cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/j70-w7c-6nf
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57841/casdc.0006144
title: La3Ni2O7的DFT+DMFT计算数据
DOI: 10.17632/c7jkm5x6n7.1
title: From algorithm to applications: Artificial intelligence – A future prospective in medicine

description: Artificial intelligence (AI) is a boon to the human race that offers transformative potential in the medical care system, revolutionizing human well-being. Over the past five decades, AI has evolved significantly in deep learning and machine learning (ML). AI subfields work together to provide intelligence for various applications. ML is a self-learning system that can improve its performance through training experiences. Utilizing artificial neural networks mimics human brain functions, while computer vision involves computers extracting information from images or videos. The application of AI is deployed across diverse medical fields, including cardiology, dermatology, ophthalmology, and oncology, enhancing diagnostic procedures and treatment outcomes. The review found that AI has significantly impacted multiple areas of healthcare. In diagnostics, AI applications have improved accuracy and efficiency, particularly in fields such as cardiology and oncology. Overall, while AI holds promise for revolutionizing healthcare, its success will depend on addressing the challenges and continuing to advance both technology and implementation practices.
DOI: 10.3535/923-xcf-4r8
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vt2-yj4-c4k
title: Catoptria permutatellus Herrich-Schäffer, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pmw-asd-wb8
title: Lycia hirtaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vn9-mmc-wyc
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4vm-gk8-bml
title: Indalia lutarella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d57-2zy-hpw
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dt8-kx3-c1f
title: Hypochalcia ahenella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mww-3er-tjk
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aqp-9m1-g6k
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fgz-9la-21a
title: Epipsilia grisescens Fabricius, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hlh-c9w-1z8
title: Epipsilia grisescens Fabricius, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y3k-p6g-1ey
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lw7-b4g-y9r
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pqd-vp5-fmw
title: Calamia tridens Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/2bsw445599.1
title: Early Brain disease identification using transformer model on MRI Sean images

description: The Early Brain Disease MRI Dataset is an edited medical imaging dataset that can be used to study transformer-based models of early neurological disease diagnosis. The dataset unites 4,601 cleaned MRI scans of five clinically relevant conditions, which provides a well-balanced and diversified basis of computer vision and medical AI experiments.

The dataset contains five categories following the cleaning and scaling, namely HallervodenSpatz Disease (currently known as Pantothenate KinaseAssociated Neurodegeneration) with 972 images, Magnetic Resonance (MR) Brain with 958 images, Moyamoya Disease with Intraventricular Hemorrhage with 753 images, Neurofibromatosis Type 1 (NF1) with Optic Glioma with 838 images, and Retinoblastoma with Intracranial Spread Preprocessing was done to standardize all the images to the same resolution and to be compatible with contemporary deep-learning platforms.

To facilitate strong training, the dataset is augmented with a training split of 10000 images whereas the sets of validation (458 images) and test (464 images) do not include any modifications to ensure the integrity of model evaluation. Each of the classes is stored as different directories in a structure that is completely compatible with PyTorch, Tensorflow ImageFolder, as well as other machine-learning pipelines.

The data will be used in medical image classification, feature extraction, disease recognition and the transformer-based modeling. Its combination of rare and complicated neurological disorders is helpful to researchers looking to enhance disease detection at an early stage, build more effective diagnostic tools, and investigate new designs in healthcare medical imaging and AI-generated healthcare.
DOI: 10.3535/lk7-d1y-ajp
title: Diarsia mendica Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v0z-yp6-mbs
title: Callophrys rubi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sxw-ac8-ejk
title: Xestia (Xestia) sexstrigata Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0s9-yqd-b74
title: Helotropha leucostigma Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y05-wqe-rc1
title: Collita griseola (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w5j-n6a-t2l
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xjn-6xs-m6j
title: Chloroclysta miata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/83k-m40-myb
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zzx-jj3-4pv
title: Gonepteryx rhamni (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2qk-3aj-w2h
title: Anthocharis cardamines (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aab-z49-bvl
title: Patania Moore, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57841/casdc.0006145
title: 一维阻挫近藤晶格的DMRG计算数据
DOI: 10.3535/xvm-jfj-sm3
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9zg-g53-9c9
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jr9-12g-k9e
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yl4-js5-34p
title: Collita griseola (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/76y-gvt-q9z
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3c6-mrw-fhn
title: Callophrys rubi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yhf-tha-3x4
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/20l-bq6-6ew
title: Mniotype bathensis Lutzau, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/73r-hqb-7zm
title: Catoptria falsella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/322-b8h-l8h
title: Blepharita amica Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9qp-m5y-41r
title: Hylea fasciaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.vbtqyc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora chesapeakensis",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030010-251120083545085/datasets/export for details.
DOI: 10.3535/lw8-7mv-bep
title: Orthosia (Monima) cruda [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p6a-q43-phx
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/kznt9dw85j
title: Controlled Additive Microtexturing of Polymer and Metal Alloy Surfaces Using Algorithm-Aided Design

description: Supporting data for Controlled Additive Microtexturing of Polymer and Metal Alloy Surfaces Using Algorithm-Aided Design
DOI: 10.3535/f5m-gqq-zm3
title: Tholera decimalis Poda, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lel-96f-bvd
title: Syngrapha interrogationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3z8-9sq-q52
title: Longalatedes elymi Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8me-667-wsf
title: Manulea (Manulea) complana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/kznt9dw85j.1
title: Controlled Additive Microtexturing of Polymer and Metal Alloy Surfaces Using Algorithm-Aided Design

description: Supporting data for Controlled Additive Microtexturing of Polymer and Metal Alloy Surfaces Using Algorithm-Aided Design
DOI: 10.3535/88a-p7p-5jp
title: Mythimna (Mythimna) impura Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eed-r1x-c29
title: Lycia hirtaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ez7-xlq-k2q
title: Ipimorpha retusa (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g7r-hnb-zy2
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ert-1pj-pn0
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8k6-kq1-xn1
title: Lygephila (Lygephila) craccae [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxf-529-gk8
title: Xestia (Xestia) sexstrigata Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57841/casdc.0006146
title: La3Ni2O7的高温超导理论
DOI: 10.17632/v55n8zz547
title: Brazilian CBP - Technoeconomic analysis data

description: This data is related to the paper entitled "Techno-economic analysis of sugarcane bagasse and straw conversion into cellulosic ethanol via consolidated bioprocessing". That features the evaluation of sugarcane bagasse and straw conversion to ethanol at stand-alone facilities generating electricity from residues. The following scenarios were evaluated: Conventional, featuring hydrothermal pretreatment, fungal cellulase, and yeast fermentation (current commercial standard); Mid-term consolidated bioprocessing (CBP), relying on bagasse solubilization without pretreatment or cotreatment; and Mature CBP, incorporating cotreatment but no pretreatment and considering significant technological advance of the CBP. 
Available here are the spreadsheets used for Material and Energy balance calculation, Capital and Operational costs estimation and Cash flow analysis. Also available are the description and python code used for Monte Carlo analysis of the ethanol and capital investment variations. This data can be used as a source to implement other techno-economic analysis in the biorefinary context.
DOI: 10.3535/2mq-cl8-7az
title: Hydraecia nordstroemi Horke, 1952

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qyy-wxj-9y7
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r90-c7y-spl
title: Arctia (Arctia) caja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xsp-c9v-ngd
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/v55n8zz547.2
title: Brazilian CBP - Technoeconomic analysis data

description: This data is related to the paper entitled "Techno-economic analysis of sugarcane bagasse and straw conversion into cellulosic ethanol via consolidated bioprocessing". That features the evaluation of sugarcane bagasse and straw conversion to ethanol at stand-alone facilities generating electricity from residues. The following scenarios were evaluated: Conventional, featuring hydrothermal pretreatment, fungal cellulase, and yeast fermentation (current commercial standard); Mid-term consolidated bioprocessing (CBP), relying on bagasse solubilization without pretreatment or cotreatment; and Mature CBP, incorporating cotreatment but no pretreatment and considering significant technological advance of the CBP. 
Available here are the spreadsheets used for Material and Energy balance calculation, Capital and Operational costs estimation and Cash flow analysis. Also available are the description and python code used for Monte Carlo analysis of the ethanol and capital investment variations. This data can be used as a source to implement other techno-economic analysis in the biorefinary context.
DOI: 10.3535/w51-2n3-w2b
title: Hydraecia petasitis Doubleday, 1847

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wyt-tq0-5mp
title: Ipimorpha retusa (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ed4-dq2-s2k
title: Syngrapha interrogationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mqb-r6q-7sb
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v9c-ap5-0ph
title: Syngrapha interrogationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d0e-ekt-2ay
title: Calamia tridens Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p9b-yck-d1z
title: Epipsilia grisescens Fabricius, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j01-xxt-pcx
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y8l-xxf-bfq
title: Hillia iris Zetterstedt, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/33r-2z8-mpj
title: Eudonia lacustrata Panzer, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mdt-l2e-6wq
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t0g-pe1-wrk
title: Orthosia (Monima) cruda [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mql-t9b-sax
title: Hylea fasciaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tta-1kk-cnq
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f0t-dzx-yna
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sqe-6ag-s2a
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6sm-11r-6ny
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e01-rdj-v04
title: Photedes fluxa Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nxz-wt6-sns
title: Epipsilia grisescens Fabricius, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lrh-vdp-p3h
title: Diarsia mendica Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/511-bc8-pck
title: Hydraecia petasitis Doubleday, 1847

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sb4-3m8-bfh
title: Helotropha leucostigma Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t7x-l75-2lp
title: Monopis

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d9n-12j-nj6
title: Pyrausta purpuralis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zy1-08k-7f9
title: Pyrausta purpuralis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a36-7tn-q8r
title: Anthocharis cardamines (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eav-1ny-zbr
title: Tholera decimalis Poda, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t5n-hzz-4t2
title: Syngrapha interrogationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zh4-87x-60b
title: Ipimorpha retusa (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5wj-mvz-r2q
title: Hypena proboscidalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxw-yx1-nzn
title: Denisia similella (Hübner, 1796)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17026/ar/9gifwn
title: PAN-00093901 - monochrome glass bead compressed spherical (unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00093901&lt;/p&gt;
description: Modified: 2025-06-19T11:38:20+02:00
DOI: 10.3535/b8h-rhy-d0a
title: Pyrausta purpuralis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d2a-5f8-cvb
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26y-eqs-mrp
title: Pyrausta purpuralis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2v5-4ad-pj8
title: Xylena vetusta Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ehn-6zm-qje
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/61z-79m-jzv
title: Achlya flavicornis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b46-10r-0lc
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.