cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25911/ednw-t549
title: Missed opportunities in clinical practice: Tools to enhance healthcare providers' awareness and diagnosis of rare diseases in Australia

description: These data include interviews with:
1. People with three rare diseases - Myositis, Sarcoidosis, and Primary Immune Deficiency disorders.
2. Health care providers, including general practitioners (GPs), nurses and specialists (including rheumatologists, haematologists, immunologists)
description: People with rare diseases often experience long delays from onset of symptoms to diagnosis. We aim to develop a clinical reasoning tool to highlight points in a patient’s journey when a clinician should re-evaluate existing diagnoses to consider rare diseases. We use three indicative diseases - Myositis, Primary Immune Deficiency Disorder and Sarcoidosis - that have average delayed diagnoses of over 8 years. In phase 1, we will interview people with the conditions, using visual timelines of their journey from symptom onset to map times and situations when clinicians should rethink existing diagnoses. In phase 2, we will use model case studies derived from Phase 1 to conduct talk-through interviews with clinicians (GPs, nurses, specialists) on decision-making for rare disease diagnoses. We will then develop clinical reasoning support resources for medical students, doctors, and nurses, including online interactive case studies, and filmed consultations with patients.
DOI: 10.15151/esrf-es-2232201585
title: Southampton, Bristol, Cardiff, Exeter, KCL, UCL Royal Free Block Allocation Group (BAG)

description: This BAG coordinates activities of groups from the South of the UK. The focus is on projects in immunology, transcriptional regulation, and enzymology. Particular strengths are antimicrobial resistance research (AMR), drug development, and the macromolecular complexes that several of our groups target. A highlighted presented with mid-term report is rational drug design for antibodies (biologicals) in cancer immunology (Southampton). We are interested in dynamic structural biology and use spectroscopy and SAXS in addition to gain this insight; several members of this bag are also active users of ID29 serial. Our projects listed here apply for time on crystallographic beamlines, SAXS, and spectroscopy (BM07 and icOS).
DOI: 10.5281/zenodo.17636137
title: Robotic chip-scale nanofabrication for superior consistency

description: Measurement datasets for the paper "Robotic chip-scale nanofabrication for superior consistency".

Files:

- All the resistances (resistance_raw.xlsx)

- Resistances with outliers removed using a 1.5 IQR filter (resistance_outliers_removed_1p5IQR.xlsx)

- Summary of chip position and resist thicknesses (chip_thickness_summary.xlsx)

- Notebook for generating plots from the datasets

- Video of the development including by the robotic arm and the human operators (Develop_video.mp4)

- Github repository code as of 2025/11/23 (paper.robotic-resist-development-f5794ac.zip)
DOI: 10.5281/zenodo.17636138
title: Robotic chip-scale nanofabrication for superior consistency

description: Measurement datasets for the paper "Robotic chip-scale nanofabrication for superior consistency".

Files:

- All the resistances (resistance_raw.xlsx)

- Resistances with outliers removed using a 1.5 IQR filter (resistance_outliers_removed_1p5IQR.xlsx)

- Summary of chip position and resist thicknesses (chip_thickness_summary.xlsx)

- Notebook for generating plots from the datasets

- Video of the development including by the robotic arm and the human operators (Develop_video.mp4)

- Github repository code as of 2025/11/23 (paper.robotic-resist-development-f5794ac.zip)
DOI: 10.17632/8ndft6xcc7
title: VR Gesture EMG Data

description: Containing 6 channels of VR gesture EMG data, a total of 33 healthy subjects (age: 27.5 ± 5.5 years) with no history of neurological or muscular disease were recruited, including 21 males and 12 females. The subjects included 31 right-handed and 2 left-handed individuals (one male and one female). During the experiment, six sEMG modules were placed in the posterior position of the small arm on the side of the subject's dominant hand, covering the brachialis, flexor, and extensor muscles, in order to capture EMG signals. The position of the modules in relation to the muscles was relatively fixed, but could be fine-tuned for comfort (offset distance ±3 cm, offset angle ±10°). Subjects were required to perform 16 gestures in a seated position. Each maneuver was repeated 8 times, including a 2-second task state and a 2-second rest state. There was a 5-minute rest period between each set of movements.
DOI: 10.17632/8ndft6xcc7.1
title: VR Gesture EMG Data

description: Containing 6 channels of VR gesture EMG data, a total of 33 healthy subjects (age: 27.5 ± 5.5 years) with no history of neurological or muscular disease were recruited, including 21 males and 12 females. The subjects included 31 right-handed and 2 left-handed individuals (one male and one female). During the experiment, six sEMG modules were placed in the posterior position of the small arm on the side of the subject's dominant hand, covering the brachialis, flexor, and extensor muscles, in order to capture EMG signals. The position of the modules in relation to the muscles was relatively fixed, but could be fine-tuned for comfort (offset distance ±3 cm, offset angle ±10°). Subjects were required to perform 16 gestures in a seated position. Each maneuver was repeated 8 times, including a 2-second task state and a 2-second rest state. There was a 5-minute rest period between each set of movements.
DOI: 10.17632/34dn233cm2.1
title: Interaction between edge effects and urbanization: Response of soil microbial communities and carbon functional genes in urban remnant mountains

description: Research data
DOI: 10.5281/zenodo.17692955
title: Oikopleura+Copepod_solution_threat response_part I
DOI: 10.5281/zenodo.17692956
title: Oikopleura+Copepod_solution_threat response_part I
DOI: 10.5281/zenodo.17693467
title: Branch pruning alignment using small form factor monocular time-of-flight sensors -- Dataset
DOI: 10.5281/zenodo.17693466
title: Branch pruning alignment using small form factor monocular time-of-flight sensors -- Dataset
DOI: 10.5281/zenodo.17570720
title: Data for 'Food systems transformation would imply a radical restructuring of global agriculture'
DOI: 10.26301/vekr-zf42
title: Fort Conger

description: Parks Canada approached Dr. Peter Dawson, Department of Archaeology, University of Calgary to inquire about the possibility of using laser scanning to create a 3D digital archive of the site. In the summer of 2010, Chris Tucker and Peter Dawson used a Z & F Imager 5006i laser scanner, equipped with a motorized M-Cam camera retrofitted to the scanner for automatic color mapping, and a Minolta Vivid 910 laser scanner to capture 3-dimensional mages of Fort Conger for the purposes of conservation, preservation, and community outreach education. This was the first time laser scanners had been used in the Canadian High Arctic. Dr. Richard Levy, University of Calgary, then created 3D models and animations. Utilizing all of this data, CyArk created a web portal integrating the highly accurate laser scan data with a rich collection of documentation, including photographs, video footage, drawings, and historic documents assembled by Parks Canada's Margaret Bertulli and Lyle Dick.
description: Fort Conger is located in Quttinirpaaq National Park on northeastern Ellesmere Island. The nearest community on Ellesmere Island (Grise Fiord) is located more than 800 km to the south, while Canadian Forces Station Alert is approximately 100 km to the northeast. Fort Conger is situated approximately 10 m from the ocean on the eastside of Discovery Harbour, with a steep bank (2.5 m high) leading from the site to the ocean. 
The standing structures, building foundations, and artifacts present at Fort Conger are legacies to the achievements of several remarkable expeditions, as well as the hardships suffered by their participants. The British Arctic Expedition of 1875-76 was the first of these, followed less than a decade later by the better-known Lady Franklin Bay Expedition (1881-84). Under the command of Lieutenant Adolphus Greely, this expedition was able to amass a considerable amount of scientific data, despite the harrowing escape and rescue of its few surviving members. In early 1899, American Polar Explorer Robert Peary arrived and used Fort Conger to stage a series of attempts to reach the North Pole.
description: LiDAR - Terrestrial
DOI: 10.25345/c5n873c7c
title: MassIVE MSV000099998 - GNPS-Stools samples from various animals
title: Untargeted metabolomics data of Stool samples run in Orbitrap Q Exactive. Data was acquired using UHPLC-MS/MS method, samples resuspended in 50-50 MeOH/H2O.
DOI: 10.15468/dl.zjq96v
title: Occurrence Download

description: A dataset containing 524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "TaxonKey is Coeligena prunellei",
 "Year 2024-2025"
 ]
}

 The dataset includes 524 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004764-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17693628
title: Dataset for 'Mapping the Mystic: A Scoping Review of Sufi Characteristics in the Islamic Golden Age'

description: The dataset contains coded variables for 98 classical Sufi figures (9th - 14th century) extracted from biographical and historical sources as part of the scoping review 'Mapping the Mystic A Scoping Review of Sufi Characteristics in the Islamic Golden Age'.e
DOI: 10.5281/zenodo.17693627
title: Dataset for 'Mapping the Mystic: A Scoping Review of Sufi Characteristics in the Islamic Golden Age'

description: The dataset contains coded variables for 98 classical Sufi figures (9th - 14th century) extracted from biographical and historical sources as part of the scoping review 'Mapping the Mystic A Scoping Review of Sufi Characteristics in the Islamic Golden Age'.e
DOI: 10.15468/dl.wnfyxv
title: Occurrence Download

description: A dataset containing 4235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pontoscolex corethrurus"
 ]
}

 The dataset includes 4235 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004766-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.31831
title: Cascade environmental optimizer data
title: Cascade environmental optimizer data

description: The data were used for the development of the work entitled: "Optimization of cascade reservoir operation to reduce environmental impacts" submitted to the journal Energy Systems. This work proposes an optimization model for the operation of cascade hydroelectric reservoirs, aiming to reduce environmental impacts on fauna and flora.
description: The data were used for the development of the work entitled: "Optimization of cascade reservoir operation to reduce environmental impacts" submitted to the journal Energy Systems. This work proposes an optimization model for the operation of cascade hydroelectric reservoirs, aiming to reduce environmental impacts on fauna and flora.
DOI: 10.57760/sciencedb.32310
title: Nie Jiyu raw data
title: Nie Jiyu raw data

description: The raw data of "Effects of three types of food-grade carrageenan on colitis and their regulatory roles on gut microbiota"
description: The raw data of "Effects of three types of food-grade carrageenan on colitis and their regulatory roles on gut microbiota"
DOI: 10.6084/m9.figshare.27897069
title: Bağımlılık_veri (2).sav

description: Addiction, Smoking, Alcohol, Gambling, Technology, among İnönü University Students
DOI: 10.6084/m9.figshare.27897069.v1
title: Bağımlılık_veri (2).sav

description: Addiction, Smoking, Alcohol, Gambling, Technology, among İnönü University Students
DOI: 10.5281/zenodo.17210748
title: LigBind v1.0.0 ensemble weights

description: Complete set of trained ensemble weights used for production LigBind-seq in Dayhoff, Guy W., et al. "Illuminating the Druggable Proteome with an AI Protein Profiling Platform." (2025) (doi: https://doi.org/10.1101/2025.09.07.670677)
DOI: 10.5281/zenodo.17693713
title: LigBind v1.0.0 ensemble weights

description: Complete set of trained ensemble weights used for production LigBind-seq in Dayhoff, Guy W., et al. "Illuminating the Druggable Proteome with an AI Protein Profiling Platform." (2025) (doi: https://doi.org/10.1101/2025.09.07.670677)
DOI: 10.57760/sciencedb.32314
title: Pantheon Architecture Artificial General Intelligence.v2.0
title: Pantheon Architecture Artificial General Intelligence.v2.0

description: The prevailing paradigm in artificial intelligence focuses on training large, monolithic models for specific tasks. While powerful, these models often lack the ability to generalize or transfer knowledge to new, unseen domains, a hallmark of Artificial General Intelligence (AGI). This report presents a novel approach, demonstrating that a collective of smaller, specialized neural networks—a "Pantheon"—can exhibit emergent, AGI-like properties. By facilitating a structured knowledge transfer between agents trained on tasks of varying complexity (dimensionality), we prove the existence of synergistic meta-learning. Using a fixed, verifiable initial seed (657454018), we demonstrate a repeatable experiment where a collective of 10 specialists achieves a 46.7% success rate in positive knowledge transfer across 45 unique pairings, including 7 instances of strong performance gains (&gt;2.0%). The results provide definitive, reproducible evidence that a system of collaborating specialists can achieve a level of collective intelligence and generalization capability far exceeding the sum of its individual parts, representing a foundational step toward the architecture of more general artificial intelligence.
description: The prevailing paradigm in artificial intelligence focuses on training large, monolithic models for specific tasks. While powerful, these models often lack the ability to generalize or transfer knowledge to new, unseen domains, a hallmark of Artificial General Intelligence (AGI). This report presents a novel approach, demonstrating that a collective of smaller, specialized neural networks—a "Pantheon"—can exhibit emergent, AGI-like properties. By facilitating a structured knowledge transfer between agents trained on tasks of varying complexity (dimensionality), we prove the existence of synergistic meta-learning. Using a fixed, verifiable initial seed (657454018), we demonstrate a repeatable experiment where a collective of 10 specialists achieves a 46.7% success rate in positive knowledge transfer across 45 unique pairings, including 7 instances of strong performance gains (&gt;2.0%). The results provide definitive, reproducible evidence that a system of collaborating specialists can achieve a level of collective intelligence and generalization capability far exceeding the sum of its individual parts, representing a foundational step toward the architecture of more general artificial intelligence.
DOI: 10.57760/sciencedb.32311
title: Npxl_WT_1347_PTZ_AP
title: Npxl_WT_1347_PTZ_AP

description: Npxl_WT_1347_PTZ_AP
description: Npxl_WT_1347_PTZ_AP
DOI: 10.15468/dl.2vn7rg
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Echeveria elegans"
 ]
}

 The dataset includes 60 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004767-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68vfyb
title: Occurrence Download

description: A dataset containing 1191122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Danish Mycological Society, fungal records database",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 1191122 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004762-251120083545085/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.30647453.v2
title: Data <b>Isostructural phase transition and equation of state of type-I and -VIII metallic sodium borosilicide clathrates</b>

description: In this dataset can be found high pressure in-situ XRD, powder XRD of the synthesized samples, Raman of type-I and -VIII borosilicide clathrates and FTIR spectrscopy of type-VIII borosilicide clathrate.
DOI: 10.15468/dl.n359ya
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen, Occurrence evidence, Material sample, Machine Observation, Material citation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia zamudioi"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007001-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3q4ywk
title: Occurrence Download

description: A dataset containing 1650 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scaphirhynchus albus"
 ]
}

 The dataset includes 1650 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007003-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab6pcb
title: Occurrence Download

description: A dataset containing 3359 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 2024_Recording_Local_Biodiversity_BI_observation_NSMK_3359"
 ]
}

 The dataset includes 3359 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007005-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exb474
title: Occurrence Download

description: A dataset containing 68760 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulotrichales"
 ]
}

 The dataset includes 68760 records from 581 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006997-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6x4g9
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen, Occurrence evidence, Material sample, Machine Observation, Material citation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia oaxacana"
 ]
}

 The dataset includes 205 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007007-251120083545085/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/13858890
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.d4ckd7
title: Occurrence Download

description: A dataset containing 1314352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bryales, Sphagnales, Charales, Nostocales, Oscillatoriales, Batrachospermales)",
 "Year 2002-2024"
 ]
}

 The dataset includes 1314352 records from 1771 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006989-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8zwd7
title: Occurrence Download

description: A dataset containing 13899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona leucocephala (Linnaeus, 1758))",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 13899 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015917-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djsqmh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona leucocephala (Linnaeus, 1758))",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015915-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rpvmaq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Amazona leucocephala (Linnaeus, 1758))",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015916-250525065834625/datasets/export for details.