cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17952843
title: Attention Decoding at the Cocktail Party: Cochlear Implant Users

description: Experiment

We conducted a selective auditory attention experiment, where stimuli were presented in the free room over two loudspeakers separated by 60°. Before each trial, participants received instructions directing their attention to a specific audiobook. This guidance was provided visually on a screen, featuring a symbol indicating the selected audiobook’s direction. Initially, we conducted eight trials in a single-speaker scenario, where only one audiobook was presented from alternating sides. Each trial lasted approximately two minutes. After every two trials, the presented story changed. In twelve subsequent trials, we implemented a competing-speaker paradigm, where two stories were presented simultaneously. However, the distractor story started 10 s later, affording participants time to discern the target speaker. We further randomized the organization by starting with the block of s2 stimuli instead of s1 for every second participant. 

 

Participants

The dataset comprises data from 24 bilaterally Cochlear-Implant users. This is only one of three datasets collected for this study. There two more datasets from 29 age-matched hearing aid users and 29 control participants. All three cohorts underwent the exact same procedure.

 

EEG Recording

We collected EEG data using an actiCHamp System (BrainProducts GmbH, Germany) equipped with 32 electrodes. For CI-users between two and four electrodes were removed due to their proximity to the CI magnet and sound processor. The sampling rate was set at 1 kHz, and an online low-pass filter with a cutoff frequency of 280 Hz was implemented. Prior to the experiment, electrode impedances were maintained below 20 kΩ. We monitored the impedances throughboth the single-speaker and competing-speaker scenarios, and, if needed, applied additional conductive gel to ensure that the impedances remained below the threshold of 20 kΩ. For synchronizing the audio and the EEG recording, we used an audio splitter and recorded the presented audio as two auxiliary channel over the EEG recorder with two StimTraks (BrainProducts GmbH, Germany) as adapter. We performed an offline correlation analysis between the recorded audio signal and delayed versions of the clean stimuli. The delay with highest value in Pearson’s r is used to align the respective stimuli with the EEG recording. Additionally, we sent onse

Dataset



We provide the dataset for each cohort as hdf5 dataset. It includes:



The EEG recording sampled at the original sampling frequency of 1kHz

Stimuli and precalculated features (speech envelope and onset envelope)



The original stimuli as wav files sampled at 48kHz. The files are named according to the "stimulus code" in  the hdf5 file, so they can me matched easily to the neural data.

Exemplary raw data in .vhdr format and the montag file. This data is helpful to create topographies, for instance for TRF analysis.


 

For organization of the file and an example of how to read the data using python, see the hdf5_dataset_info.txt file.
DOI: 10.5281/zenodo.17985050
title: OPENBIB: Selected curated open metadata based on OpenAlex

description: This dataset, compiled by the German Kompetenznetzwerk Bibliometrie, provides access to curated bibliometric data in OpenAlex focussing on the German research landscape. 

Curated data is provided for following entities:

- Address information- Publishers- Funding information- Document types- Transformative agreements- Authors (tba)

For an overview about the tables included, see data-overview-zenodo.pdf

This release is based on the July 2025 snapshot of OpenAlex. The OPENBIB snapshot is offered in both CSV and JSONL format.

This release demonstrates the current state of metadata curation. The aim is to continue these efforts and improve the curation together with the community and data providers. 

Data is made available under the CC0 license. 

Github repository: https://github.com/kbopenbib/kbopenbib_data/
DOI: 10.3535/xl6-re8-4xg
title: Agrostis gigantea Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-tqy-3zt
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-6da-5k1
title: Carex atrata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-7vs-ryy
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-bf5-hyj
title: Potamogeton berchtoldii Fieber

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-fgj-fxg
title: Luzula multiflora (Ehrh.) Lej.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-htg-efr
title: Poa arctica R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-kfv-j2g
title: Luzula spicata (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-nft-f4q
title: Sisymbrium altissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-p94-k7m
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.34740/kaggle/dsv/14253673
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.3535/xl7-t93-3hh
title: Deschampsia cespitosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-yhe-j5n
title: Alchemilla acutiloba Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-z50-wys
title: Lathyrus linifolius (Reichard) Bässler

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl8-2w3-mzy
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-16j-sna
title: Ceratophyllum demersum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl8-hw3-7ss
title: Calamagrostis canescens (Weber) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl7-a2n-kbn
title: Potentilla neglecta Baumg.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18014870
title: Dataset The Role Of Artificial Intelligence in Driving Digital Transformation in Retail Companies

description: Artificial Intelligence (AI) is no longer just a tool; it's arguably the main catalytic engine for Digital Transformation (DT) in retail. It's the core intelligence activating new data-driven business models. This article synthesizes a mix of academic, industry, and technical literature to look at AI's wide-ranging role. The findings point to a clear, quantifiable impact across the retail value chain. This includes everything from hyper-personalizing the customer experience to optimizing the supply chain and demand forecasting 1, and even creating frictionless, intelligent in-store environments.2 By looking at different strategic models—like Walmart's 'Agentic AI' approach 3, H&M's 'Profitability and Sustainability' turnaround 4, and Stitch Fix's 'Human-AI Synergy' 5—we can see multiple paths to value. But this potential is held back by some profound implementation barriers. The research suggests the primary obstacles aren't purely technological. They appear to be socio-technical and ethical.6 We're talking about a major leadership gap 7, immature data governance 8, and serious economic risks, like the possibility of algorithmic collusion 9 or even consumer harm.10 The report concludes that actually getting this value depends on whether retailers can navigate these tricky leadership and ethical challenges, balancing innovation with governance.
DOI: 10.3535/xl9-4ah-pn9
title: Fragaria moschata Duchesne

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-b54-4l5
title: Dryopteris carthusiana (Vill.) H. P. Fuchs

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18014869
title: Dataset The Role Of Artificial Intelligence in Driving Digital Transformation in Retail Companies

description: Artificial Intelligence (AI) is no longer just a tool; it's arguably the main catalytic engine for Digital Transformation (DT) in retail. It's the core intelligence activating new data-driven business models. This article synthesizes a mix of academic, industry, and technical literature to look at AI's wide-ranging role. The findings point to a clear, quantifiable impact across the retail value chain. This includes everything from hyper-personalizing the customer experience to optimizing the supply chain and demand forecasting 1, and even creating frictionless, intelligent in-store environments.2 By looking at different strategic models—like Walmart's 'Agentic AI' approach 3, H&M's 'Profitability and Sustainability' turnaround 4, and Stitch Fix's 'Human-AI Synergy' 5—we can see multiple paths to value. But this potential is held back by some profound implementation barriers. The research suggests the primary obstacles aren't purely technological. They appear to be socio-technical and ethical.6 We're talking about a major leadership gap 7, immature data governance 8, and serious economic risks, like the possibility of algorithmic collusion 9 or even consumer harm.10 The report concludes that actually getting this value depends on whether retailers can navigate these tricky leadership and ethical challenges, balancing innovation with governance.
DOI: 10.3535/xl9-gq0-ybx
title: Reseda lutea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-jkd-3ts
title: Rubus chamaemorus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-qf9-9jp
title: Sorbus aucuparia x ssp. aucuparia × ssp. glabrata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-w73-nad
title: Eriophorum × medium Andersson

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-w9f-33h
title: Asplenium trichomanes L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-wqv-51x
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-zb7-3ym
title: Salix glauca var. stipulata Flod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xla-9sa-yjf
title: Asplenium trichomanes L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xla-h2c-z6h
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl9-jqb-e8h
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xla-ma5-d57
title: Vicia tetrasperma (L.) Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xla-rhx-tn6
title: Triglochin palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xla-v85-21h
title: Carex disperma Dewey

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xla-wk4-x4x
title: Phalaris canariensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-0wx-dj5
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-29s-q4m
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-4kl-gpx
title: Epipactis helleborine (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-773-s51
title: Euphorbia helioscopia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-8ht-8cp
title: Carex disticha Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-9as-vvz
title: Alyssum alyssoides (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-ayk-nb8
title: Carex disticha Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-b15-60d
title: Blitum capitatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-gpz-dzd
title: Thelypteris palustris Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-qbm-wyr
title: Juncus gerardii subsp. gerardii

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-s2a-ngg
title: Cinna latifolia (Trevir. ex Göpp.) Griseb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlb-5d6-8kb
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-46k-9m4
title: Anthoxanthum australe (Schrad.) Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-5x3-za7
title: Isatis tinctoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-amk-51l
title: Carex maritima Gunnerus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-b35-2s4
title: Eriophorum angustifolium Honck.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-hc7-rsr
title: Silene uniflora Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-k8q-v67
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlc-ld4-34w
title: Stellaria crassifolia Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xld-1jm-gln
title: Luzula multiflora (Ehrh.) Lej.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xld-2hk-r7l
title: Eleocharis fennica Palla ex Kneuck.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xld-kpf-dbl
title: Oxalis stricta L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xld-ryx-naa
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xld-zhw-h8q
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-9dw-p13
title: Alchemilla glaucescens Wallr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-czw-6wv
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-g2m-k8y
title: Juncus articulatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-pjf-572
title: Salix myrtilloides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-pwv-7qq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-q2q-djh
title: Potamogeton polygonifolius Pourr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-qyj-l6d
title: Nymphaea tetragona f. colorata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-rgm-s1l
title: Potentilla erecta (L.) Raeusch.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-val-2rf
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-vxk-45e
title: Sorbus aucuparia subsp. aucuparia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-ys3-qzh
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xle-ytt-6z3
title: Carex glareosa Schkuhr ex Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlf-1nw-51m
title: Prunus spinosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlf-1vy-hwy
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlf-2kr-ama
title: Bolboschoenus maritimus (L.) Palla

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlf-bnv-nh9
title: Eriophorum vaginatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlf-xvb-ya9
title: Poa remota Forselles

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlg-3ky-fql
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlg-7vb-469
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlg-7vm-lmd
title: Juncus alpinoarticulatus subsp. rariflorus (Hartm.) Breistr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.15159804
title: Table 1 in A new species of silverfish of the genus Persiatelurina Molero et al., 2018 (Zygentoma: Nicoletiidae) from Crimea

description: Table 1. Main morphological differences between Persiatelurina crimeana sp.n., P. daghestaniana, P. caucasica and P. farsiana [Kaplin, 2016; Kaplin, Vasin, 2019; Tahami et al., 2018]. Таблица 1. Основные морфологические раЗличиЯ меЖду Persiatelurina crimeana sp.n., P. daghestaniana, P. caucasica и P. farsiana [Kaplin, 2016; Kaplin, Vasin, 2019; Tahami et al., 2018].
Morphological charactersP. daghestanianaP. caucasicaP. farsianaP. crimeana sp.n.Body length, mm3.2–3.84.1–4.64.53.1–3.9Number of macrochaetae on the inner margin of lacinia57–84?5Ratio of lengths of ultimate to penultimate palpomeres of maxillary palps1.21.3?1.2Number of apical sensorial papillae on the ultimate palpomere of maxillary palps43?3I3.72.93.03.6Ratio length to width of tibia II4.22.6–2.73.4III4.53.24.0Number of setulae on the posterior margin of pronotum1010–1186–8Ratio depth to width of concave on the hind margin of urotergite X0.45 ♀0.27♀1.17 ♀ 0.60 ♂ Mean 0.870.53♀ 0.70♂Number pegs on underside of male urotergite X??23–25 + 23–255 + 5Ratios of lengths of styli (without VII apical spines) to urosternite (VII) or VIII0.74 0.780.63 0.63–0.66?0.58 0.70urocoxites (VIII, IX) IX0.840.88–0.890.80Number divisions of ovipositor9978
description: Published as part of Kaplin, V. G. & Martynov, V. V., 2024, A new species of silverfish of the genus Persiatelurina Molero et al., 2018 (Zygentoma: Nicoletiidae) from Crimea, pp. 271 in Russian Entomological Journal 33 (3) on page 271, DOI: 10.15298/rusentj.33.3.01, http://zenodo.org/record/14683174
DOI: 10.5281/zenodo.15159805
title: Table 1 in A new species of silverfish of the genus Persiatelurina Molero et al., 2018 (Zygentoma: Nicoletiidae) from Crimea

description: Table 1. Main morphological differences between Persiatelurina crimeana sp.n., P. daghestaniana, P. caucasica and P. farsiana [Kaplin, 2016; Kaplin, Vasin, 2019; Tahami et al., 2018]. Таблица 1. Основные морфологические раЗличиЯ меЖду Persiatelurina crimeana sp.n., P. daghestaniana, P. caucasica и P. farsiana [Kaplin, 2016; Kaplin, Vasin, 2019; Tahami et al., 2018].
Morphological charactersP. daghestanianaP. caucasicaP. farsianaP. crimeana sp.n.Body length, mm3.2–3.84.1–4.64.53.1–3.9Number of macrochaetae on the inner margin of lacinia57–84?5Ratio of lengths of ultimate to penultimate palpomeres of maxillary palps1.21.3?1.2Number of apical sensorial papillae on the ultimate palpomere of maxillary palps43?3I3.72.93.03.6Ratio length to width of tibia II4.22.6–2.73.4III4.53.24.0Number of setulae on the posterior margin of pronotum1010–1186–8Ratio depth to width of concave on the hind margin of urotergite X0.45 ♀0.27♀1.17 ♀ 0.60 ♂ Mean 0.870.53♀ 0.70♂Number pegs on underside of male urotergite X??23–25 + 23–255 + 5Ratios of lengths of styli (without VII apical spines) to urosternite (VII) or VIII0.74 0.780.63 0.63–0.66?0.58 0.70urocoxites (VIII, IX) IX0.840.88–0.890.80Number divisions of ovipositor9978
description: Published as part of Kaplin, V. G. & Martynov, V. V., 2024, A new species of silverfish of the genus Persiatelurina Molero et al., 2018 (Zygentoma: Nicoletiidae) from Crimea, pp. 271 in Russian Entomological Journal 33 (3) on page 271, DOI: 10.15298/rusentj.33.3.01, http://zenodo.org/record/14683174
DOI: 10.5281/zenodo.15159808
title: Table 1 in Call descriptions of two species of Meristogenys (Anura: Ranidae) from Sabah, Malaysia with novel notes on species morphology

description: Table 1. Details of Meristogenys recorded in Crocker Range, Sabah in March 2023.
SpeciesIndividual (recording #)SVL (mm)Temp (°C)Relative humidity (%)Recording length (min:sec)No. callsNo. call typesM. stigmachilus230305_003n/a20.30.995:1052M. stigmachilus230305_00748.519.60.999:23234M. stigmachilus230305_0094720.90.938:0911M. stigmachilus230305_0133n/an/an/a5:0394M. stigmachilus230305_0140n/an/an/a5:50104M. stigmachilus230305_0141n/an/an/a3:0742M. stenocephalus230307_004n/an/an/a1:3933M. stenocephalus230307_0076321.80.9918:4454M. stenocephalus230307_008n/an/an/a7:0511M. stenocephalus230307_0095921.60.9917:1764
description: Published as part of Sheridan, Jennifer A., Grafe, Ulmar, Márquez, Rafael, Narins, Peter M., Vázquez-García, Pablo & Yambun, Paul, 2024, Call descriptions of two species of Meristogenys (Anura: Ranidae) from Sabah, Malaysia with novel notes on species morphology, pp. 358 in Raffles Bulletin of Zoology 72 on page 358, DOI: 10.26107/RBZ-2024-0028, http://zenodo.org/record/14682745