cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29898572.v1
title: Quantifying interobserver variability and its anatomical distribution in routine echocardiography: consequences for metric reliability and statistical power

description: Manual delineation of cardiac structures in echocardiography is central to clinical assessment, yet interobserver variability remains poorly characterized in real-world settings. This variability can undermine the reliability of clinical metrics and compromise the design of studies with echocardiography-based endpoints. This study aims to quantify interobserver variability in routine echocardiography, evaluate its impact on clinical metrics and statistical power, and identify anatomical contributors to segmentation error. End-systolic and end-diastolic frames from apical 4- and 2-chamber views in transthoracic sequences were manually segmented by experienced sonographers. Two complementary experiments were conducted: (a) a dataset of 628 patients, of which 287 patient studies were annotated by two observers, and (b) a subset of 10 studies annotated by 35 observers and an expert committee. Interobserver variability was assessed using intraclass correlation coefficients (ICC), coefficients of variation (CV), and a simulation-based analysis of statistical power. A model-derived proxy for CV was introduced to address limitations in sparsely annotated designs. Observer variance components were reported for 20 clinical metrics. Key clinical metrics, including left ventricular ejection fraction and fractional area change, showed low reliability (ICC &lt; 0.50), even after accounting for wide population variance ranges. Observer variability significantly inflated sample size requirements, with power reductions of up to 50% in typical trial scenarios. Anatomical analysis revealed systematic error patterns, with highest discrepancies in apical segments, suggesting that targeted training and standardized protocols may improve reproducibility. Our results offer quantitative references for designing more robust clinical studies and highlight the need for automated or semi-automated segmentation tools in routine practice.
DOI: 10.3535/7m9-6j7-dcg
title: Pseudopomatias Möllendorff, 1885

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n2x-7kk-waa
title: Euspira nitida (Donovan, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x34-4fs-rkw
title: Pomacea Perry, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b6n-gnl-ffv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gep-nle-8e6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7aw-4bw-ygz
title: Orthoyoldia solenoides (Dall, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jr1-rj0-rrf
title: Monodonta perplexa Pilsbry, 1889

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/km1-rct-ka6
title: Albinaria hippolyti aphrodite (O. Boettger, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l08-s4h-y3b
title: Naria nebrites (Melvill, 1888)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lxp-8bk-axg
title: Macrogastra plicatula plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/930-e9w-wry
title: Mulderia robertsoni (van Regteren Altena, 1975)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b8y-qhq-ed9
title: Xeropicta derbentina (Krynicki, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0e3-39j-k0s
title: Macrogastra attenuata lineolata (Held, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8p1-mcg-759
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2p-vss-hq1
title: Pupina orophila van Benthem Jutting, 1963

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bb4-vzg-4dn
title: Stenostylus meleagris (L. Pfeiffer, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/528-fsc-1k1
title: Clessinia doellojuradoi (Parodiz, 1941)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xca-6tb-92w
title: Stagnicola palustris (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb8-vc9-3ml
title: Incidostoma morrisoni (van Regteren Altena, 1974)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/106-bgt-d27
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.86p27h
title: Occurrence Download

description: A dataset containing 2661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Gyps fulvus, Neophron percnopterus, Aegypius monachus, Gypaetus barbatus)"
 ]
}

 The dataset includes 2661 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028765-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15267501
title: Aditional Appendix_chapterII PhD Benavides Frias
DOI: 10.5281/zenodo.15267502
title: Aditional Appendix_chapterII PhD Benavides Frias
DOI: 10.15468/dl.xqex96
title: Occurrence Download

description: A dataset containing 20789659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "Geometry POLYGON((-180 -58,180 -58,180 84,-180 84,-180 -58))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Animalia, Plantae)",
 "Year is 2019"
 ]
}

 The dataset includes 20789659 records from 748 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027811-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va3t6d
title: Occurrence Download

description: A dataset containing 1620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer cappadocicum Gled.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1620 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027838-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9a5sau
title: Occurrence Download

description: A dataset containing 300769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (BRN, MYS.14_1, MYS.13_1, IDN.12_1, IDN.13_1, IDN.14_1, IDN.34_1, IDN.35_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 300769 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027826-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0005484
title: 2022年黄河口及莱州湾水域浮游微生物监测及水体理化性质数据集
DOI: 10.5281/zenodo.15174005
title: TECHNOGEST project. Task 3: Modeling of application of combined fermentation and HMEC to combined press cakes matrices
DOI: 10.5281/zenodo.15174006
title: TECHNOGEST project. Task 3: Modeling of application of combined fermentation and HMEC to combined press cakes matrices
DOI: 10.5281/zenodo.15394015
title: TECHNOGEST project. Task 3: Modeling of application of combined fermentation and HMEC to combined press cakes matrices
DOI: 10.15468/dl.bcbbyz
title: Occurrence Download

description: A dataset containing 21832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((57.6795 19.44522,100.34717 18.84725,138.80689 19.44522,138.80689 63.93852,57.6795 63.93852,57.6795 19.44522))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliaceae"
 ]
}

 The dataset includes 21832 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027839-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15393992
title: Gap Analysis supporting VectorNet Fieldwork, 2025

description: To help target VectorNet field sampling planned for 2025, gaps in VectorNet distribution data were identified.  Existing information for polygon presence/absence status, calculated environmentally driven absence, recent surveillance data and available statistical distribution models were combined to identify the gaps in recorded core and edge distributions for all the VectorNet priority species. These maps were shared with project teams between January and March 2025, in both graphical and GIS format, and used to target field sampling areas. These data have been made available online for use by other vector sampling initiatives.
DOI: 10.15468/dl.6yv8z6
title: Occurrence Download

description: A dataset containing 491 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum trilobatum L."
 ]
}

 The dataset includes 491 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027840-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5te564
title: Occurrence Download

description: A dataset containing 3196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonneratia alba Sm."
 ]
}

 The dataset includes 3196 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027842-250426092105405/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.29045405
title: my 1st test for uploading

description: mytest for uploading
DOI: 10.15468/dl.udr4ne
title: Occurrence Download

description: A dataset containing 594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Depth 6000.0-9999.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amphipoda"
 ]
}

 The dataset includes 594 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027843-250426092105405/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.29045444
title: boundary-conditions-for-pinos-code

description: We introduce a way to prescribe Neumann or Robin boundary conditions when solving partial differential equations with physics-informed machine learning on a domain with an only piecewise differentiable boundary that avoids the stability issues of existing approaches.
DOI: 10.15468/dl.82md3j
title: Occurrence Download

description: A dataset containing 299014 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Chaetura vauxi (J.K.Townsend, 1839)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 299014 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027828-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15393946
title: A Security and Privacy Threat Model for Agentic LLM Applications: supporting materials

description: This repository provides the supporting materials for the submission entitled "A Security and Privacy Threat Model for Agentic LLM Applications".

It consists of 



Threat model source files (SPARTA)

Raw CSV of the generated threats

Threat model Excel file which contains the threats, their severity assessment, the mapping onto frameworks and test cases

Source code of the test framework, together with the implemented test cases.


This repository is anonymized for review purposes.
DOI: 10.15468/dl.w93bpz
title: Occurrence Download

description: A dataset containing 4096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ruellia tuberosa L."
 ]
}

 The dataset includes 4096 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027844-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16617221
title: Finds from the N1–N2 Necropolis in Berenike, 2024.1 Season - Part Two

description: Dokumentacja wytworzona w ramach projektu badawczego finansowanego ze środków Narodowego Centrum Nauki nr 2021/43/D/HS3/00248 pt. Kulturowe, demograficzne i biologiczne profile postrzymskich (IV-VI w. n.e.) mieszkańców portu w Berenike (Egipt), na podstawie nieinwazyjnych, wykopaliskowych i bioarcheologicznych badań dwóch miejskich nekropolii.
DOI: 10.5281/zenodo.16617222
title: Finds from the N1–N2 Necropolis in Berenike, 2024.1 Season - Part Two

description: Dokumentacja wytworzona w ramach projektu badawczego finansowanego ze środków Narodowego Centrum Nauki nr 2021/43/D/HS3/00248 pt. Kulturowe, demograficzne i biologiczne profile postrzymskich (IV-VI w. n.e.) mieszkańców portu w Berenike (Egipt), na podstawie nieinwazyjnych, wykopaliskowych i bioarcheologicznych badań dwóch miejskich nekropolii.
DOI: 10.15468/dl.maur8h
title: Occurrence Download

description: A dataset containing 35138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cantorchilus semibadius)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 35138 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085351-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmufag
title: Occurrence Download

description: A dataset containing 5370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culiseta morsitans"
 ]
}

 The dataset includes 5370 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085353-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lxr-ee4-jpd
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9cw-l98-mxa
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt1-1k1-hpy
title: Montastraea cavernosa (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dzm-xaz-p3g
title: Eoasianites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hj1-ev1-ken
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/229-5bk-n5f
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ly1-qll-wzz
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hgn-2ds-esg
title: Operculina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lhf-hvr-3sk
title: Rhynchonellida Kuhn, 1949

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5l3-wde-8gd
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16419474
title: Meningioma clinical-molecular dataset from a single-institution retrospective study in Kuwait

description: This dataset accompanies the study “Molecular and histopathological landscape of 131 meningiomas: a retrospective institutional study with insights from cIMPACT-NOW,” currently under review at Frontiers in Oncology. It contains anonymized clinicopathological and molecular data for 131 patients with surgically resected meningiomas from a single tertiary center in Kuwait.

The dataset includes:





Demographic data (age, sex)




Tumor location and WHO histologic grade




Histological subtype and features (e.g., mitotic counts, brain invasion)




Genetic alterations identified by targeted next-generation sequencing (NF2, TRAF7, TERT, CDKN2A/B, etc.)




Radiological and surgical information




Recurrence status and available follow-up data



This dataset is intended to support transparency and reproducibility in meningioma research and to provide region-specific data from an underrepresented population.
DOI: 10.5281/zenodo.16419475
title: Meningioma clinical-molecular dataset from a single-institution retrospective study in Kuwait

description: This dataset accompanies the study “Molecular and histopathological landscape of 131 meningiomas: a retrospective institutional study with insights from cIMPACT-NOW,” currently under review at Frontiers in Oncology. It contains anonymized clinicopathological and molecular data for 131 patients with surgically resected meningiomas from a single tertiary center in Kuwait.

The dataset includes:





Demographic data (age, sex)




Tumor location and WHO histologic grade




Histological subtype and features (e.g., mitotic counts, brain invasion)




Genetic alterations identified by targeted next-generation sequencing (NF2, TRAF7, TERT, CDKN2A/B, etc.)




Radiological and surgical information




Recurrence status and available follow-up data



This dataset is intended to support transparency and reproducibility in meningioma research and to provide region-specific data from an underrepresented population.
DOI: 10.3535/2gm-e02-7jp
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yb1-w8v-zbf
title: Belemnitella

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/31v-1e5-q8h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cv9-mew-n79
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/10m-h86-wpt
title: †Rhynchonella Fischer de Waldheim, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ys7-ldf-wya
title: Rhynchonellata Williams, Carlson, Brunton, Holmer & Popov, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mfv-g2w-94m
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b8e-fyl-213
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s80-7an-stl
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5jx-sl6-nbr
title: †Flexicalymene senaria (Conrad, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/exv-9zg-l66
title: †Belemnopsis aucklandica Hochstetter, 1863

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/feh-p0y-0kd
title: Hibolites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gm7-vtr-8rt
title: Unedogemmula indica (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8cc-smc-ypl
title: †Camerina semiglobula Doornink, 1932

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bvs-qrr-wg1
title: †Turritella djadjariensis K. Martin, 1905

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f5g-mzf-8kx
title: Cucullaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjm-470-tlq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z5k-kmt-fz1
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ss-cn1-acg
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mjz-cpm-211
title: Halorites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16904366
title: كتاب_القسم_physio_MCQs_محلول_الاصلي_وتعديلي.pdf

description: Uploaded via Corsati app
DOI: 10.5281/zenodo.16904367
title: كتاب_القسم_physio_MCQs_محلول_الاصلي_وتعديلي.pdf

description: Uploaded via Corsati app
DOI: 10.3535/p57-78g-yt7
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qn1-yl8-1ca
title: †Calymene niagarensis Hall, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mrt-dbg-xl3
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjx-g98-b7j
title: †Thamnasteria Le Sauvage, 1823

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k03-rnl-frl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8h-5w8-hrm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.