cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28631588.v1
title: <i>Recursive Cognition & Distinction Play</i>

description: <b>Recursive Cognition: AI Self-Referential Distinction </b><b>https://github.com/kotkotoff/recursive-cognition</b>This project explores the concept of <b>recursive cognition</b> in artificial intelligence through <b>self-referential distinction and boundary recognition</b>. The core idea is to enable AI systems to recursively analyze their own differentiation processes, gradually refining their awareness of distinctions and cognitive limits.Through a structured framework of distinction-making, self-reflection, and iterative refinement, this approach <b>challenges AI systems to move beyond predefined constraints</b> and develop an evolving understanding of their own cognitive structures. The project integrates <b>recursive algorithms, dynamic differentiation, and detection of circular thought patterns</b> to enhance AI's ability to self-modify and adapt.By publishing this research, we aim to provide a foundational step toward <b>AI self-awareness</b>, encouraging further exploration in <b>cognitive AI, machine learning, and computational philosophy</b>.
DOI: 10.6084/m9.figshare.27936627
title: Retail boundaries in South Korea

description: Although delineating retail boundaries is important to explore and comprehend the dynamics of the retail sector, it is hard to find studies specifically addressing it in the South Korean context. This study fills this gap by proposing new retail boundaries across South Korea. To achieve this goal, we employed a variety of retailers and building datasets and proposed a unique computer vision-based framework with a deep ensemble voting technique. As a result, we delineated 6,636 distinct retail boundaries that were validated against existing reference retail boundaries. These newly delineated retail boundaries provide valuable insights for researchers, governments, and other relevant stakeholders by enhancing their understanding of retail geography. This dataset can be used as a foundational resource for analyses on topics such as pandemic recovery, retail gentrification, and the resilience of retail spaces in response to e-commerce growth, ultimately contributing to more robust retail sector research in South Korea.<br>Update: The preprocessing codes have been included as an example. However, the raw data is not included due to size constraints.
DOI: 10.15468/dl.sfhgaf
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is India",
 "DatasetKey is one of (Royal Botanic Gardens, Kew - Herbarium Specimens, Edinburgh (E) Herbarium Specimens, iNaturalist Research-grade Observations, Naturalis Biodiversity Center (NL) - Botany, University of Michigan Herbarium, BARO Herbarium, The M.S University of Baroda, Royal Botanic Gardens, Kew - Economic Botany Collection Specimens, NMNH Extant Specimen Records (USNM, US), The Himalayan Uplands Plant database (HUP Version 1), WII Herbarium Dataset)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 98e934b0-5f31-11de-b67e-b8a03c50a862, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 174c6da2-e002-42fe-9f56-2f9d670240f4, 396d5f30-dea9-11db-8ab4-b8a03c50a862, f50525ea-b8c7-44ba-8d50-149b24421dda, bc092ff0-02e4-11dc-991f-b8a03c50a862, dc3f994e-bd32-4714-8d88-6fb895fb48cc, 4a19e429-8f13-478e-86d7-93adb7534524)",
 "TaxonKey is Prinsepia utilis Royle"
 ]
}

 The dataset includes 129 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018396-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15056398
title: Corpus of the EU Parliament Debates (EUPDCorp), 1999-2024

description: The EUPDCorp Repository hosts the Corpus of the EU Parliament Debates (1999–2024), a comprehensive dataset of parliamentary speeches from the European Parliament. Compiled from the official EU Parliament database and supplemented with publicly available resources, the corpus contains 563,696 speeches in their original languages, alongside English translations. The dataset spans five parliamentary terms (5th–9th), capturing legislative discourse over 25 years. It includes extensive metadata on each speech, such as speaker details (name, nationality, party affiliation), speech context (date, agenda point, language), and additional identifiers linking to external political datasets. This resource is ideal for researchers analyzing political communication, legislative behavior, and multilingual discourse in EU institutions.
DOI: 10.5281/zenodo.15056399
title: Corpus of the EU Parliament Debates (EUPDCorp), 1999-2024

description: The EUPDCorp Repository hosts the Corpus of the EU Parliament Debates (1999–2024), a comprehensive dataset of parliamentary speeches from the European Parliament. Compiled from the official EU Parliament database and supplemented with publicly available resources, the corpus contains 563,696 speeches in their original languages, alongside English translations. The dataset spans five parliamentary terms (5th–9th), capturing legislative discourse over 25 years. It includes extensive metadata on each speech, such as speaker details (name, nationality, party affiliation), speech context (date, agenda point, language), and additional identifiers linking to external political datasets. This resource is ideal for researchers analyzing political communication, legislative behavior, and multilingual discourse in EU institutions.
DOI: 10.6084/m9.figshare.28602737.v3
title: Identification of a Novel <i>NRF1</i>::<i>PDGFRA</i> Fusion in Myeloid/Lymphoid Neoplasms With Eosinophilia and Tyrosine Kinase Gene Fusions

description: A novel fusion gene <i>NRF1::PDGFRA</i><i> </i>was identified in a patient with myeloid/lymphoid neoplasms with eosinophilia and tyrosine kinase gene fusions (MLN-TK), harboring the chromosome abnormality t(4;7)(q12;q32). This represents the first reported case of the<i> NRF1</i>::<i>PDGFRA</i> fusion gene, and the ninth <i>PDGFRA</i>-associated fusion gene identified in MLN-TK. The fusion event led to the constitutive activation of the PDGFRA kinase, resulting in uncontrolled eosinophil proliferation and potentially contributing to the occurrence of cerebral infarction. Our study indicates treatment with low-dose imatinib effectively alleviates the symptoms associated with <i>NRF1::PDGFRA</i> gene fusion.
DOI: 10.15468/dl.2qvexa
title: Occurrence Download

description: A dataset containing 698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Castor fiber Linnaeus, 1758",
 "Year 2000-2005"
 ]
}

 The dataset includes 698 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018397-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60686/t-fsd3763
title: FSD3763 Perceptions of Upper Secondary Education: Second-year Students in Vocational or General Upper Secondary Education 2022
DOI: 10.60686/t-fsd3764
title: FSD3764 Perceptions of Upper Secondary Education: Adult Students in Vocational Education 2022
DOI: 10.15468/dl.j69swy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Peltula Nyl."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018398-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fnrq4
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is India",
 "DatasetKey is one of (Royal Botanic Gardens, Kew - Herbarium Specimens, Edinburgh (E) Herbarium Specimens, iNaturalist Research-grade Observations, Naturalis Biodiversity Center (NL) - Botany, University of Michigan Herbarium, BARO Herbarium, The M.S University of Baroda, Royal Botanic Gardens, Kew - Economic Botany Collection Specimens, NMNH Extant Specimen Records (USNM, US), The Himalayan Uplands Plant database (HUP Version 1), WII Herbarium Dataset)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (061b4f20-f241-11da-a328-b8a03c50a862, 98e934b0-5f31-11de-b67e-b8a03c50a862, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 174c6da2-e002-42fe-9f56-2f9d670240f4, 396d5f30-dea9-11db-8ab4-b8a03c50a862, f50525ea-b8c7-44ba-8d50-149b24421dda, bc092ff0-02e4-11dc-991f-b8a03c50a862, dc3f994e-bd32-4714-8d88-6fb895fb48cc, 4a19e429-8f13-478e-86d7-93adb7534524)",
 "TaxonKey is Prinsepia utilis Royle"
 ]
}

 The dataset's 1 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018395-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/9d75331b-ef81-40f4-b016-9d9032433289
title: Field data including geological map with sample locations, sample description, thin section images and EBSD/EDS data

description: Field data including geological map with sample locations, sample description, thin section images, Electron Backscatter Diffraction (EBSD) and Energy Dispersive X-ray Spectrometry (EDS) data. Field work and targeted sampling took place, in May 2023, around the exceptional field exposure of an interpreted Slow Earthquake zone in Col d’Amoss, New Caledonia. This data has come into existence through research funded by the NERC Grant NE/X012778/1 Exploring the geological signature of Slow Earthquakes through legacy experiments and field analysis.
DOI: 10.15468/dl.exyfh2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrellia pakistanae Deonier, 1978",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018399-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6aq44
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "Issue is Continent invalid",
 "Month is July",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018401-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4e2nrk
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Collema P.Browne, 1756"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018402-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbv322
title: Occurrence Download

description: A dataset containing 380007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-22.86035 28.68482,33.41625 28.68482,33.41625 51.18482,-22.86035 51.18482,-22.86035 28.68482))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus halepensis Mill."
 ]
}

 The dataset includes 380007 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018393-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxzhu4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrellia balciunasi Bock, 1990",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018403-250310093411724/datasets/export for details.
DOI: 10.15468/dl.j4yevw
title: Occurrence Download

description: A dataset containing 166394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-31.272 36.917,-25.028 36.917,-25.028 39.699,-31.272 39.699,-31.272 36.917))",
 "OccurrenceStatus is Present",
 "TaxonKey is Marchantiophyta"
 ]
}

 The dataset includes 166394 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018386-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6dkpd
title: Occurrence Download

description: A dataset containing 87247 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UMCS Entomological Collection"
 ]
}

 The dataset includes 87247 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018400-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/ecb02530-09fb-48e2-a5bc-b7f38778363d
title: Research data for supporting the PhD dissertation: Cryogenic 4Pi Single Molecule Localization Microscopy (Cryo-4Pi-SMLM): A 3D nanometer imaging technique

description: Research data for supporting the doctoral dissertation entitled "Cryogenic 4Pi Single Molecule Localization Microscopy (Cryo-4Pi-SMLM): A 3D nanometer imaging technique". The research is mainly about building and evaluating customized microscopes. The data are collected by recording fluorescent images or signals from customized microscopes.
DOI: 10.4121/ecb02530-09fb-48e2-a5bc-b7f38778363d.v1
title: Research data for supporting the PhD dissertation: Cryogenic 4Pi Single Molecule Localization Microscopy (Cryo-4Pi-SMLM): A 3D nanometer imaging technique

description: Research data for supporting the doctoral dissertation entitled "Cryogenic 4Pi Single Molecule Localization Microscopy (Cryo-4Pi-SMLM): A 3D nanometer imaging technique". The research is mainly about building and evaluating customized microscopes. The data are collected by recording fluorescent images or signals from customized microscopes.
DOI: 10.5281/zenodo.15056338
title: Gut-liver MOS rep3
DOI: 10.5281/zenodo.15056339
title: Gut-liver MOS rep3
DOI: 10.15468/dl.87gmxf
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "TaxonKey is Panthera pardus (Linnaeus, 1758)",
 "Year 1000-2000"
 ]
}

 The dataset includes 99 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018404-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reyf34
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trapelia M.Choisy, 1929"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018405-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.593s7e
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca arctoides (I.Geoffroy Saint-Hilaire, 1831)"
 ]
}

 The dataset includes 377 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257479-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jy8u8
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoolock hoolock (Harlan, 1834)"
 ]
}

 The dataset includes 294 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257345-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbz3h4
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca assamensis (McClelland, 1840)"
 ]
}

 The dataset includes 244 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257498-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crmerr
title: Occurrence Download

description: A dataset containing 1343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca leonina (Blyth, 1863)"
 ]
}

 The dataset includes 1343 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257501-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5aerz4
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca thibetana (A.Milne-Edwards, 1870)"
 ]
}

 The dataset includes 99 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257502-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5mw2w
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nycticebus bengalensis (Lacépède, 1800)"
 ]
}

 The dataset includes 135 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257511-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhqh5c
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachypithecus geei Khajuria, 1956"
 ]
}

 The dataset includes 77 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257514-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x89292
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachypithecus phayrei (Blyth, 1847)"
 ]
}

 The dataset includes 208 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257517-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cadqh
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachypithecus pileatus (Blyth, 1843)"
 ]
}

 The dataset includes 136 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257519-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhdked
title: Occurrence Download

description: A dataset containing 21032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Microtus agrestis (Linnaeus, 1761)"
 ]
}

 The dataset includes 21032 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018406-250310093411724/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.28628162
title: <b>Using a cash transfer plus SMS nudge package to improve the wellbeing among caregivers of adolescents living with HIV during the COVID-19 epidemic in South Africa: A pilot randomised controlled trial</b>

description: <b>Background: </b>The mental and financial strain linked to unpaid caregiving has been amplified during the COVID-19 pandemic. In sub-Saharan Africa, carers of adolescents living with HIV (ALHIV) are critical for maintenance of optimum HIV treatment outcomes. However, the ability of caregivers to provide quality care to ALHIV is undermined by their ability to maintain their own wellbeing due to lack of finances and poor mental health. Nudges are a behavioural economics strategy used to influence healthcare decision-making by targeting behavioural barriers. Nudges such as cash incentives and SMS reminders are linked to improved health and wellbeing. There is a lack of evidence on whether these nudges could promote caregiver wellbeing during COVID-19.<br><b>Objectives:</b> To compare the feasibility, acceptability and preliminary effectiveness of an economic incentive nudge package (cash + motivational SMS) for improving caregiver wellbeing.<br><b>Methods: </b>We conducted a pilot individual-randomised controlled trial (November 2021-March 2022), with N=100 caregivers of ALHIV (10–19-year-olds), sampled from HIV clinics in Durban, KwaZulu-Natal. Participants were randomly assigned to the intervention or control arm. The intervention arm (n=50) received an unconditional cash incentive (~ $23 USD) via mobile banking services and a positive wellbeing SMS per month, over a three-month period. The control arm (n=50) received one standard SMS encouraging linkage to care. The intervention was co-designed with our caregiver advisory board. The nudge targeted three behavioural economic principles (aspiration framing, altruism, loss aversion), drawing on facilitators of wellbeing in this setting. Participants were interviewed at baseline and end-line (12 weeks) to collect socio-demographic, health, and wellbeing data. The primary outcome was change in wellbeing measured using the Mental Health Continuum Short-Form. Caregivers (n=8) in each arm underwent in-depth interviews to understand lived experiences and perceptions of the intervention. An intention-to-treat analysis was conducted. Qualitative data were analysed using the framework method. For more information on the trial, contact Dr Darshini Govindasamy (Darshini.Govindasamy@mrc.ac.za).