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

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ITA.15_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asplenium obovatum obovatum"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049577-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17913661
title: Road Monitoring Route #15

description: Road monitoring data from Camber project - Route #15
Uploaded: 2025-12-12 15:27:20 UTC
Distance: 19.85 km
Video: 0 malfunctions detected
DOI: 10.5281/zenodo.17913662
title: Road Monitoring Route #15

description: Road monitoring data from Camber project - Route #15
Uploaded: 2025-12-12 15:27:20 UTC
Distance: 19.85 km
Video: 0 malfunctions detected
DOI: 10.15468/dl.ac225z
title: Occurrence Download

description: A dataset containing 6249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.33548 38.77151,-5.27777 38.77151,-5.27777 38.82914,-5.33548 38.82914,-5.33548 38.77151))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6249 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049578-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/jw4efh
title: PAN-00002721 - coin/coin-related, lokale autoriteit (of ondermemer) ?, muntplaatje voor antoninianus of aes

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00002721&lt;/p&gt;
description: Modified: 2025-08-19T10:06:38+02:00
DOI: 10.5281/zenodo.17913578
title: Tikkun Olam - PIQOS the missing deterministic value.

description: This work proposes a unifying theoretical framework—PIQOS (Primitive–Intelligence Quantum Ontological Symmetry)—that links cognitive resonance, thermodynamic entropy, and structural models of human moral orientation. By situating PIQOS within the symbolic logic of Tikkun Olam and the mathematical completion of Einstein’s relational paradigm, the paper develops a tri-partite closure model integrating physical, cognitive, and ethical domains. The resulting structure offers a means to evaluate emergent technological trajectories, diagnose systemic entropy in modern institutions, and articulate a mathematically grounded pathway toward coherence-preserving intelligence design.

 
description: This paper examines the accelerating divergence between human sociotechnical systems and the increasing entropy observed in global institutions, public discourse, and artificial intelligence ecosystems. It introduces PIQOS, a resonance-based cognitive model designed to detect, counteract, and correct entropic drift in human and machine systems. Drawing on physics, neuroscience, complex-systems dynamics, and elements of Jewish ethical thought (Tikkun Olam), the work reframes intelligence as a symmetry-maintaining process. The framework provides a conceptual foundation for building future technologies capable of restoring coherence, trust, and stability across social and technological landscapes.
description: We are entering a century defined by uncontrolled informational entropy, institutional instability, and rapid machine intelligence growth. This paper introduces PIQOS, a new theoretical architecture that treats intelligence—human or artificial—as a resonance-driven system striving to maintain ontological symmetry against entropic collapse. Integrating physics, cognition, ethics, and Jewish metaphysical structure, the work positions PIQOS as a mathematical analogue to Tikkun Olam: the act of restoring the fractured world. The resulting model offers a novel diagnostic lens for evaluating collapsing sociotechnical systems and a blueprint for building future technologies aligned with coherence, responsibility, and human flourishing.
DOI: 10.5281/zenodo.17913577
title: Tikkun Olam - PIQOS the missing deterministic value.

description: This work proposes a unifying theoretical framework—PIQOS (Primitive–Intelligence Quantum Ontological Symmetry)—that links cognitive resonance, thermodynamic entropy, and structural models of human moral orientation. By situating PIQOS within the symbolic logic of Tikkun Olam and the mathematical completion of Einstein’s relational paradigm, the paper develops a tri-partite closure model integrating physical, cognitive, and ethical domains. The resulting structure offers a means to evaluate emergent technological trajectories, diagnose systemic entropy in modern institutions, and articulate a mathematically grounded pathway toward coherence-preserving intelligence design.

 
description: This paper examines the accelerating divergence between human sociotechnical systems and the increasing entropy observed in global institutions, public discourse, and artificial intelligence ecosystems. It introduces PIQOS, a resonance-based cognitive model designed to detect, counteract, and correct entropic drift in human and machine systems. Drawing on physics, neuroscience, complex-systems dynamics, and elements of Jewish ethical thought (Tikkun Olam), the work reframes intelligence as a symmetry-maintaining process. The framework provides a conceptual foundation for building future technologies capable of restoring coherence, trust, and stability across social and technological landscapes.
description: We are entering a century defined by uncontrolled informational entropy, institutional instability, and rapid machine intelligence growth. This paper introduces PIQOS, a new theoretical architecture that treats intelligence—human or artificial—as a resonance-driven system striving to maintain ontological symmetry against entropic collapse. Integrating physics, cognition, ethics, and Jewish metaphysical structure, the work positions PIQOS as a mathematical analogue to Tikkun Olam: the act of restoring the fractured world. The resulting model offers a novel diagnostic lens for evaluating collapsing sociotechnical systems and a blueprint for building future technologies aligned with coherence, responsibility, and human flourishing.
DOI: 10.17632/dvzpzp2ks3
title: MRGEN, MIXAP-IA —High Res. Figure

description: Overview of participants’ use of the MRGEN framework and examples of AI-assisted productions. (a) AI Prompter: Teachers use text prompts to generate multimodal MR resources (images, audio, text) that are directly added to the scene. (b) AI Chat: Teachers receive contextual suggestions based on the image marker and can refine content through prompt iterations. (c) AI Tutor: Learners interact with MR content using physical cues (e.g., pointing, cards), triggering personalized responses from the AI. (d) User Production Matrix: Summary of participant activities—Activity 1 (manual authoring) and Activity 2 (with GAI)—with dots representing submitted outputs. Themes range from world geography to biology and social studies. (e) Examples of AI-generated content: For each participant, we show the prompt, selected outputs (image/text/audio), and representative content generated by GAI. These examples highlight the diversity and richness of multimodal outputs produced through the MRGEN framework.
DOI: 10.17632/dvzpzp2ks3.1
title: MRGEN, MIXAP-IA —High Res. Figure

description: Overview of participants’ use of the MRGEN framework and examples of AI-assisted productions. (a) AI Prompter: Teachers use text prompts to generate multimodal MR resources (images, audio, text) that are directly added to the scene. (b) AI Chat: Teachers receive contextual suggestions based on the image marker and can refine content through prompt iterations. (c) AI Tutor: Learners interact with MR content using physical cues (e.g., pointing, cards), triggering personalized responses from the AI. (d) User Production Matrix: Summary of participant activities—Activity 1 (manual authoring) and Activity 2 (with GAI)—with dots representing submitted outputs. Themes range from world geography to biology and social studies. (e) Examples of AI-generated content: For each participant, we show the prompt, selected outputs (image/text/audio), and representative content generated by GAI. These examples highlight the diversity and richness of multimodal outputs produced through the MRGEN framework.
DOI: 10.17632/hgv6c8j7b7
title: LDDoS datasets in the SDN environment

description: # SDN-based LDDoS Attack Simulation Dataset

## Dataset Description

This dataset comprises network traffic data simulating Low-rate Distributed Denial of Service (LDDoS) attacks in a Software-Defined Networking (SDN) environment. The collection is specifically designed to support research in network security, intrusion detection systems, and machine learning-based threat mitigation in SDN architectures.

Key Characteristics:
- Realistic emulation of SDN network traffic patterns
- Comprehensive inclusion of both benign and LDDoS attack traffic
- Flow-level network characteristics with extensive feature engineering
- Suitable for training and evaluating intrusion detection systems and ML algorithms
- Supports advanced network traffic analysis and cybersecurity research

## Attack Types Description

Slow HTTP Request: Exploits HTTP protocol by sending partial requests to keep connections open
Slow SYN Flood: Variation of SYN flood with slow connection establishment
Slow UDP Flood: UDP-based flooding attack with controlled packet rates
Slowloris: Opens multiple HTTP connections and keeps them open with partial requests

## Version Information
This is a corrected version of the original dataset (DOI: 10.17632/ydfspb33ss.1).
Change Log:
Fixed file corruption: Resolved data corruption issues present in the original files, ensuring data integrity and readability.
Data content unchanged: This update only addresses file integrity. The core data, features, labels, and structure remain identical to the original version.

## Note for users:
It is recommended to use this corrected version for all analyses to ensure access to the complete and functional dataset.
DOI: 10.15468/dl.9f6bva
title: Occurrence Download

description: A dataset containing 7930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((153.049343 -30.595247, 153.011324 -30.556508, 152.961799 -30.556508, 152.999805 -30.595247, 153.049343 -30.595247))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7930 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049580-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hgv6c8j7b7.1
title: LDDoS datasets in the SDN environment

description: # SDN-based LDDoS Attack Simulation Dataset

## Dataset Description

This dataset comprises network traffic data simulating Low-rate Distributed Denial of Service (LDDoS) attacks in a Software-Defined Networking (SDN) environment. The collection is specifically designed to support research in network security, intrusion detection systems, and machine learning-based threat mitigation in SDN architectures.

Key Characteristics:
- Realistic emulation of SDN network traffic patterns
- Comprehensive inclusion of both benign and LDDoS attack traffic
- Flow-level network characteristics with extensive feature engineering
- Suitable for training and evaluating intrusion detection systems and ML algorithms
- Supports advanced network traffic analysis and cybersecurity research

## Attack Types Description

Slow HTTP Request: Exploits HTTP protocol by sending partial requests to keep connections open
Slow SYN Flood: Variation of SYN flood with slow connection establishment
Slow UDP Flood: UDP-based flooding attack with controlled packet rates
Slowloris: Opens multiple HTTP connections and keeps them open with partial requests

## Version Information
This is a corrected version of the original dataset (DOI: 10.17632/ydfspb33ss.1).
Change Log:
Fixed file corruption: Resolved data corruption issues present in the original files, ensuring data integrity and readability.
Data content unchanged: This update only addresses file integrity. The core data, features, labels, and structure remain identical to the original version.

## Note for users:
It is recommended to use this corrected version for all analyses to ensure access to the complete and functional dataset.
DOI: 10.5281/zenodo.14906311
title: Global Pan-cancer serum miRNA classifier across 13 cancer types: Analysis  of 46,349 clinical samples

description: This repository contains the data and results from the paper,  "Global Pan-cancer serum miRNA classifier across 13 cancer types: Analysis of 46,349 clinical samples".

The fully reproducible analysis code using the data and producing the results included in this repository is provided in miRBiTExplorer.  The overall results and the expression of  miRNAs in each samples and the combination of binary rules for the highly expressed miRNAs can be interactively visualised and explored in the Shiny App miRBitExplorer. 

 

Content

This repository contains the data stored in the pancancermirnadata.zip file that contains data stored in four folders namely:

1. train - all the files needed to run the script to train pan-cancer serum classifier.

2. test - all the files needed to run the script to test the pan-cancer serum classifier performance.

3. validation - all the files needed to run the script to validate the pan-cancer serum classifier in the non_cancer and other disease samples.

4. neo- all the files needed to run the script to compare the results when the benign samples are categorized under "non_cancer" and when benign samples are categorized under "cancer/benign" group.

 

All the codes that are associated with reproducing the results with the data is deposited in the Github Link.
DOI: 10.5281/zenodo.14906312
title: Global Pan-cancer serum miRNA classifier across 13 cancer types: Analysis  of 46,349 clinical samples

description: This repository contains the data and results from the paper,  "Global Pan-cancer serum miRNA classifier across 13 cancer types: Analysis of 46,349 clinical samples".

The fully reproducible analysis code using the data and producing the results included in this repository is provided in miRBiTExplorer.  The overall results and the expression of  miRNAs in each samples and the combination of binary rules for the highly expressed miRNAs can be interactively visualised and explored in the Shiny App miRBitExplorer. 

 

Content

This repository contains the data stored in the pancancermirnadata.zip file that contains data stored in four folders namely:

1. train - all the files needed to run the script to train pan-cancer serum classifier.

2. test - all the files needed to run the script to test the pan-cancer serum classifier performance.

3. validation - all the files needed to run the script to validate the pan-cancer serum classifier in the non_cancer and other disease samples.

4. neo- all the files needed to run the script to compare the results when the benign samples are categorized under "non_cancer" and when benign samples are categorized under "cancer/benign" group.

 

All the codes that are associated with reproducing the results with the data is deposited in the Github Link.
DOI: 10.5281/zenodo.17109410
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 71 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 71

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109409
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 71 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 71

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109407
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 70 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 70

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109406
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 70 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 70

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.17026/ar/lczj9e
title: PAN-00009923 - stone axe

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00009923&lt;/p&gt;
description: Modified: 2025-07-04T13:02:35+02:00
DOI: 10.5281/zenodo.17109400
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 69 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 69

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109399
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 69 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 69

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109385
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 68 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 68

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109386
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 68 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 68

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109374
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 67 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 67

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109375
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 67 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 67

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109357
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 66 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 66

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17109358
title: Battery Imaging Library: Operando X-ray micro-CT - LiFeS2: Dataset 66 (raw data)

description: This entry contains the raw data for operando X-ray micro-CT at beamline I12 at Diamond Light Source - dataset 66

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.