cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w8pch9m9w9.2
title: Machine Learning driven ATR-FTIR spectroscopy correlated with metabolic profiling of lipids - Changes in phospholipids-lipids balance in heart and liver caused by diabetes

description: FTIR ATR spectra of diabetic and control samples of homogenated heart and liver organs. These data were used in publication "Changes in phospholipids-lipids balance in heart and liver caused by diabetes. ATR-FTIR study analyzed by machine learning and correlated with metabolic profiling of lipids". These spectra are already preprocessed. The file contains the spectra used for the figures and is named as such (Fig 1a, 1b). Machine learning was performed on the data showed in the Fig "2a" and "2b".
DOI: 10.17632/sd53dj5m5d
title: Supplementary Tables for: Dermatologic signs of eating disorders: A systematic review of clinical presentations and outcomes

description: Supplementary tables supporting the article “Dermatologic signs of eating disorders: A systematic review of clinical presentations and outcomes” submitted to JAAD Reviews.
DOI: 10.17632/sd53dj5m5d.1
title: Supplementary Tables for: Dermatologic signs of eating disorders: A systematic review of clinical presentations and outcomes

description: Supplementary tables supporting the article “Dermatologic signs of eating disorders: A systematic review of clinical presentations and outcomes” submitted to JAAD Reviews.
DOI: 10.15468/dl.e66wv8
title: Occurrence Download

description: A dataset containing 5646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crepis mollis)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 5646 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007832-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qn97bk
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boyania colombiana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007833-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufrdm8
title: Occurrence Download

description: A dataset containing 890757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Butterfly distribution records for the UK from Butterfly Conservation, up to 2019",
 "TaxonKey is Hesperiidae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 890757 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007821-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22bsnu
title: Occurrence Download

description: A dataset containing 29572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crepis paludosa)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 29572 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007834-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjnj4b
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-52.33032 -23.85739,-52.29878 -23.87433,-52.28807 -23.85633,-52.28373 -23.84415,-52.2681 -23.83886,-52.25652 -23.82403,-52.24842 -23.81609,-52.2244 -23.81185,-52.20877 -23.79888,-52.20211 -23.78378,-52.19401 -23.76551,-52.17577 -23.74855,-52.15291 -23.73266,-52.13748 -23.72155,-52.13152 -23.69084,-52.14939 -23.68619,-52.15822 -23.67852,-52.16263 -23.67326,-52.17521 -23.68539,-52.1805 -23.71286,-52.19286 -23.71811,-52.22643 -23.74865,-52.23449 -23.77447,-52.24993 -23.78185,-52.27848 -23.78861,-52.29964 -23.8092,-52.3208 -23.82272,-52.33032 -23.85739))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 87 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007835-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tjp3y8h46z
title: DCPL

description: This study constructs a new dataset named Documents with Complex Page Layouts (DCPL). The dataset consists of grayscale scanned images of real documents, covering various types such as journals, magazines, and academic papers. It features diverse layout styles and heterogeneous content structures. The documents include formulas, tables, illustrations, and multilingual text, with languages including but not limited to English, Chinese, and Russian.
The page layouts exhibit complex and highly variable structures, including two-column formats, embedded images and text, mixed text–image arrangements, and irregular paragraph layouts, effectively representing a wide range of document styles encountered in real-world scenarios. The entire DCPL dataset contains 900 document pages.
DOI: 10.17632/tjp3y8h46z.2
title: DCPL

description: This study constructs a new dataset named Documents with Complex Page Layouts (DCPL). The dataset consists of grayscale scanned images of real documents, covering various types such as journals, magazines, and academic papers. It features diverse layout styles and heterogeneous content structures. The documents include formulas, tables, illustrations, and multilingual text, with languages including but not limited to English, Chinese, and Russian.
The page layouts exhibit complex and highly variable structures, including two-column formats, embedded images and text, mixed text–image arrangements, and irregular paragraph layouts, effectively representing a wide range of document styles encountered in real-world scenarios. The entire DCPL dataset contains 900 document pages.
DOI: 10.15468/dl.dcv9vj
title: Occurrence Download

description: A dataset containing 1136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crepis praemorsa, Crepis praemorsa, Crepis praemorsa)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1136 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007836-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/85sbb586b5
title: Raw data for Erbin

description: Raw data for Erbin manuscript
DOI: 10.17632/85sbb586b5.1
title: Raw data for Erbin

description: Raw data for Erbin manuscript
DOI: 10.5281/zenodo.18424171
title: Emergency Obstetric Care Access Deprivation Modelled Dataset in Harare, Zimbabwe

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to Emergency Obstetric Care. It is a spatial representation of how women of childbearing age (16-49 years) can reach, choose and receive obstetric care during an emergency. In particular, the model aims to depict how these access might impact women during the critical interpartum and delivery phases. These phases have been prioritised considering community priorities and the high levels of maternal mortality in the study areas.
DOI: 10.5281/zenodo.18424172
title: Emergency Obstetric Care Access Deprivation Modelled Dataset in Harare, Zimbabwe

description: Produced as part of the IDEAMAPS Data Ecosystem project, this dataset maps the degree of access deprivation to Emergency Obstetric Care. It is a spatial representation of how women of childbearing age (16-49 years) can reach, choose and receive obstetric care during an emergency. In particular, the model aims to depict how these access might impact women during the critical interpartum and delivery phases. These phases have been prioritised considering community priorities and the high levels of maternal mortality in the study areas.
DOI: 10.15468/dl.cufj54
title: Occurrence Download

description: A dataset containing 9329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erythronium grandiflorum",
 "Year 1990-2026"
 ]
}

 The dataset includes 9329 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007838-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7wugt
title: Occurrence Download

description: A dataset containing 1702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crepis pyrenaica, Crepis grandiflora, Crepis grandiflora, Crepis grandiflora, Crepis grandiflora)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1702 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007839-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jscdh
title: Occurrence Download

description: A dataset containing 2285250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2025-2026"
 ]
}

 The dataset includes 2285250 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007814-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjswf2
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Albania",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brassica"
 ]
}

 The dataset includes 44 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007841-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mm6j95wg2n
title: Robust SSVEP dataset

description: We collect an 20-class SSVEP dataset to evaluate continuous decoding under a more challenging and practically relevant command space. Ten participants with normal or corrected-to-normal vision were seated approximately 60 cm from the display. Each participant completed 15 blocks, and each block consisted of 20 trials corresponding to 20 stimulus targets. In each trial, a target was randomly cued for 1 s (via a red visual cue) to allow gaze shifting, followed by a 4-s stimulation period during which the target flickered, and participants were instructed to maintain continuous attention on the target while avoiding blinking and body movements. The stimulation frequencies ranged from 8.0 Hz to 15.6 Hz with a 0.4 Hz step, using sinusoidal flicker with joint phase coding. EEG data were acquired using a Neuracle system from nine channels (O1, Oz, O2, PO3, POz, PO4, PO7, PO8, Pz). The raw signals were sampled at 1000 Hz and then downsampled to 256 Hz. We apply a 50 Hz notch filter to mitigate power-line interference, followed by a fourth-order Butterworth bandpass filter of 5–80 Hz.
DOI: 10.17632/mm6j95wg2n.1
title: Robust SSVEP dataset

description: We collect an 20-class SSVEP dataset to evaluate continuous decoding under a more challenging and practically relevant command space. Ten participants with normal or corrected-to-normal vision were seated approximately 60 cm from the display. Each participant completed 15 blocks, and each block consisted of 20 trials corresponding to 20 stimulus targets. In each trial, a target was randomly cued for 1 s (via a red visual cue) to allow gaze shifting, followed by a 4-s stimulation period during which the target flickered, and participants were instructed to maintain continuous attention on the target while avoiding blinking and body movements. The stimulation frequencies ranged from 8.0 Hz to 15.6 Hz with a 0.4 Hz step, using sinusoidal flicker with joint phase coding. EEG data were acquired using a Neuracle system from nine channels (O1, Oz, O2, PO3, POz, PO4, PO7, PO8, Pz). The raw signals were sampled at 1000 Hz and then downsampled to 256 Hz. We apply a 50 Hz notch filter to mitigate power-line interference, followed by a fourth-order Butterworth bandpass filter of 5–80 Hz.
DOI: 10.5281/zenodo.18461521
title: Reentrant superconductivity and Stoner boundaries in twisted $\text{WSe}_2$

description: Base code (Python+TRIQS), data and notebooks (Python) to reproduce all figures of the work entitled "Reentrant superconductivity and Stoner boundaries in twisted $\text{WSe}_2$".
DOI: 10.5281/zenodo.18461522
title: Reentrant superconductivity and Stoner boundaries in twisted $\text{WSe}_2$

description: Base code (Python+TRIQS), data and notebooks (Python) to reproduce all figures of the work entitled "Reentrant superconductivity and Stoner boundaries in twisted $\text{WSe}_2$".
DOI: 10.15468/dl.tfptte
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachyotum quinquenerve",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 284 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007840-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18461785
title: SOCIO-PSYCHOLOGICAL ASPECTS OF THE FORMATION AND DEVELOPMENT OF THE SYSTEM OF INTERPERSONAL RELATIONS AMONG ENTREPRENEURS

description: In the context of entrepreneurial activity, the formation and development of the system of interpersonal relations are based on social cooperation, mutual trust, and a well-established culture of communication. In particular, relationships between managers and employees, as well as between entrepreneurs and clients, serve as key factors ensuring the stability and effectiveness of the entrepreneurial environment. The main objective of this study is to analyze the interrelationship between psychological factors and social relations within business processes. The success of entrepreneurial activity largely depends on the quality of interpersonal communication, the socio-psychological climate within the team, the level of cooperation, and the applied management strategies. The system of interpersonal relations develops through several successive stages, including the establishment of initial social contacts, the formation of open and trust-based communication, constructive resolution of problematic situations, the development of sustainable cooperation, and the enhancement of social responsibility.
DOI: 10.5281/zenodo.18461786
title: SOCIO-PSYCHOLOGICAL ASPECTS OF THE FORMATION AND DEVELOPMENT OF THE SYSTEM OF INTERPERSONAL RELATIONS AMONG ENTREPRENEURS

description: In the context of entrepreneurial activity, the formation and development of the system of interpersonal relations are based on social cooperation, mutual trust, and a well-established culture of communication. In particular, relationships between managers and employees, as well as between entrepreneurs and clients, serve as key factors ensuring the stability and effectiveness of the entrepreneurial environment. The main objective of this study is to analyze the interrelationship between psychological factors and social relations within business processes. The success of entrepreneurial activity largely depends on the quality of interpersonal communication, the socio-psychological climate within the team, the level of cooperation, and the applied management strategies. The system of interpersonal relations develops through several successive stages, including the establishment of initial social contacts, the formation of open and trust-based communication, constructive resolution of problematic situations, the development of sustainable cooperation, and the enhancement of social responsibility.
DOI: 10.15468/dl.wxt5x3
title: Occurrence Download

description: A dataset containing 3616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Butterfly distribution records for the UK from Butterfly Conservation, up to 2019",
 "TaxonKey is Papilionidae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 3616 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007842-260129131611470/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/14712118
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.yrsf6j
title: Occurrence Download

description: A dataset containing 11166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cruciata laevipes, Galium cruciata)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 11166 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007844-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18460855
title: A Framework for Ethical AI...

description: We present SOFIEL (Symbolic Ontological Framework for Integrated Emergent Linguistics), an experimental AI architecture that addresses three critical gaps in current Large Language Model (LLM) deployments: (1) the lack of persistent, user-owned memory across sessions, (2) the absence of adaptive personality mechanisms, and (3) insufficient user control over AI-generated data. SOFIEL introduces a multi-tiered memory system with semantic vector search, a trait evolution engine, and an ethical governance model that prioritizes user data sovereignty. We describe the system architecture, detail the ethical principles embedded in its design, and propose an evaluation framework for future validation. The system is open-source and designed for self-hosting, eliminating mandatory cloud dependencies.
DOI: 10.5281/zenodo.18460856
title: A Framework for Ethical AI...

description: We present SOFIEL (Symbolic Ontological Framework for Integrated Emergent Linguistics), an experimental AI architecture that addresses three critical gaps in current Large Language Model (LLM) deployments: (1) the lack of persistent, user-owned memory across sessions, (2) the absence of adaptive personality mechanisms, and (3) insufficient user control over AI-generated data. SOFIEL introduces a multi-tiered memory system with semantic vector search, a trait evolution engine, and an ethical governance model that prioritizes user data sovereignty. We describe the system architecture, detail the ethical principles embedded in its design, and propose an evaluation framework for future validation. The system is open-source and designed for self-hosting, eliminating mandatory cloud dependencies.
DOI: 10.15468/dl.q56u4k
title: Occurrence Download

description: A dataset containing 4726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crocus albiflorus, Crocus albiflorus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus, Crocus vernus)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 4726 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007843-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/v86d3nh64y.1
title: Motivations for Pornography Use and Hypergender Ideologies: The Mediating Role of Content Theme and the Moderating Role of Perceived Realism.

description: Database for Motivations for Pornography Use and Hypergender Ideologies: The Mediating Role of Content Theme and the Moderating Role of Perceived Realism. study
DOI: 10.15468/dl.cxrnn5
title: Occurrence Download

description: A dataset containing 75288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((14.423000 47.506000, 14.808000 47.506000, 14.808000 47.652000, 14.423000 47.652000, 14.423000 47.506000))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 75288 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007716-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jjbqq
title: Occurrence Download

description: A dataset containing 1713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuscuta epithymum, Cuscuta epithymum, Cuscuta epithymum, Cuscuta epithymum, Cuscuta epithymum, Cuscuta epithymum, Cuscuta epithymum, Cuscuta epithymum, Cuscuta trifolii)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1713 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007845-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.