cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/sv7fdvx8nh.1
title: Replication Data for: Integrative Multi-Omics, Deep Learning and Network Biology in Precision Oncology

description: Multiple genetic and epigenetic alterations characterize tumor progression and define the hallmarks of cancer. Precision oncology has evolved as a form of cancer therapy that focuses on the genetic and molecular profiling of tumors to identify specific molecular changes for personalized cancer treatment. Advances in high-throughput sequencing technologies have provided a huge amount of multiomic sequencing data contributing 
enormously to this development. Integrating and analyzing diverse multi-omics data using computational techniques, including artificial intelligence and deep learning, are crucial in this regard, as they can reveal critical molecular changes and alterations in signaling networks within tumors to help identify disease development patterns for better outcomes. Additionally, AI powered multi-omics and network biology have been effectively employed to decipher and exploit molecular networks for solving key problems facing precision oncology. This article aims to provide a scoping review of this area of cancer research in the context of cutting-edge developments in associated tools and techniques to better understand the scope and importance of precision oncology in realizing the intended goals.
DOI: 10.17632/45z7xpmttx
title: Knowledge Management Framework, Measurement Metrics, and Citation Functions: Communications and Multimedia Sector

description: This dataset has been compiled through a bibliometric literature review of highly cited publications from 1995 to 2025 in the communications and multimedia (C&M) sector, complemented by insights from knowledge management (KM) experts. It is structured around a KM framework that categorises practices into five domains: Creation, Storage, Dissemination, Utilisation, and Potential/Advanced KM (the latter evolving once the foundational four domains are established). Building on this framework, a set of measurement metrics has been developed to align with each KM practice. These metrics specify indicators, classify the type of measure (process or result), outline the method of assessment (quantitative, qualitative, or mixed-method), and provide supporting justification. Additionally, citation function information is documented alongside KM practices to guide technical enhancements, particularly for KM systems. Overall, the dataset serves as a foundational reference for C&M organisations seeking to initiate, strengthen, or formalise their KM efforts, offering a practical starting point for organisational development.
DOI: 10.17632/45z7xpmttx.1
title: Knowledge Management Framework, Measurement Metrics, and Citation Functions: Communications and Multimedia Sector

description: This dataset has been compiled through a bibliometric literature review of highly cited publications from 1995 to 2025 in the communications and multimedia (C&M) sector, complemented by insights from knowledge management (KM) experts. It is structured around a KM framework that categorises practices into five domains: Creation, Storage, Dissemination, Utilisation, and Potential/Advanced KM (the latter evolving once the foundational four domains are established). Building on this framework, a set of measurement metrics has been developed to align with each KM practice. These metrics specify indicators, classify the type of measure (process or result), outline the method of assessment (quantitative, qualitative, or mixed-method), and provide supporting justification. Additionally, citation function information is documented alongside KM practices to guide technical enhancements, particularly for KM systems. Overall, the dataset serves as a foundational reference for C&M organisations seeking to initiate, strengthen, or formalise their KM efforts, offering a practical starting point for organisational development.
DOI: 10.15468/dl.pvq8nh
title: Occurrence Download

description: A dataset containing 559521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, France)",
 "TaxonKey is Milvus milvus"
 ]
}

 The dataset includes 559521 records from 1956 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004713-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n75myb
title: Occurrence Download

description: A dataset containing 30087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sporobolus indicus"
 ]
}

 The dataset includes 30087 records from 971 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024660-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4mx9h
title: Occurrence Download

description: A dataset containing 11215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callosciurus erythraeus (Pallas, 1779)"
 ]
}

 The dataset includes 11215 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001183-250424135625364/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.29109152
title: SA2_prol_1

description: NU1 cells Chipseq data
DOI: 10.15468/dl.skmf2b
title: Occurrence Download

description: A dataset containing 253944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 253944 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009686-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsh8vu
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-7.51205 42.36357,-3.92294 42.36357,-3.92294 43.80047,-7.51205 43.80047,-7.51205 42.36357))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus Latreille, 1802"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009701-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rv8py
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus gaudichaudii"
 ]
}

 The dataset includes 421 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030930-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqgaze
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.9_1",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Empidonax virescens"
 ]
}

 The dataset includes 131 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030929-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17185/duepublico/84392
title: German News Portals: The Linked Domains In Their Articles

description: The dataset was created to investigate the linking behavior of 12 of the largest German news portals, with the goal of understanding how they connect to other online resources. Specifically, this study aims to examine whether the number of links correlates with other variables such as article title, keywords, section, and length. By analyzing these relationships, we hope to gain insights into the factors that influence the linking behavior of news portals. The data was automatically scraped using a web crawler implemented in Python. For copyright reasons, the article texts are not included.
DOI: 10.15468/dl.wbwams
title: Occurrence Download

description: A dataset containing 1796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((125.59833 31.26817,122.33087 37.09277,112.5285 39.79199,103.1523 39.22374,98.74832 30.55786,97.90692 25.28606,107.85137 18.18291,121.77355 17.33052,127.59819 20.74005,125.59833 31.26817))",
 "TaxonKey is Hibiscus syriacus"
 ]
}

 The dataset includes 1796 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030932-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15792825
title: Tibetan STR Dataset for Natural Scene Text

description: The development of Tibetan scene text recognition systems has been significantly constrained by the absence of large-scale annotated datasets. Unlike well-resourced languages such as English and Chinese, Tibetan STR research lacks standardized evaluation protocols and sufficient training data. To address this critical infrastructure gap, we introduce TibNST, a large-scale dataset specifically designed for Tibetan natural scene text recognition.

The TibNST dataset comprises 2,049 meticulously collected Tibetan natural scene images representing diverse real-world scenarios. Data collection encompasses multiple authentic sources including street signs, temple plaques, commercial signboards, and handwritten texts on walls and public displays. Images were captured across various lighting conditions, viewing angles, and environmental settings, resulting in comprehensive coverage of complex backgrounds, illumination changes, rotational distortions, blur effects, and natural interferences commonly encountered in practical applications.

Professional annotation was conducted using LabelStudio, with text content transcribed as Unicode encoding sequences by native Tibetan speakers with expertise in traditional and modern scripts. The dataset contains 45,473 characters in total, with text instances ranging from 1 to 92 characters per image, exhibiting diverse character styles with characteristic structural stacking and stroke adhesion features. The annotated samples demonstrate substantial variation in font styles, character sizes, and layout orientations, including stretched text, internal and external ligatures, and diagonal arrangements, making the recognition task considerably more complex than conventional printed text. Detailed dataset analysis is provided in Appendix B.
DOI: 10.5281/zenodo.17599952
title: Tibetan STR Dataset for Natural Scene Text

description: The development of Tibetan scene text recognition systems has been significantly constrained by the absence of large-scale annotated datasets. Unlike well-resourced languages such as English and Chinese, Tibetan STR research lacks standardized evaluation protocols and sufficient training data. To address this critical infrastructure gap, we introduce TibNST, a large-scale dataset specifically designed for Tibetan natural scene text recognition.

The TibNST dataset comprises 2,049 meticulously collected Tibetan natural scene images representing diverse real-world scenarios. Data collection encompasses multiple authentic sources including street signs, temple plaques, commercial signboards, and handwritten texts on walls and public displays. Images were captured across various lighting conditions, viewing angles, and environmental settings, resulting in comprehensive coverage of complex backgrounds, illumination changes, rotational distortions, blur effects, and natural interferences commonly encountered in practical applications.

Professional annotation was conducted using LabelStudio, with text content transcribed as Unicode encoding sequences by native Tibetan speakers with expertise in traditional and modern scripts. The dataset contains 45,473 characters in total, with text instances ranging from 1 to 92 characters per image, exhibiting diverse character styles with characteristic structural stacking and stroke adhesion features. The annotated samples demonstrate substantial variation in font styles, character sizes, and layout orientations, including stretched text, internal and external ligatures, and diagonal arrangements, making the recognition task considerably more complex than conventional printed text. Detailed dataset analysis is provided in Appendix B.
DOI: 10.15468/dl.7ezza2
title: Occurrence Download

description: A dataset containing 21299 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Meetnetten.be - Egg counts for butterflies in Flanders, Belgium"
 ]
}

 The dataset includes 21299 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030934-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzr6us
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus grandis"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030937-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600096
title: Dataset for drevalpy

description: All preprocessing details can be found in https://github.com/daisybio/preprocess_drp_dataor at https://github.com/daisybio/drevalpy

News:



2 new datasets: BeatAML2 and PDX_Bruna

Corrected wrong original AUC values of CTRPv2

Added MolGNet model to meta

Updated gene lists: intersection gene lists now also intersect BeatAML2 and PDX_Bruna. Reduced gene lists only contain genes contained in all datasets.
DOI: 10.6084/m9.figshare.29019212.v1
title: Supplementary Figures and Tables for [Coordinated Operation of Distribution Network and Microgrids: Intraday Optimal Dispatch Based on Flexible Operation Region].

description: The data of a 33-node distribution network and two 7-node microgrids is attached.<br>Contains 4 high-resolution figures (PNG) and 10 tables (XLSX).<br>
DOI: 10.5281/zenodo.17510376
title: The Saewetern Hypothesis and the Enigma of 3I/ATLAS

description: An independent hypothesis proposing the existence of the self-healing metallic alloy Saewetern in connection with the anomalous interstellar object 3I/ATLAS, developed and published by Shahram Shahidi Zadeh, Melbourne, 3 November 2025.
DOI: 10.5281/zenodo.17510375
title: The Saewetern Hypothesis and the Enigma of 3I/ATLAS

description: An independent hypothesis proposing the existence of the self-healing metallic alloy Saewetern in connection with the anomalous interstellar object 3I/ATLAS, developed and published by Shahram Shahidi Zadeh, Melbourne, 3 November 2025.
DOI: 10.15468/dl.qxmvuc
title: Occurrence Download

description: A dataset containing 839146537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-54.92259 32.17542,54.75382 32.17542,54.75382 84.97931,-54.92259 84.97931,-54.92259 32.17542))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Animalia, Craniella armata, Macandrewia yapensis, Craniella lissi, Craniella abyssorum, Macandrewia minima, Macandrewia schusterae, Craniella baeri, Craniella curviclada, Craniella crustocorticata, Craniella neocaledonica, Craniella hamatum, Craniella ovata, Geodia hentscheli, Craniella oxeata, Craniella coxii, Craniella monodi, Craniella longipilis, Geodia phlegraei, Craniella disigma, Macandrewia clavatella, Craniella azorica, Craniella australis, Macandrewia ramosa, Geodia parva, Craniella prosperiaradix, Craniella polyura, Craniella metaclada, Craniella lentisimilis, Craniella lentiformis, Craniella lens, Craniella insidiosa, Craniella globosa, Craniella elegans, Craniella cranium, Craniella craniana, Craniella carteri, Craniella atropurpurea, Craniella arb, Craniella abracadabra, Macandrewia spinifoliata, Macandrewia rigida, Macandrewia auris, Neophrissospongia nolitangere, Macandrewia robusta, Macandrewia azorica, Geodia macandrewii, Geodia barretti, Geodia atlantica, Stryphnus fortis, Stelletta rhaphidiophora, Stelletta normani, Neoschrammeniella, Leiodermatium, Thenea)"
 ]
}

 The dataset includes 839146537 records from 29614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030670-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d43a3f
title: Occurrence Download

description: A dataset containing 600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Lactuca tatarica (L.) C.A.Mey.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 600 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009841-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2tmw2
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Avicularia rufa Schiapelli & Gerschman, 1945"
 ]
}

 The dataset includes 153 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009843-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3eknh
title: Occurrence Download

description: A dataset containing 3732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-25.24281 36.86373,-24.9487 36.86373,-24.9487 37.10736,-25.24281 37.10736,-25.24281 36.86373))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 3732 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009541-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6krcj
title: Occurrence Download

description: A dataset containing 1062753 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 1062753 records from 1117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004169-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17689901
title: Dataset: An influential biodiversity market may not direct investment toward habitats of national importance

description: Dataset used for the analyses in the paper: An influential biodiversity market may not direct investment toward habitats of national importance
DOI: 10.5281/zenodo.17689902
title: Dataset: An influential biodiversity market may not direct investment toward habitats of national importance

description: Dataset used for the analyses in the paper: An influential biodiversity market may not direct investment toward habitats of national importance
DOI: 10.15468/dl.9uqvt9
title: Occurrence Download

description: A dataset containing 8112327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8112327 records from 2387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004162-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z97j42
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia libera"
 ]
}

 The dataset includes 46 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006661-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ju7gg
title: Occurrence Download

description: A dataset containing 1395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hexagonia"
 ]
}

 The dataset includes 1395 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006662-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc68bt
title: Occurrence Download

description: A dataset containing 72202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scomber scombrus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2009"
 ]
}

 The dataset includes 72202 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006655-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycsgsn
title: Occurrence Download

description: A dataset containing 2211608 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 (Siluriformes, Salmoniformes)",
 "Year 2002-2024"
 ]
}

 The dataset includes 2211608 records from 785 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006658-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd9c5q
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio"
 ]
}

 The dataset includes 236 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006664-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.