cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u9judr
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Indigofera omissa J.B.Gillett, Indigofera omissa var. omissa, Indigofera omissa var. trifoliolata J.B.Gillett)"
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018857-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by45dj
title: Occurrence Download

description: A dataset containing 8011 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Humiria J.St.-Hil."
 ]
}

 The dataset includes 8011 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205213-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/729-kks-h4b
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/729-v6s-5bn
title: Populus balsamifera L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/729-xqw-1a2
title: Vicia tetrasperma (L.) Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72a-3z0-m5z
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72a-4nb-ah4
title: Salix myrtilloides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72a-95z-00p
title: Echinochloa muricata (P.Beauv.) Fernald

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/729-z0s-wss
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72a-1rm-168
title: Potentilla argentea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72a-pvt-4qa
title: Brassica rapa subsp. sylvestris (L.) Janch.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72a-tgv-3l1
title: Carex nigra (L.) Reichard

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-53p-ne9
title: Potentilla erecta (L.) Raeusch.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-86e-51r
title: Eleocharis uniglumis (Link) Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-c83-le6
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-erx-yh3
title: Ribes spicatum subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-fg3-jea
title: Atocion rupestre (L.) Oxelman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-jtx-zs8
title: Cardamine bulbifera (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-mce-dhp
title: Montia fontana subsp. fontana

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-nzh-egq
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-p51-qtt
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-y33-a9l
title: Carex rotundata Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72b-yxp-51m
title: Ranunculus baudotii Godr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-3zl-p3t
title: Carex nigra subsp. juncea (Fr.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-4fp-ftw
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-am5-c6l
title: Rumex pseudonatronatus (Borbás) Borbás ex Murb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-2r2-43w
title: Carex ericetorum Pollich

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-f0l-eby
title: Saxifraga rivularis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-t0b-dfa
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72c-w41-5e4
title: Rumex acetosella subsp. acetosella

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-17f-bg9
title: Juncus filiformis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-1wz-mz2
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-bec-877
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-fwl-fz4
title: Juncus articulatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-hlm-d9c
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-phy-m7l
title: Alisma wahlenbergii (Holmb.) Juz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-rr2-j9q
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-w2e-pq2
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72d-yfd-726
title: Hesperis matronalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-1k1-ah2
title: Poa compressa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-6mv-zp8
title: Carex nigra subsp. juncea (Fr.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-857-x0z
title: Potamogeton berchtoldii Fieber

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-m28-f47
title: Sagittaria × lunata C.D.Preston & Uotila

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-n0q-ege
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-t9j-hv3
title: Lepidium campestre (L.) W. T. Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-te6-cae
title: Sisymbrium altissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-e0v-dgr
title: Carex nigra subsp. juncea (Fr.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-h72-p9c
title: Carex oederi var. oederi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-mg4-ree
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-p87-snj
title: Rhynchospora alba (L.) Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-rds-tpy
title: Subularia aquatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72e-rhb-6zv
title: Cypripedium calceolus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-089-a9z
title: Carex spicata Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-6km-38q
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72f-n54-78f
title: Oxybasis Kar. & Kir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-4bk-3at
title: Poa glauca Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-7e3-qs0
title: Rorippa × armoracioides (Tausch) Fuss

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-8sb-3ap
title: Melilotus albus Medik.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-jbx-e1h
title: Carex pseudocyperus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-lgt-gja
title: Neottia ovata (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-n0g-8te
title: Cochlearia danica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-n8k-0gk
title: Cerastium alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-ppx-k8x
title: Asplenium trichomanes subsp. trichomanes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-px3-ec1
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72g-r8s-8tr
title: Trifolium hybridum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-6j8-0zt
title: Rhododendron tomentosum (Stokes) Harmaja

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-7f4-l99
title: Carex livida (Wahlenb.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-drw-sjb
title: Eriophorum angustifolium Honck.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-fng-99j
title: Cardamine amara L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-hvf-hb8
title: Poa angustifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-j3l-s11
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-b79-064
title: Salix rosmarinifolia subsp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-l57-jex
title: Eriophorum scheuchzeri Hoppe

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-lc6-2nx
title: Lolium arundinaceum (Schreb.) Darbysh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72h-vae-m9s
title: Stellaria media (L.) Vill.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-01f-led
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-0s9-mtc
title: Anthoxanthum australe (Schrad.) Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-2c0-3jj
title: Comarum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-c05-28a
title: Cardamine bellidifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-fvq-1v2
title: Najas marina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-na3-h2e
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-rcg-42a
title: Rhynchospora alba (L.) Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-xbe-kj8
title: Salix caprea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-m1p-vx7
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72j-w3a-5v3
title: Persicaria hydropiper (L.) Spach

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17994975
title: Research on Visual Evaluation of Engineering Skills in Health Applications Based on Artificial Intelligence Assisted 3D Modeling

description: The artificial intelligence (AI)-assisted 3-D modelling has become central to modern healthcare, yet the field still lacks a repeatable and scalable way to evaluate engineering competence for clinically used digital models. Existing quality checks tend to focus on final mesh outputs without considering the modelling workflow, operator's behavior, and interactions with AI assistance. This gap holds back reproducibility, effective training, and limits regulatory compliance. This work proposes the first end-to-end visual analytics framework that is designed to measure and communicate engineering skill during health-centric 3-D modeling tasks. The proposed framework defines a domain-specific construct of skill, ranging from geometric accuracy to operational proficiency and cognitive adaptability, and quantifies these dimensions through a set of interpretable behavioral, geometric, and physiological indicators. It integrates, within a four-layer architecture, the capture of multimodal data, real-time feature extraction through lightweight deep-learning models, Bayesian evidence fusion for continuous competence estimation, and intuitive visual feedback modules. The system maintains calibration for new tools and modelling scenarios through an online active-learning mechanism that minimizes expert annotation requirements. The framework was tested with 60 participants performing two clinically realistic modeling tasks concerning the design of orthopedic implants and vascular reconstruction. Results showed strong agreement with expert assessments, clear discrimination between skill levels, and meaningful prediction of future modeling quality. Python was used for correlation, regression, validity testing, and visualization tasks, respectively. Usability testing indicated high acceptance; the participants valued highly the clarity of the visual feedback that supported self-directed improvement. In sum, this proposed framework reshapes 3-D modelling assessment from a static outcome in-section to a dynamic, process-centric review underpinned by multimodal evidence. The result is a pragmatic, interpretable, and scalable solution for training, certification, and regulatory oversight of health-critical 3-D modelling workflows, and the basis for future human-AI collaboration and competency analytics in medical design.
DOI: 10.3535/72k-8kb-vya
title: Alchemilla L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-d7b-a7s
title: Persicaria lapathifolia (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17994974
title: Research on Visual Evaluation of Engineering Skills in Health Applications Based on Artificial Intelligence Assisted 3D Modeling

description: The artificial intelligence (AI)-assisted 3-D modelling has become central to modern healthcare, yet the field still lacks a repeatable and scalable way to evaluate engineering competence for clinically used digital models. Existing quality checks tend to focus on final mesh outputs without considering the modelling workflow, operator's behavior, and interactions with AI assistance. This gap holds back reproducibility, effective training, and limits regulatory compliance. This work proposes the first end-to-end visual analytics framework that is designed to measure and communicate engineering skill during health-centric 3-D modeling tasks. The proposed framework defines a domain-specific construct of skill, ranging from geometric accuracy to operational proficiency and cognitive adaptability, and quantifies these dimensions through a set of interpretable behavioral, geometric, and physiological indicators. It integrates, within a four-layer architecture, the capture of multimodal data, real-time feature extraction through lightweight deep-learning models, Bayesian evidence fusion for continuous competence estimation, and intuitive visual feedback modules. The system maintains calibration for new tools and modelling scenarios through an online active-learning mechanism that minimizes expert annotation requirements. The framework was tested with 60 participants performing two clinically realistic modeling tasks concerning the design of orthopedic implants and vascular reconstruction. Results showed strong agreement with expert assessments, clear discrimination between skill levels, and meaningful prediction of future modeling quality. Python was used for correlation, regression, validity testing, and visualization tasks, respectively. Usability testing indicated high acceptance; the participants valued highly the clarity of the visual feedback that supported self-directed improvement. In sum, this proposed framework reshapes 3-D modelling assessment from a static outcome in-section to a dynamic, process-centric review underpinned by multimodal evidence. The result is a pragmatic, interpretable, and scalable solution for training, certification, and regulatory oversight of health-critical 3-D modelling workflows, and the basis for future human-AI collaboration and competency analytics in medical design.
DOI: 10.3535/72k-dyk-rv9
title: Lycopodiella inundata (L.) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-ehz-m7q
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-hlt-wd7
title: Trichophorum alpinum (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-mpa-j90
title: Cerastium fontanum subsp. fontanum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-mtl-yhg
title: Juncus stygius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-rgf-6kf
title: Cerastium fontanum subsp. fontanum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-y3a-9pn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-zxm-fr4
title: Carex vesicaria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-2x7-9cc
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-5nb-qa3
title: Alchemilla glaucescens Wallr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-86l-g87
title: Filipendula ulmaria (L.) Maxim.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-at9-n7e
title: Triglochin palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-bfr-mzr
title: Saxifraga tridactylites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-acf-sah
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72k-g1j-enw
title: Cerastium holosteoides Fr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-y2v-1e1
title: Alopecurus geniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-23c-drl
title: Isoetes echinospora Durieu

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-3f0-bfn
title: Neottia cordata (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-55x-wns
title: Rubus humulifolius C. A. Mey.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-977-lq2
title: Alopecurus arundinaceus Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-kk8-hzp
title: Phragmites australis (Cav.) Trin. ex Steud.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-n4p-f38
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-sg7-6ge
title: Lolium multiflorum subsp. gaudini

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-xrn-npn
title: Elymus repens subsp. arenosus (Spenn.) Melderis

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72n-0jt-924
title: Potamogeton polygonifolius Pourr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72n-12c-9rq
title: Elodea canadensis Michx.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72n-3ny-tay
title: Calamagrostis lapponica (Wahlenb.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72l-mr9-fx0
title: Corydalis nobilis (L.) Pers.

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