cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/wkc-0rk-pf4
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4tf-6h8-3we
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lbw-15p-kxh
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rtf-6lp-1fz
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hl9-xrb-jcw
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lav-221-ded
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.21227/akrr-yj13
title:  Early Stage Diabetes Risk Prediction

description: Diabetes is a chronic condition that occurs when the body is unable to effectively use insulinor when the pancreas is unable to produce sufficient amounts of the hormone required to regulate bloodsugar levels. Conventional diagnostic methods, such as blood and urine glucose tests and family historyassessments, are commonly used by endocrinologists to detect diabetes. However, delayed detection remainsa significant concern as it increases the risk of severe complications over time. Therefore, early diabetesprediction is essential to improve patient outcomes and mitigate potential health risks.This study evaluates the performance of clustering techniques K-Means, Complete-Linkage, Expectation-Maximization, and Hierarchical K-Means for early-stage diabetes prediction. The impact of feature selec-tion using the Ant Colony Optimization (ACO) algorithm is analyzed to enhance clustering performance.The experiments are carried out using a data set comprising key diabetes risk indicators. The data setis preprocessed and the models are assessed using precision, recall, Rand index, and Fowlkes-Mallowsscore. The results indicate that ACO feature selection significantly improves the accuracy of the clustering,with Expectation-Maximization achieving the highest recall increase of 81.45% and Hierarchical K-Meansimproving the recall by 64. 93%. Precision scores for K-Means, Expectation-Maximization, and Hierar-chical K-Means reached 97% with ACO, while Complete-Linkage exhibited reduced effectiveness, withrecall dropping by 38.24%. False negative rates decreased significantly for Expectation-Maximization (-101instances) and Hierarchical K-Means (-87 instances) after feature selection. These findings demonstrate thatintegrating ACO with clustering methods enhances early diabetes prediction, providing a reliable approachfor clinical decision-making.
DOI: 10.3535/28z-0dp-9x0
title: †Holopea J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8db-xkj-y52
title: †Oepikina Salmon, 1942

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fae-v7s-657
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wn0-8c0-sx4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4sv-yhx-ecn
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pe1-g5j-5yc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e7f-a68-9dy
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ev-kla-4xx
title: †Cliftonia Foerste, 1909

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ddz-aw4-1nv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/660-exr-xa8
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k4e-6mc-wmk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zzz-r64-xqr
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zq1-ft5-m55
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8kk-eef-2sm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sjt-a0q-dac
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f0v-ehy-e56
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jwe-p93-epb
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/592-dzz-qqr
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sd6-9hq-50g
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dqy-f8r-m95
title: Cornulites semiapertus Öpik

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kxy-q29-t28
title: †Siphonotreta Verneuil, 1845

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mqa-1jt-0th
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x53-1es-0xk
title: †Bellerophon Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7mk-sra-pr7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8v9-mqq-cev
title: †Oepikina Salmon, 1942

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e7h-slx-3rd
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yd5-mkl-6jt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f3b-x11-j5s
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h0h-86a-6b2
title: †Phymatopleuridae Batten, 1956

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dvg-gyp-px3
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zkm-6m4-gas
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8cy-64j-30r
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mfn-6lg-kpk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5wj-6ll-61r
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tzm-f3v-f5q
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/572-sqp-ej2
title: †Orthoceras Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/epy-abg-y14
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/37w-qy4-n3k
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/78e-e2d-6ac
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ly-913-nz7
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3fb-82t-9qc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7sa-56z-jsr
title: †Bellerophon Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/90t-dhf-ky2
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h1w-xtk-zfq
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ztf-vk2-ggf
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x72-0rz-aq4
title: marble

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zfp-jbs-q7f
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ec-z55-ryp
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hah-5el-0c5
title: Celestine

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9pl-210-tqx
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6t1-df2-78w
title: gravel

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r6m-8xf-v6x
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yf5-xnj-14m
title: metamorphic rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6gt-72s-zdl
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vdg-3vp-w7n
title: †Trilobita

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bar-ghp-am4
title: †Asaphus (Neoasaphus) cornutus (Pander, 1830)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h3j-rb7-l6p
title: †Orthoceras Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f6w-41n-27c
title: †Diplotrypa petropolitana Nicholson, 1879

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2xd-fsh-s1m
title: †Endoceras J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6l3-dne-tna
title: †Phymatopleuridae Batten, 1956

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g3x-syd-eep
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gnb-ta9-fy8
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tef-81v-e5r
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z2g-57z-qxd
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0fv-9p7-5np
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ama-w7p-y00
title: †Asaphidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lw1-dtc-rfr
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3nd-4rb-6fb
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l8k-q1h-h5r
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tbf-feg-kgc
title: †Diplotrypa petropolitana Nicholson, 1879

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w9d-8hn-kzb
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jfe-tgg-avn
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sp6-nx1-rbx
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2yq-qhs-p30
title: Xenasaphus devexus (Eichwald)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ax0-1nz-f6j
title: †Holopea J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1he-0j7-288
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hzq-5kt-cdh
title: †Holopea J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ptv-8ve-aha
title: †Subulites Emmons, 1842

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zxr-7pg-9dp
title: †Bellerophon Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mbq-z72-d38
title: †Endoceras J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mhk-49e-ztv
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jsm-cg8-q1e
title: †Lophospira Whitfield, 1886

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sxg-qq7-c1h
title: †Lophospira Whitfield, 1886

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5jt-1ea-a6e
title: †Lichidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wzr-agd-0qc
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hx3-z05-j2f
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lnc-fsp-t0n
title: Lingula Bruguière, 1791

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g9h-v6y-va1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kfx-00t-rj7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k7n-d6h-j4x
title: †Phymatopleuridae Batten, 1956

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tcp-t84-pgb
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fyt-b3p-mbd
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/37z-51p-j2a
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5dy-6xv-6jp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tag-6l2-301
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vdp-r9d-4rx
title: Lingula Bruguière, 1791

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vsv-zyx-cpd
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zjr-pqd-y5z
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1lf-8s0-zm9
title: †Orthoceras Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nxl-ez3-h6v
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qfh-fnl-2ln
title: Hoya R. Br.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bjm-0hv-8cs
title: †Orthoceras Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/af6-wee-gqw
title: †Asaphidae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xjs-a4y-l1q
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k2b-npn-cvy
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xz2-qyj-7tt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/69n-fb4-0vx
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lzr-kkj-60q
title: †Bellerophon Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/168-gh8-prl
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w2r-f3x-3fy
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eyd-vl7-xgw
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nrj-4hg-fqm
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hs2-146-k34
title: †Oepikina Salmon, 1942

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jee-wtr-4hr
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9nn-85a-f9a
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hhy-mwm-mwd
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ggz-ya7-b1w
title: †Oepikina Salmon, 1942

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x8d-yte-lnv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cwl-j66-0ls
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7c7-cfl-zpt
title: †Oepikina Salmon, 1942

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15156/bio/sh1097356.10fu
title: SH1097356.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1097357.10fu
title: SH1097357.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.