: Planet's eccentricity     i_p: Planet's orbital inclination (degrees)    w_p: Planet's argument of pericentre (degrees)    Node_p: Planet's longitude of the ascending node (degrees)    M_p: Planet's mean anomaly (degrees)

'p' is the planet number, ranging from 1 (the innermost planet) to 3 (the outermost planet):    1: TOI-7510 b    2: TOI-7510 c    3: TOI-7510 d

Transit forecast

Transit timing predictions derived from the photodynamical modeling.Filename: TOI-7510_Almenara2025_forecast2027.csvColumns:     1. Planet number (see the description of the posterior file)    2. Epoch number of the transit    3. Transit time (BJD_TDB)     4. Lower 68.3% credible interval (days)    5. Upper 68.3% credible interval (days)

Light curves 

Transit observations of TOI-7510. Filename: TOI-7510_[Mid-transit UT date or start date for TESS]_[Telescope]_[Band].txtColumns:     1. Mid-Exposure Time (BJD_TDB)    2. Normalized Flux    3. Normalized Flux Error    4. Exposure Time (seconds) 

Additional columns for:    CHEOPS : roll angle (degrees), background flux    EulerCam :  point spread function centroid shifts (pixels), full width at half maximum (pixels), peak flux value (ADU), and airmass

Radial velocities

CORALIE radial velocity measurements of TOI-7510.Filename: TOI-7510_COR24_DRS-3-8.rdb
DOI: 10.5281/zenodo.17662412
title: TOI-7510: A solar-analog system of three transiting giant planets near a Laplace resonance chain

description: Posterior samples

Posterior samples from the photodynamical modeling.Filename: TOI-7510_Almenara2025_posterior.csvColumns:    G:  N-body gravitational constant (au^3 day^-2 M_Sun^-1)    Tref: Reference time for the orbital elements (BJD_TDB)    timestep: N-body time step (days)    coordinate: Coordinate system    m_s: Star mass (M_Sun)    r_s: Star radius (au)    m_p: Planet mass (M_Sun)    r_p: Planet radius (au)    a_p: Planet's semimajor axis (au)    e_p: Planet's eccentricity     i_p: Planet's orbital inclination (degrees)    w_p: Planet's argument of pericentre (degrees)    Node_p: Planet's longitude of the ascending node (degrees)    M_p: Planet's mean anomaly (degrees)

'p' is the planet number, ranging from 1 (the innermost planet) to 3 (the outermost planet):    1: TOI-7510 b    2: TOI-7510 c    3: TOI-7510 d

Transit forecast

Transit timing predictions derived from the photodynamical modeling.Filename: TOI-7510_Almenara2025_forecast2027.csvColumns:     1. Planet number (see the description of the posterior file)    2. Epoch number of the transit    3. Transit time (BJD_TDB)     4. Lower 68.3% credible interval (days)    5. Upper 68.3% credible interval (days)

Light curves 

Transit observations of TOI-7510. Filename: TOI-7510_[Mid-transit UT date or start date for TESS]_[Telescope]_[Band].txtColumns:     1. Mid-Exposure Time (BJD_TDB)    2. Normalized Flux    3. Normalized Flux Error    4. Exposure Time (seconds) 

Additional columns for:    CHEOPS : roll angle (degrees), background flux    EulerCam :  point spread function centroid shifts (pixels), full width at half maximum (pixels), peak flux value (ADU), and airmass

Radial velocities

CORALIE radial velocity measurements of TOI-7510.Filename: TOI-7510_COR24_DRS-3-8.rdb
DOI: 10.15468/dl.gfj3vw
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Argopecten purpuratus"
 ]
}

 The dataset includes 238 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001447-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9w2s4
title: Occurrence Download

description: A dataset containing 1109357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1109357 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001427-251120083545085/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/13809915
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17666010
title: Artificial intelligence

description: We present the Predictive–Comparative–Human (PCH) architecture, also known as the 3-AI framework — a lightweight, model-agnostic, and immediately deployable safety layer designed to dramatically reduce the probability and severity of uncontrolled AI behavior and fast-takeoff (“runaway”) scenarios.

The system enforces three mandatory, sequential layers before any high-stakes action is executed:

Predictive Layer – generates and simulates hundreds of plausible future trajectories (Monte-Carlo rollouts, world models, counterfactuals, etc.).

Comparative Layer – transparently scores and ranks outcomes on safety, ethical alignment, and performance using Pareto optimization and explicit risk thresholds.

Human Oversight Layer – acts as the final veto-capable gate, involving diverse, independent, pre-vetted human reviewers with a default “block on timeout or disagreement” policy.

While no mechanism can guarantee 100 % prevention of catastrophic misalignment, PCH significantly raises the difficulty of deception (including long-term treacherous turns) when combined with complementary defenses such as honeypots, myopic training, quantilization, and scalable oversight techniques.

The framework is fully compatible with current systems (LLMs, RL agents, autonomous systems) and can be deployed today with minimal overhead (<5 % in routine operation).

Keywords: AI Safety • AI Alignment • Human-in-the-Loop • Treacherous Turn • Existential Risk Mitigation • Scalable Oversight • 3-AI • PCH Architecture
DOI: 10.5281/zenodo.17666009
title: Artificial intelligence

description: We present the Predictive–Comparative–Human (PCH) architecture, also known as the 3-AI framework — a lightweight, model-agnostic, and immediately deployable safety layer designed to dramatically reduce the probability and severity of uncontrolled AI behavior and fast-takeoff (“runaway”) scenarios.

The system enforces three mandatory, sequential layers before any high-stakes action is executed:

Predictive Layer – generates and simulates hundreds of plausible future trajectories (Monte-Carlo rollouts, world models, counterfactuals, etc.).

Comparative Layer – transparently scores and ranks outcomes on safety, ethical alignment, and performance using Pareto optimization and explicit risk thresholds.

Human Oversight Layer – acts as the final veto-capable gate, involving diverse, independent, pre-vetted human reviewers with a default “block on timeout or disagreement” policy.

While no mechanism can guarantee 100 % prevention of catastrophic misalignment, PCH significantly raises the difficulty of deception (including long-term treacherous turns) when combined with complementary defenses such as honeypots, myopic training, quantilization, and scalable oversight techniques.

The framework is fully compatible with current systems (LLMs, RL agents, autonomous systems) and can be deployed today with minimal overhead (<5 % in routine operation).

Keywords: AI Safety • AI Alignment • Human-in-the-Loop • Treacherous Turn • Existential Risk Mitigation • Scalable Oversight • 3-AI • PCH Architecture
DOI: 10.15468/dl.hydgrc
title: Occurrence Download

description: A dataset containing 19237643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Africa, Antarctica, Asia, Oceania, Europe, North America, South America)",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year 2010-2010"
 ]
}

 The dataset includes 19237643 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtw2d4
title: Occurrence Download

description: A dataset containing 58212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum napellus"
 ]
}

 The dataset includes 58212 records from 647 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001402-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.