cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/nv3-e99-365
title: Carex spicata subsp. spicata

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yge-8hb-4dt
title: Paulownia tomentosa (Thunb.) Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/evt-ytq-dfa
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.kvfvnh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Benthophilus leptorhynchus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061777-250717081556266/datasets/export for details.
DOI: 10.3535/da8-gbr-vzg
title: Carex oreophila C.A.Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hat-fec-1rf
title: Cardamine L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g25-8yv-l9s
title: Betonica officinalis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h8e-0tn-gwl
title: Festuca incurva (Gouan) Gutermann

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4ae-5t2-gnr
title: Viola L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r35-40v-9g4
title: Anemonastrum narcissiflorum subsp. fasciculatum (L.) Raus

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2fv-xxq-rbj
title: Fagonia socotrana var. luntii (Baker) Hadidi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cqb-xy6-209
title: Dryopteris diffracta (Baker) C. Chr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7ld-z36-b3r
title: Centaurea scabiosa subsp. scabiosa

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r44-wdv-7sb
title: Bromus secalinus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.34740/kaggle/dsv/12601874
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/fwe-1bd-jch
title: Minuartia recurva (All.) Schinz & Thell.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lhz-cfl-rcf
title: Helichrysum griffithii Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d5j-0h9-4zq
title: Acer L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ezd-wj5-5xc
title: Malcolmia W. T. Aiton

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5065/hn73-b404
title: ICARUS Chamber Experiment: Nguyen Group_20190913_ALPHA-PINENE/OZONE/hydrogen peroxide_Ozone_Ammonium sulfate_control_2_for_20190910

description: Goals: Part of a series to quantify the nitrooxy-hydroperoxide yield and the SOA yield from nighttime RO2+HO2-dominated NO3-initiated chemistry of a-pinene by adding H2O2 + ozone + NO2 to the chamber. This experiment serves as a second "no-NO2" control for the experiment on 20190910, to see what the ozonolysis products are so those can be subtracted off the NO3 + ozonolysis results.Summary: H2O2 and O3 were injected in the chamber and allowed to equilibrate. Ammonium sulfate seed particles were injected. Then a-pinene was injected and decayed by reaction with ozone. Gas phase was monitored by CF3O- CIMS and particle formation by SMPS.Organization: Nguyen Group Lab Affiliation: UC Davis Chamber: Tran's big bag of airExperiment Category: Gas phase chemical reaction, Aerosol formation Oxidant: Ozone Reactants: ALPHA-PINENE, OZONE, hydrogen peroxide Reaction Type: Dark oxidation Relative Humidity: 5 Temperature: 22 Seed Name: Ammonium sulfate Pressure: 755 Torr
DOI: 10.3535/k0t-jab-ecw
title: Astragalus glaux L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p2z-an7-0gd
title: Phleum pratense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fst-nqe-3ct
title: Arenaria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rm5-h6m-cb0
title: Ranunculus fluitans Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ybj-b1z-c5n
title: Phyteuma L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fgr-csw-hra
title: Fagonia socotrana var. luntii (Baker) Hadidi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g67-e6p-035
title: Sparganium erectum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4ds-0xk-smj
title: Alisma lanceolatum With.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n7t-xez-hb2
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w40-42p-cp5
title: Hieracium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yzw-5mm-2fa
title: Helleborus viridis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.7910/dvn/kw6xgl
title: Replication Data for Byers and Shay article "The Electoral Connection, State Attorneys General, and the Dynamics of Incarceration Rates"

description: The data and files replicate the Byers and Shay article, "The Electoral Connection, State Attorneys General, and the Dynamics of Incarceration Rates," published in the Journal of Public Policy.
DOI: 10.3535/01f-8w7-tnx
title: Vicia sativa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jr8-2cs-wh2
title: Dirichletia Klotzsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/761-ar9-egv
title: Myosotis scorpioides L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gpf-5zt-7ch
title: Myosotis nemorosa Besser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h0f-64q-atr
title: Digitaria ischaemum (Schreb.) Muhl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6pm-5dj-crw
title: Luzula pilosa (L.) Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lyk-3pj-x1b
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4kj-8pd-3hz
title: Luzula DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ds5-wav-rt4
title: Erigeron acris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fn4-t5v-n6w
title: Mahonia aquifolium (Pursh) Nutt.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2fs-e0q-aml
title: Medicago minima (L.) Bartal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7p3-jdp-f36
title: Scirpus radicans Schkuhr

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mvs-yqj-8gx
title: Oxybasis rubra (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/29b-t6j-svn
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h4r-wsy-qsk
title: Pilosella erythrochrista (Nägeli & Peter) S. Bräut. & Greuter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gtj-3f1-2d5
title: Diplotaxis muralis (L.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ymn-bx7-7x7
title: Bidens cernua L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3fj-t28-fw5
title: Lythrum hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9p-0yw-z2m
title: Bidens cernua L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8as-4ed-kfr
title: Lactuca saligna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gag-77m-vz9
title: Cardamine parviflora L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.7274/29587223
title: Country Folk in the City: The Mugello, the Medici's Ascension, and the Development of Tuscan Identity

description: Early modern state-building—defined by rapid military technological advancements and capitalizing on the idea of central identity based on shared culture and linguistics—helps us to understand of the rise of nation states and European nationalism. This dissertation focuses on how medieval and Renaissance comunes, such as Florence, transformed into early modern states. Florence not only succeeded in absorbing her neighboring Tuscan cities and territories, but under Medici leadership Florence survived the political and military upheaval at the start of the sixteenth century. 
The importance of the Florentine countryside––specifically the Mugello Valley––is a core point of this study. The Medici associated closely with the Mugello and relied on rural networks for protection. The Medici brought unity to their political faction, Florence, and across the Tuscany countryside through cultivating a sense of identity built on historical memory and the promotion of a shared culture shaped by Florentine art and literature which extended beyond the city to incorporate the countryside and smaller cities of the Florentine Territory. The overall aim of this dissertation is to examine the Medici family and their actions both in the city and the countryside to address the question of what was required to create a lasting early modern state.
DOI: 10.7274/29587223.v1
title: Country Folk in the City: The Mugello, the Medici's Ascension, and the Development of Tuscan Identity

description: Early modern state-building—defined by rapid military technological advancements and capitalizing on the idea of central identity based on shared culture and linguistics—helps us to understand of the rise of nation states and European nationalism. This dissertation focuses on how medieval and Renaissance comunes, such as Florence, transformed into early modern states. Florence not only succeeded in absorbing her neighboring Tuscan cities and territories, but under Medici leadership Florence survived the political and military upheaval at the start of the sixteenth century. 
The importance of the Florentine countryside––specifically the Mugello Valley––is a core point of this study. The Medici associated closely with the Mugello and relied on rural networks for protection. The Medici brought unity to their political faction, Florence, and across the Tuscany countryside through cultivating a sense of identity built on historical memory and the promotion of a shared culture shaped by Florentine art and literature which extended beyond the city to incorporate the countryside and smaller cities of the Florentine Territory. The overall aim of this dissertation is to examine the Medici family and their actions both in the city and the countryside to address the question of what was required to create a lasting early modern state.
DOI: 10.3535/q89-wkv-jv2
title: Sisymbrium officinale (L.) Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1vd-0ha-c59
title: Crepis capillaris (L.) Wallr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e44-ayz-vtg
title: Lactuca saligna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3kw-hhn-a1r
title: Herniaria hirsuta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/694-fdg-l2e
title: Solanum nitidibaccatum Bitter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eq2-6bb-10r
title: Dryopteris remota (A. Braun ex Döll) Druce

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/21j-055-wfn
title: Teucrium scordium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/evj-7pc-fxn
title: Ballota nigra subsp. foetida (Vis.) Hayek

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qqs-l2n-1vs
title: Crepis pulchra L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x1v-0xd-rt2
title: Carex oederi Retz.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ahn-25w-q7q
title: Hottonia palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/14c-axm-y9a
title: Pseudognaphalium luteoalbum (L.) Hilliard & B. L. Burtt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fs7-750-16b
title: Hippuris vulgaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/apt-ypn-djh
title: Coptosperma graveolens subsp. arabicum (Cufod.) Degreef

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d32-16s-h91
title: Xanthium orientale var. italicum (Moretti) M. Hassl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j1p-y71-5y6
title: Pavetta longiflora Vahl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15641999
title: FusGAN: GAN-Based Ultrasound Simulation from CT Slices

description: FusGAN: GAN-Based Ultrasound Simulation from CT Slices - Complete Dataset and Models

Description

This repository contains the complete implementation, trained models, and datasets for FusGAN, a deep learning system that generates realistic ultrasound simulations from CT slices using Generative Adversarial Networks (GANs). The system takes CT scan data and transducer mask inputs to produce high-quality ultrasound intensity maps, enabling medical imaging research and training applications.

Contents

This Zenodo package includes:



Source Code: Complete Python implementation with training and inference scripts

Pre-trained Models: Trained GAN models ready for ultrasound simulation generation

Training Dataset: MATLAB (.mat) files containing:



CT slice arrays (ct_slices)

Transducer mask arrays (transducer_masks)

Ground truth ultrasound simulation arrays (pi_maps)



Example Results: Sample outputs demonstrating the simulation quality


Technical Specifications



Framework: TensorFlow/Keras

Input Format: MATLAB (.mat) files containing arrays for CT slices, transducer masks, and ultrasound maps

Output Format: Simulated ultrasound intensity maps

Model Architecture: Generative Adversarial Network optimized for medical imaging


Usage

The package provides both training capabilities for custom datasets and pre-trained models for immediate use. Users can either train new models with their own data or utilize the provided trained models for ultrasound simulation generation.

License

MIT License - see LICENSE file for details.

Contact

Agustin Conesa (aconesa@researchmar.net)

Keywords

ultrasound simulation, medical imaging, generative adversarial networks, CT imaging, deep learning, medical AI, image synthesis, transducer modeling
DOI: 10.5281/zenodo.16537940
title: FusGAN: GAN-Based Ultrasound Simulation from CT Slices

description: FusGAN: GAN-Based Ultrasound Simulation from CT Slices - Complete Dataset and Models

Description

This repository contains the complete implementation, trained models, and datasets for FusGAN, a deep learning system that generates realistic ultrasound simulations from CT slices using Generative Adversarial Networks (GANs). The system takes CT scan data and transducer mask inputs to produce high-quality ultrasound intensity maps, enabling medical imaging research and training applications.

Contents

This Zenodo package includes:



Source Code: Complete Python implementation with training and inference scripts

Pre-trained Models: Trained GAN models ready for ultrasound simulation generation

Training Dataset: MATLAB (.mat) files containing:



CT slice arrays (ct_slices)

Transducer mask arrays (transducer_masks)

Ground truth ultrasound simulation arrays (pi_maps)



Example Results: Sample outputs demonstrating the simulation quality


Technical Specifications



Framework: TensorFlow/Keras

Input Format: MATLAB (.mat) files containing arrays for CT slices, transducer masks, and ultrasound maps

Output Format: Simulated ultrasound intensity maps

Model Architecture: Generative Adversarial Network optimized for medical imaging


Usage

The package provides both training capabilities for custom datasets and pre-trained models for immediate use. Users can either train new models with their own data or utilize the provided trained models for ultrasound simulation generation.

License

MIT License - see LICENSE file for details.

Contact

Agustin Conesa (aconesa@researchmar.net)

Keywords

ultrasound simulation, medical imaging, generative adversarial networks, CT imaging, deep learning, medical AI, image synthesis, transducer modeling
DOI: 10.15468/dl.s6nkje
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Dominica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061778-250717081556266/datasets/export for details.
DOI: 10.3535/qqr-xsz-6fx
title: Filago lutescens Jord.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y82-nsv-fbd
title: Pentas lanceolata (Forssk.) Deflers

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s9a-v9e-q9m
title: Ischnosiphon obliquus (Rudge) Körn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x2x-1dx-3xb
title: Salicaceae Mirb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3cx-va5-fjb
title: Cochlospermum vitifolium (Willd.) Spreng.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/snd-6vk-7mx
title: Faramea ampla C.M.Taylor

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3al-k2f-tqd
title: Coptosperma graveolens subsp. arabicum (Cufod.) Degreef

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5hv-6we-7vf
title: Pilosella aurantiaca (L.) F. W. Schultz & Sch. Bip.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/egs-n26-vhs
title: Carex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1jd-jda-r2z
title: Rubia peregrina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7ef-av9-bwe
title: Ischnosiphon obliquus (Rudge) Körn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kgn-hfa-ysl
title: Carex buekii Wimm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yv6-6xv-vpg
title: Psychotria amplissima Merr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/90h-ww2-5et
title: Linum viscosum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ng5-bcy-byv
title: Psychotria amplissima Merr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4ra-zbt-4rb
title: Hieracium maculatum Schrank

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x0e-689-157
title: Pyrostria socotrana (Radcl.-Sm.) Bridson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5a8-5kt-czh
title: Plocama calycoptera (Decne.) M.Backlund & Thulin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rl5-0tz-hsz
title: Fagonia paulayana Wagner & Vierh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5065/f8se-yx39
title: ICARUS Chamber Experiment: Nguyen Group_20210117_2-methylbut-3-ene-1,2-diol/hydrogen peroxide_Hydroxyl radical_Ammonium sulfate

description: Goals: Product and SOA formation study on 2-methylbut-3-ene-1,2-diol (1,2-DHI) + OH, using dry ammonium sulfate seeds at less than 5% RH. RO2 + HO2 pathway targeted.Summary: 1,2-DHI and H2O2 were injected, AS solution was atomized, and lights were turned on to initiate photooxidation. A DNPH cartridge was collected after photooxidation to analyze for carbonyl content.Organization: Nguyen Group Lab Affiliation: UC Davis Chamber: Tran's big bag of airExperiment Category: Gas phase chemical reaction, Aerosol formation Oxidant: Hydroxyl radical Reactants: 2-methylbut-3-ene-1,2-diol, hydrogen peroxide Reaction Type: Photooxidation Relative Humidity: 5 Temperature: 22 Seed Name: Ammonium sulfate Pressure: 755
DOI: 10.3535/e3e-gbe-x5w
title: Rubus nessensis Hall

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nkb-rex-l6c
title: Datura wrightii Regel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wks-tys-b75
title: Faramea ampla C.M.Taylor

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.79agda
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061779-250717081556266/datasets/export for details.
DOI: 10.3535/2bl-zl8-ecv
title: Pyrostria phyllanthoidea (Baill.) Bridson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7sp-75w-ync
title: Pogonopus speciosus (Jacq.) K.Schum.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/11q-cwt-hex
title: Urtica urens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mpc-56n-mbg
title: Pogonopus speciosus (Jacq.) K.Schum.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jq2-7jx-yh5
title: Sisymbrium officinale (L.) Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pll-ztx-fvs
title: Bidens cernua L.

description: Digital Specimen for the physical specimen hosted at University of Graz.