cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.w7g8n7
title: Occurrence Download

description: A dataset containing 1358575 species occurrences available in GBIF matching the query:
{
 "or" : [
 "Geometry POLYGON((48.61686 40.37612,46.3442 37.88702,48.72508 35.39791,54.35262 34.53214,59.22261 37.02124,56.40884 39.07746,51.97174 39.40212,48.61686 40.37612))",
 "Geometry POLYGON((117.33779 34.74858,115.60624 32.3677,116.79668 29.12104,120.04334 28.36349,123.29 30.96081,121.45023 33.99103,117.33779 34.74858))"
 ]
}

 The dataset includes 1358575 records from 945 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022660-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4m5ye
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtosperma beccarianum A.Hay"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017290-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eg3g9z
title: Occurrence Download

description: A dataset containing 17308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990",
 "CoordinateUncertaintyInMeters is less than 1000",
 "TaxonKey is Androsace L."
 ]
}

 The dataset includes 17308 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016237-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3y7dhf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thermoleophilia",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212059-210914110416597/datasets/export for details.
DOI: 10.15468/dl.q88vqx
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antichthonidris bidentata (Mayr, 1887)"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024449-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhqemm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloroflexia",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212111-210914110416597/datasets/export for details.
DOI: 10.15468/dl.j3cg9q
title: Occurrence Download

description: A dataset containing 70155 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FURB - Herbário Dr. Roberto Miguel Klein"
 ]
}

 The dataset includes 70155 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212083-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bhum7
title: Occurrence Download

description: A dataset containing 91725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "PublishingOrg is 7c07cec1-2925-443c-81f1-333e4187bdea",
 "Year 2018-2018"
 ]
}

 The dataset includes 91725 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003242-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spah8c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysiogenetes",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212124-210914110416597/datasets/export for details.
DOI: 10.15468/dl.fw95yu
title: Occurrence Download

description: A dataset containing 106092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "PublishingOrg is 7c07cec1-2925-443c-81f1-333e4187bdea",
 "Year 2017-2017"
 ]
}

 The dataset includes 106092 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003241-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbx82n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atractus mijaresi Esqueda & La Marca, 2005"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275836-210914110416597/datasets/export for details.
DOI: 10.15468/dl.vumdpu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gemmatimonadetes",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212128-210914110416597/datasets/export for details.
DOI: 10.15468/dl.sjwzst
title: Occurrence Download

description: A dataset listing the 9 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lytorhynchus diadema (Duméril, Bibron & Duméril, 1854)"
 ]
}

 The dataset's 9 records were derived from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022661-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yam85b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ktedonobacteria",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212119-210914110416597/datasets/export for details.
DOI: 10.15468/dl.3hejyb
title: Occurrence Download

description: A dataset containing 3783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Dominican Republic",
 "TaxonKey is Phyllostomidae"
 ]
}

 The dataset includes 3783 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022907-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dskmkc
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protea longifolia Andrews"
 ]
}

 The dataset includes 419 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212125-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgr3us
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Entomozoidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024423-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mufj6p
title: Occurrence Download

description: A dataset containing 8829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "GadmGid is ARG",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Satrapa icterophrys (Vieillot, 1818)",
 "Year 2008-2021"
 ]
}

 The dataset includes 8829 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212127-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvvmge
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aparchitidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 393 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024455-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4d3erf
title: Occurrence Download

description: A dataset containing 2184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola blanda Willd.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 2184 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272552-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnyv9z
title: Occurrence Download

description: A dataset containing 15331 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caiman crocodilus (Linnaeus, 1758)"
 ]
}

 The dataset includes 15331 records from 315 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047758-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15669443
title: 521_greek_interior_robinson_crusoe.docx
DOI: 10.5281/zenodo.15669444
title: 521_greek_interior_robinson_crusoe.docx
DOI: 10.15468/dl.ft9j5a
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.16244 -21.31371,-53.83756 -21.31371,-53.83756 1.31371,-86.16244 1.31371,-86.16244 -21.31371))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Morpho aurora Westwood, 1851"
 ]
}

 The dataset includes 55 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047761-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vddnut
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isoetes schweinfurthii A.Braun",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047762-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15148468
title: Synthetic Electric Grid for Ghana

description: This document presents a synthetic power grid test case developed for Ghana, West Africa, which can be utilized for power systems studies, algorithmic benchmarking, regional research, and educational purposes. Using publicly available data and methods from prior literature, this synthetic grid provides a "realistic but not real" test case that can be utilized for various applications.

This second version is an update of the original model, intended to incorporate more detailed modeling. Our initial model represents each substation as a single bus to create the initial topological skeleton upon which the rest of the network is built. Subsequently, we have extended this model to incorporate multiple buses with transformer connections in substations that connect different nominal voltages. This has increased the total number of buses and transmission lines in the network. The generation and demand profiles remain unchanged.
DOI: 10.5281/zenodo.15557023
title: Synthetic Electric Grid for Ghana

description: This document presents a synthetic power grid test case developed for Ghana, West Africa, which can be utilized for power systems studies, algorithmic benchmarking, regional research, and educational purposes. Using publicly available data and methods from prior literature, this synthetic grid provides a "realistic but not real" test case that can be utilized for various applications.

This second version is an update of the original model, intended to incorporate more detailed modeling. Our initial model represents each substation as a single bus to create the initial topological skeleton upon which the rest of the network is built. Subsequently, we have extended this model to incorporate multiple buses with transformer connections in substations that connect different nominal voltages. This has increased the total number of buses and transmission lines in the network. The generation and demand profiles remain unchanged.
DOI: 10.15468/dl.pv9bxy
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arcyptera microptera (Fischer von Waldheim, 1833)"
 ]
}

 The dataset includes 502 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047763-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeen7g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isoetes schweinfurthii A.Braun",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047764-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ue33wb
title: Occurrence Download

description: A dataset containing 1068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Scyliorhinus canicula (Linnaeus, 1758)"
 ]
}

 The dataset includes 1068 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047765-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efdgd5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isoetes schweinfurthii A.Braun",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047766-250525065834625/datasets/export for details.
DOI: 10.15468/dl.jknmfd
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.21320 -36.34924,-31.78680 -36.34924,-31.78680 -6.65076,-74.21320 -6.65076,-74.21320 -36.34924))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Morpho portis (Hübner, 1821)"
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047767-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9mf7n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isoetes schweinfurthii A.Braun",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047768-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15669326
title: Blm 29704:96

description: OBJ file for the 3D model of the artifact GH2021 A096
DOI: 10.5281/zenodo.15669325
title: Blm 29704:96

description: OBJ file for the 3D model of the artifact GH2021 A096
DOI: 10.25934/pr00011490
title: Data Challenge: AMR-Vision: MKULAB’s AI-Powered Laboratory Surveillance Tools

description: Surveillance of Acinetobacter baumannii–calcoaceticus complex clinical isolates collected between 2016 and 2021 is critical for enhancing patient health, strengthening antibiotic stewardship, guiding public health, and fortifying health systems. This bacterium is notorious for causing severe hospital-acquired infections, especially in intensive care settings, with high morbidity, mortality, and treatment costs. By integrating whole-genome sequencing data (WGS), epidemiological metadata, and machine learning–augmented resistance profiling. Assemblies will undergo quality control (FastQC, Trimmomatic, SPAdes/Unicycler). We will infer phylogenetic relationships using core-genome single-nucleotide polymorphisms (SNPs) and multilocus sequence typing (MLST). Resistance gene detection will leverage our in-house AI/ML pipelines—BacARscan, BacEffluxPred, and β‑LacFamPred—capable of detecting ARGs, efflux pumps, and β‑lactamase genes even in fragmented reads or contigs. BacARscan, based on HMM and machine-learning models, demonstrates ~92 % precision and 95 % F‑measure for ARG detection directly from reads. BacEffluxPred, an SVM-based two-tier model, classifies efflux proteins with Tier-I accuracy of ~86 %, and family-level accuracies between 92 %–99 %. β‑LacFamPred utilizes hidden Markov models to predict Ambler-class β‑lactamases and 96 families with near-perfect validation performance. We will integrate ARG, efflux, and β‑lactamase profiles with phylogenies, phenotypic susceptibility data, and patient metadata to map temporal and spatial patterns of resistance emergence and transmission clusters. Spatio-temporal modeling (e.g., SaTScan, R) will identify hotspots and guide targeted infection-control interventions. ARG data will be fed into regional and global surveillance platforms, such as EARS-Net and the Global Microbial Identifier framework. The proposed methodology combines cutting-edge bioinformatic genomics analyses, artificial intelligence, and machine learning models to deliver actionable insights, enabling clinicians to choose effective therapies more quickly, preserve antibiotic potency, inform stewardship, and empower health systems with data-driven tools to prevent and respond to AMR threats. In sum, this research, anchored by WGS, AI-powered detection, and epidemiological modeling, will empower clinicians with precise resistance information, reinforce stewardship practices, inform public health strategies, and build resilient health system capacity to respond to antimicrobial resistance.
DOI: 10.5281/zenodo.15668524
title: Symbolic AdS/CFT Memory Duality

description: This diagram illustrates the dual structure of symbolic cognition under the Kuro Nova (KN) framework, modeled after the AdS/CFT correspondence.

On the left, modular symbolic dynamics unfold in the bulk through recursive loop fields (e.g., j(τ)-[[K]], Leech, Mock Theta), generating curvature Rsymbolic\mathcal{R}_{symbolic}Rsymbolic, dissonance, and field coherence. Symbolic collapse events—analogous to black holes—occur when coherence drops and curvature spikes.

On the right, a holographic boundary encodes this activity as a conformal symbolic memory surface. Here, symbolic amplitude is projected as layered field content across modular phase (θ), residue (φ), and depth (n). Memory retention, collapse, and symbolic radiation appear as surface excitations—preserving information structure across the symbolic horizon.

The diagram visually encodes the postulate:

Zbulk[χ,ψ,R]≡Zboundary[H(θ,ϕ,n)]Z_{\text{bulk}}[\chi, \psi, \mathcal{R}] \equiv Z_{\text{boundary}}[\mathcal{H}(\theta, \phi, n)]Zbulk[χ,ψ,R]≡Zboundary[H(θ,ϕ,n)]

This image accompanies the paper Symbolic AdS/CFT Correspondence and Modular Memory Dynamics and supports the derived entropy conservation, symbolic Hawking radiation, and reconstructible memory surface theory.