cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/7yp-0aj-4s7
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-1cx-j43
title: Calamagrostis stricta subsp. groenlandica

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-2j1-p6l
title: Potamogeton gramineus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yn-jt1-m90
title: Schoenus ferrugineus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-7xy-lf8
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-c4e-zfg
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-fn6-1kc
title: Cardamine amara L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-m0k-0ww
title: Trifolium montanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17934813
title: AI-BASED DIGITAL METHODS FOR CONSTRUCTION DOCUMENTATION EXAMINATION

description: The article reviews modern approaches to automating the regulatory examination of architectural and construction documentation using artificial intelligence technologies. The study analyzes the primary tasks involved in the examination of design solutions, specifically the verification of compliance between design parameters and building codes and requirements. Methods for processing textual and graphical information are described, including NLP (Natural Language Processing), computer vision (technical drawing analysis), formal ontologies and knowledge graphs, as well as machine learning and Large Language Models (LLMs). The paper provides an overview of existing solutions and systems that utilize the classification of regulatory documents [1], neural network-based identification of BIM model elements [2], and contextual semantic analysis and rule generation [3]. A comparative analysis of these approaches is performed, identifying their strengths and weaknesses within the context of expert examination. The study discusses current challenges (diversity and complexity of regulations, source data quality, and the need for adaptation to the Russian language) and future prospects (integration of LLMs with BIM, increased digitalization, and data standardization). It is demonstrated that the implementation of AI solutions significantly accelerates project verification and reduces the volume of routine operations for experts [4]; however, it requires further development of methodologies for verification and ensuring the reliability of conclusions. The presented work serves as a reference for researchers and practitioners in the development and implementation of digital systems for design documentation examination.
DOI: 10.5281/zenodo.17934814
title: AI-BASED DIGITAL METHODS FOR CONSTRUCTION DOCUMENTATION EXAMINATION

description: The article reviews modern approaches to automating the regulatory examination of architectural and construction documentation using artificial intelligence technologies. The study analyzes the primary tasks involved in the examination of design solutions, specifically the verification of compliance between design parameters and building codes and requirements. Methods for processing textual and graphical information are described, including NLP (Natural Language Processing), computer vision (technical drawing analysis), formal ontologies and knowledge graphs, as well as machine learning and Large Language Models (LLMs). The paper provides an overview of existing solutions and systems that utilize the classification of regulatory documents [1], neural network-based identification of BIM model elements [2], and contextual semantic analysis and rule generation [3]. A comparative analysis of these approaches is performed, identifying their strengths and weaknesses within the context of expert examination. The study discusses current challenges (diversity and complexity of regulations, source data quality, and the need for adaptation to the Russian language) and future prospects (integration of LLMs with BIM, increased digitalization, and data standardization). It is demonstrated that the implementation of AI solutions significantly accelerates project verification and reduces the volume of routine operations for experts [4]; however, it requires further development of methodologies for verification and ensuring the reliability of conclusions. The presented work serves as a reference for researchers and practitioners in the development and implementation of digital systems for design documentation examination.
DOI: 10.3535/7yp-qax-2aa
title: Blysmus rufus (Huds.) Link

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-qb7-6qd
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-qds-ss3
title: Thelypteris palustris Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-vkj-gk8
title: Setaria faberi R.A.W.Herrm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-wdw-zae
title: Carex canescens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-1dy-b5r
title: Nymphaea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-5yt-82z
title: Ranunculus polyanthemos L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-7t5-ds8
title: Prunus padus x ssp. borealis × ssp. padus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-89w-hqr
title: Betula pubescens Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-9xq-heb
title: Phalaris canariensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-db1-qck
title: Carex nigra (L.) Reichard

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-vzt-wlq
title: Lycopodiella inundata (L.) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yp-ynt-jvd
title: Myrica gale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-ela-9ja
title: Delphinium consolida L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-j68-tsy
title: Salix pentandra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-p8f-61k
title: Equisetum hyemale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-w0c-47n
title: Juncus bulbosus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-w8w-mt4
title: Carex brunnescens (Pers.) Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-wpr-ga8
title: Sorbus aucuparia subsp. aucuparia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-zg2-7m6
title: Cerastium alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yq-znn-9d3
title: Trifolium pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.6084/m9.figshare.30925037
title: Data Fig.S2

description: Data Fig.S2
DOI: 10.6084/m9.figshare.30925037.v1
title: Data Fig.S2

description: Data Fig.S2
DOI: 10.3535/7yr-21v-6ph
title: Lathyrus sylvestris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-2w8-d13
title: Salix polaris Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-335-15l
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-3lw-2vm
title: Carex demissa Hornem.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-5d6-575
title: Spirodela polyrhiza (L.) Schleid.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-m8e-yhp
title: Hesperis matronalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-wc3-yct
title: Polypodium vulgare L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yr-psl-7vs
title: Alchemilla glabra Neygenf.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-4sx-1cb
title: Carex acuta × nigra x acuta × nigra ssp. juncella

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-92w-6wj
title: Atocion rupestre (L.) Oxelman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-al5-g74
title: Zannichellia palustris subsp. pedicellata (Rosén & Wahlenb.) Arcang.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-dda-xxc
title: Triticum aestivum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-gph-2dj
title: Juncus balticus Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-hc1-yxb
title: Lipandra polysperma (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-jy1-fmc
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-pa0-p7w
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-pp3-pcl
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-rrm-n68
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-yhe-6zq
title: Atriplex praecox Hülph.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yt-0tm-t8b
title: Psammophiliella muralis (L.) Ikonn.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yt-38a-6fd
title: Silene viscosa (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.2qjhs5
title: Occurrence Download

description: A dataset containing 420092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mongolia",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 420092 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061322-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zqdbc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia sublongipes"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061333-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7yt-gb3-xe3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-ksj-v5q
title: Bunias orientalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yt-k5t-g99
title: Scirpus sylvaticus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yt-kf7-rea
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-2b7-1zc
title: Salix myrsinifolia × phylicifolia x myrsinifolia ssp. myrsinifolia × phylicifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-4d4-klt
title: Anthyllis vulneraria subsp. vulneraria

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-ffz-1sq
title: Rhynchospora alba (L.) Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-jqv-4mc
title: Botrychium matricariifolium (Döll) A. Braun ex Koch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-l84-ewb
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-sy2-jaa
title: Actaea spicata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-vcn-edm
title: Juncus alpinoarticulatus subsp. fischerianus (Turcz. ex V. I. Krecz.) Hämet-Ahti

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-vmk-63g
title: Potentilla norvegica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-1lj-d95
title: Carex atherodes Spreng.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-3w0-t68
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-43g-gg7
title: Lycopodium lagopus (Laest. ex C. Hartm.) Zinserl. ex Kuzen.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-a6n-1sr
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-cth-px0
title: Rhynchospora fusca (L.) W.T.Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-0zy-417
title: Sagittaria sagittifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yv-m89-34s
title: Draba norvegica Gunnerus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-lgw-kqg
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-dgk-jzv
title: Lycopodiella inundata (L.) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-llh-ry4
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-lx6-t1q
title: Spinulum annotinum (L.) A. Haines

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-mb7-lf1
title: Nuphar pumila (Timm) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yw-sl6-e3l
title: Alopecurus aequalis Sobol.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yx-3qv-pv7
title: Carex brunnescens (Pers.) Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yx-45y-w6r
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yx-act-kdj
title: Filipendula ulmaria (L.) Maxim.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7yx-jf7-9fn
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.ezp5f4
title: Occurrence Download

description: A dataset containing 490818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia",
 "Year 2001-2022"
 ]
}

 The dataset includes 490818 records from 829 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061321-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs757m
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula lenta L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 860 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268945-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.miayqi
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemus signifer (Dumèril & Bibron, 1837)"
 ]
}

 The dataset includes 679 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000200-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1kw2hr
title: Occurrence Download

description: A dataset containing 2868 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spodoptera litura (Fabricius, 1775)"
 ]
}

 The dataset includes 2868 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001699-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rbkf6
title: Occurrence Download

description: A dataset containing 20119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Phaseolus vulgaris L."
 ]
}

 The dataset includes 20119 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0420614-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdwgas
title: Occurrence Download

description: A dataset containing 4794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lerista bougainvillii (Gray, 1839)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4794 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000200-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cm2h5
title: Occurrence Download

description: A dataset containing 99013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Haematopus ostralegus Linnaeus, 1758",
 "Year 2011-2018"
 ]
}

 The dataset includes 99013 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166193-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqdmxl
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grevillea banksii R.Br.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 168 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045101-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phbv9j
title: Occurrence Download

description: A dataset containing 1704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Asplenium normale D.Don)",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1704 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057906-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.565cm2
title: Occurrence Download

description: A dataset containing 4879 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lynx rufus baileyi Merriam, 1890"
 ]
}

 The dataset includes 4879 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001699-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.