cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/6rj-c5j-f39
title: Cymbiola vespertilio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cml-trw-2wt
title: Pisinna glabrata (Megerle von Mühlfeld, 1824)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ktp-1ar-j1g
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tdx-9z3-rnc
title: Trophon Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tlt-125-bye
title: Polystira albida (G. Perry, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0lm-wj6-pjm
title: Sorgenfreispira brachystoma (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/22k-kk1-3aq
title: Armiger crista (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f67-rmk-ha1
title: Cerithiopsis tubercularis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kh0-344-kfy
title: Bittium lacteum (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y7n-yve-2h4
title: Chauvetia brunnea (Donovan, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5hx-0d3-4tg
title: Turbonilla acutissima Monterosato, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jfx-cqf-dg0
title: Melanella alba (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezw-c5t-1fp
title: Helicodonta obvoluta (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qxg-pm5-rpv
title: Brachystomia eulimoides (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6m-bf6-19v
title: Mastus grandis grandis (Mousson, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5p0-dsv-v08
title: Chrysallida P. P. Carpenter, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/egb-027-ede
title: Cerithidium submammillatum (de Rayneval & Ponzi, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nep-ds2-eee
title: Omalogyra atomus (R. A. Philippi, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xma-4re-wdn
title: Manzonia crassa (Kanmacher, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5n7-cdl-jn9
title: Marmorana signata (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvl-v9a-w95
title: Cerithidium submammillatum (de Rayneval & Ponzi, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tgr-7mx-a8e
title: Turbonilla krebsii (Mörch, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c8g-xrd-rnd
title: Chauvetia mamillata (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x64-7aj-kmb
title: Quidnipagus palatam Iredale, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8t2-l7g-w2c
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/apa-v1z-159
title: Scrobicularia plana (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jj0-cea-zan
title: Euglesa casertana (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0wz-ab4-8dr
title: Dreissena polymorpha (Pallas, 1771)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tp4-hyj-jgw
title: Lissomphalia bithynoides (Monterosato, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wj-6ye-v8k
title: Cochlostoma philippianum (Gredler, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nrm-76e-b8x
title: Setia H. Adams & A. Adams, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/snf-0wk-z26
title: Rissoa similis Scacchi, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gcb-wj8-w5x
title: Cima minima (Jeffreys, 1858)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/309-vn3-yhl
title: Retrotortina fuscata Chaster, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t03-yzl-46j
title: Nodulus contortus (Jeffreys, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dlb-trp-v1a
title: Teinostoma cansadoi Adam & Knudsen, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hkc-hnd-ejf
title: Rissoa albugo R. B. Watson, 1873

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w5n-qle-srj
title: Limacina Bosc, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/whw-l36-v6p
title: Gonyodiscus rotundatus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29l-hvy-tld
title: Lyria mitraeformis (Lamarck, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/784-w1g-5n8
title: Merdigera obscura (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0v-rra-xnp
title: Spongiobranchaea australis A. d'Orbigny, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qv8-291-j13
title: Turritellinella tricarinata (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2e-49v-ns9
title: Philippia Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qyb-jkp-491
title: Sphaerium corneum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z1s-jd9-7ea
title: Nodulus contortus (Jeffreys, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xq-h91-zxm
title: Steromphala racketti (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lef-kcx-316
title: Alvania lactea (Michaud, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7n0-j8v-28t
title: Euglesa nitida (Jenyns, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ak5-vqq-t5e
title: Bittium lacteum (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/avn-fmw-vrz
title: Albinaria schuchii schuchii (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l8c-daw-dbq
title: Folinella excavata (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zk8-l41-f75
title: Parthenina emaciata (Brusina, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6g9-8xv-04f
title: Cypraecassis testiculus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zgx-cdq-yvn
title: Hydrobia acuta (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p5r-bpb-s0y
title: Pusillina radiata (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qss-k3z-t4g
title: Setia ambigua (Brugnone, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xqd-4y4-3v5
title: Alvania settepassii Amati & Nofroni, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t46-xvr-pal
title: Azorinus chamasolen (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3nz-cwp-tv7
title: Hecuba reticulata Raven & H. Dekker, 2022

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/egz-441-q4p
title: Rissoa ventricosa Desmarest, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6c2-0bs-7d5
title: Setia amabilis (Locard, 1886)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/znt-3nm-64z
title: Barleeia unifasciata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwy-gq3-3rn
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k40-1gr-89a
title: Sphincterochila candidissima (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zb0-dk9-vfj
title: Paludinella littorina (Delle Chiaje, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjj-1sw-4lr
title: Pyrgiscus rufus (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vzq-kr1-0nn
title: Turbonilla lactea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25976/eq05-vp82
title: Roseville/Miminegash Watersheds Inc. Continuous Logger Data

description: The Roseville/Miminegash Watersheds Inc. Community-Based Water Monitoring Project aims to continue western Prince Edward Island collaboration efforts in water data collection for the West Prince area and to determine how much of a differing impact there is on watersheds due to climate change, based on land use. Data was taken with dataloggers.
DOI: 10.3535/nyp-4tt-zqw
title: Obscurella obscura (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xfb-jc7-t04
title: Petasina H. Beck, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kz5-fdt-fmn
title: Aegopinella Lindholm, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rcb-gp2-snx
title: Obtusella intersecta (S. V. Wood, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2s-nrl-yac
title: Triptychus niveus (Mörch, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3tg-zgf-nd6
title: Caecum trachea (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hxm-07q-kde
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/664-1wl-8rp
title: Lyria pattersonia (G. Perry, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rxg-wlz-12m
title: Euglesa nitida (Jenyns, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rzd-afj-cnx
title: Steromphala cineraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwg-xqm-f1e
title: Alvania rudis (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zlf-d7y-b6d
title: Cingula trifasciata (J. Adams, 1800)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2z7-fv4-28n
title: Vallonia pulchella (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0cp-x8t-4h7
title: Hydrobia W. Hartmann, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3p-vnq-ah3
title: Gibbula Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3kw-7lg-xld
title: Euglesa personata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhz-rva-r71
title: Barleeia unifasciata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xw0-wy4-ege
title: Pisinna glabrata (Megerle von Mühlfeld, 1824)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/24a-gzn-fgf
title: Caecum armoricum de Folin, 1869

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fvv-ksg-p37
title: Alvania lactea (Michaud, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5dx-70b-kd7
title: Bulla striata Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xmg-tsv-r1q
title: Cymbium glans (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acy-rb1-wrq
title: Cassis Scopoli, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/avm-qxj-891
title: Chauvetia mamillata (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6y8-6v0-ma6
title: Odostomia lukisii Jeffreys, 1859

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8yw-7rp-7js
title: Retinella incerta (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qla-bjc-10n
title: Chauvetia Monterosato, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2dm-kjp-lr9
title: Obscurella obscura (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gak-p4z-9j3
title: Cernuella cisalpina (Rossmässler, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/swv-6pp-qt6
title: Alvania lineata Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gkm-h6j-vf3
title: Gibbula Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vl8-ywt-pja
title: Obtusella macilenta (Monterosato, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyq-nlq-tzh
title: Caecum auriculatum de Folin, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n8m-ay6-mw3
title: Alvania discors (T. Brown, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pkp-2l5-dl7
title: Barleeia unifasciata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/038-gvz-n76
title: Alvania watsoni (Schwartz von Mohrenstern, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eq8-v8z-9ns
title: Ceratia proxima (Forbes & Hanley, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.y6reyd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bagarius rutilus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006900-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5w7-7nb-72y
title: Euglesa obtusalis (Lamarck, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2a-5dr-e7b
title: Abra alba (W. Wood, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ca9-t6y-rbj
title: Euglesa supina (A. Schmidt, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vcw-kxc-734
title: Cyclostremiscus cubanus (Pilsbry & Aguayo, 1933)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/79g-jdp-j68
title: Euglesa milium (Held, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/71p-gqw-l36
title: Triphora Blainville, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/evn-e2r-pq5
title: Carinorbis clathrata (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/563-6ab-2nm
title: Clio cuspidata (Bosc, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tpe-qfw-cxs
title: Eulimella ventricosa (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g49-zm8-d7t
title: Cymbulia peronii Blainville, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5517/ccdc.csd.cc2nq2dw
title: CCDC 2464078: Experimental Crystal Structure Determination

description: Related Article: Sandeep Kumawat, Gopika N. Nair, Venkata Narayana Kalevaru, Sebastian Wohlrab, Taras Tarasiuk, Tetyana Yegorova, Pavel K. Mykhailiuk, Kishore Natte|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c03246
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2myy0k
title: CCDC 2441839: Experimental Crystal Structure Determination

description: Related Article: Xin Li, Nian-Ling Li, Wen-Xing Wang, Xiaojiao Yang, Xiaoping Li, Jianyu Wei, Xian-Kai Wan|2025|Chem.Mater.|||doi:10.1021/acs.chemmater.5c02165
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ns92v
title: CCDC 2466207: Experimental Crystal Structure Determination

description: Related Article: Fayez Y. Al-Mukhaizeem, Osama M. Habib, Asaad S. Mohamed, Nouria A. Al-Awadi|2025|Journal of Analytical and Applied Pyrolysis|193||doi:10.1016/j.jaap.2025.107410
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.30494111
title: Cost-Effective Prediction of Knee Joint Angle fromSurface Electromyography Signals During FreeMotion using Transformer Regression

description: This paper outlines a proof-of-concept for the precise forecasting, using a Time-Series Transformer (TST) regression framework, of the angle of the knee joint based on Surface Electromyography (sEMG) data from just three sensors on the upper thigh. To facilitate real-time prediction, the Transformer was given a hybrid input of autoregressive and exogenous data from two Inertial Measurement Units (IMUs) and the three sEMG sensors. Furthermore, the flexibility of a Transformer Model meant that the data could be continuously recorded during spontaneous, unplanned motion of the lower leg. A sliding-window approach was used to allow the model to continuously predict from a stream of live data. The model achieved high cross-validation accuracy (70-15-15 split) predicting the knee joint angle (in degrees) on a relatively small dataset of 35,613 samples--RMSE=3.97, nRMSE=0.0208, MAE=2.61, MBE=-0.45, R2=0.9928 on unseen data--and outperformed benchmarks set by state-of-the-art methods, such as CNN and LSTM, while making use of fewer sensors and demonstrating sub-millisecond prediction time per sample. Additionally, the limited number of sensors and equipment used in this method allows for greater accessibility to patients in need.