cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kj34n44dwf.1
title: Speaking Through Coffee: Lisu Women Forests and Ecological Communication in Northern Thailand

description: These are research materials and data were collected through interviews and observations with 12 Lisu women in Doi Chang Village, Mae Suey District, Chiang Rai Province, northern Thailand, focusing on their daily lives, roles, and perspectives on development. To complement these insights, audio-recorded interviews were conducted with 2 local NGOs: the Asia Indigenous Peoples Pact Foundation (AIPP) and the Inter-Mountain Peoples Education and Culture in Thailand Association (IMPECT), to gain a deeper understanding of their approaches to indigenous rights and women's empowerment.
DOI: 10.3535/869-hr9-t4w
title: †Stephanosella Canu & Bassler, 1917

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x5m-n5e-naw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w2p-507-wfj
title: Polyptychites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhh-6e1-l46
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lgw-pab-lwq
title: Discoporella umbellata (Defrance, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wge-arv-209
title: Paracrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/t4zh638fbz
title: Data For Predicting Treatment Response Using a Machine Learning Model Based on EEG and Clinical Features

description: Hypothesis: 
The data aimed to develop a machine learning model integrating electroencephalogram (EEG) biomarkers and clinical features to predict the therapeutic response to repetitive transcranial magnetic stimulation (rTMS) in tinnitus patients. 
Data Description:
"Supplementary Table 1.xlsx" contains demographic information, event-related potentials (ERPs), frequency band power, and microstate parameters for all participants. 
Demographic information: Clinical indicators (age, sex, PTA, tinnitus laterality, duration, VAS, THI, etc.) are included.
Event-related potentials (ERPs): Latencies and amplitudes of the P1, N1, P2, N2, P3 and N3 components were extracted at Fz in response to a 2000 Hz pure tone stimulus under the active attention condition. Latency was defined as the time from stimulus onset to the peak of each maximal deflection. The peak-to-trough amplitude was measured, as well as the average amplitude between the peak and trough and the adjacent peaks and troughs.
Frequency band power: Channels were grouped into seven regions based on brain areas: frontal pole (FP1, FP2, FPz, AF3, AF4), frontal lateral (F1, F2, F3, F4, F5, F6, F7, F8, Fz, F11, F12), fronto-temporal (FC1, FC2, FC3, FC4, FC5, FC6, FT11, FT12), central (Cz, C1, C2, C3, C4, C5, C6), temporal (T7, T8, TP7, TP8), parietal (Pz, P1, P2, P3, P4, P5, P6, P7, P8, CPz, CP1, CP2, CP3, CP4, CP5, CP6), and occipital (O1, O2, Oz, PO3, PO4, PO7, PO8, POz). The following frequency bands were analyzed: delta (0.5-4 Hz), theta (4-8 Hz), alpha1 (8-10 Hz), alpha2 (10-12 Hz), beta1 (12-18 Hz), beta2 (18-25 Hz), beta3 (25-30 Hz), gamma1 (30-49 Hz), and gamma2 (51-80 Hz).
Microstate parameters: The k-means clustering method was used to classify these topographies into four categories (A, B, C, D), representing different EEG activity patterns. Various parameters were calculated and analyzed, including the duration of each microstate (in ms), the occurrence probability of each microstate per second (events/s), the coverage percentage of each microstate across the total time (%), the transition probabilities between microstate categories (TP/%), and the Global Explained Variance (GEV), which represents the percentage of the total EEG signal explained by a particular microstate.
Notable Findings:
Statistical analyses showed significant differences between responders and non-responders in terms of P3 latency (p &lt; 0.001) and delta band power in the temporal lobe during eyes-open resting state (p = 0.009). The machine learning model identifies prolonged P3 and N2 latencies, abnormal low-frequency neural oscillations and pre-treatment THI functional scores as core biomarkers, offering a reliable tool for personalized therapy.
DOI: 10.3535/n56-hrg-2m5
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s37-6q7-gfs
title: Sequoia Endl.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z96-s3d-9hd
title: Celleporina Gray, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/t4zh638fbz.1
title: Data For Predicting Treatment Response Using a Machine Learning Model Based on EEG and Clinical Features

description: Hypothesis: 
The data aimed to develop a machine learning model integrating electroencephalogram (EEG) biomarkers and clinical features to predict the therapeutic response to repetitive transcranial magnetic stimulation (rTMS) in tinnitus patients. 
Data Description:
"Supplementary Table 1.xlsx" contains demographic information, event-related potentials (ERPs), frequency band power, and microstate parameters for all participants. 
Demographic information: Clinical indicators (age, sex, PTA, tinnitus laterality, duration, VAS, THI, etc.) are included.
Event-related potentials (ERPs): Latencies and amplitudes of the P1, N1, P2, N2, P3 and N3 components were extracted at Fz in response to a 2000 Hz pure tone stimulus under the active attention condition. Latency was defined as the time from stimulus onset to the peak of each maximal deflection. The peak-to-trough amplitude was measured, as well as the average amplitude between the peak and trough and the adjacent peaks and troughs.
Frequency band power: Channels were grouped into seven regions based on brain areas: frontal pole (FP1, FP2, FPz, AF3, AF4), frontal lateral (F1, F2, F3, F4, F5, F6, F7, F8, Fz, F11, F12), fronto-temporal (FC1, FC2, FC3, FC4, FC5, FC6, FT11, FT12), central (Cz, C1, C2, C3, C4, C5, C6), temporal (T7, T8, TP7, TP8), parietal (Pz, P1, P2, P3, P4, P5, P6, P7, P8, CPz, CP1, CP2, CP3, CP4, CP5, CP6), and occipital (O1, O2, Oz, PO3, PO4, PO7, PO8, POz). The following frequency bands were analyzed: delta (0.5-4 Hz), theta (4-8 Hz), alpha1 (8-10 Hz), alpha2 (10-12 Hz), beta1 (12-18 Hz), beta2 (18-25 Hz), beta3 (25-30 Hz), gamma1 (30-49 Hz), and gamma2 (51-80 Hz).
Microstate parameters: The k-means clustering method was used to classify these topographies into four categories (A, B, C, D), representing different EEG activity patterns. Various parameters were calculated and analyzed, including the duration of each microstate (in ms), the occurrence probability of each microstate per second (events/s), the coverage percentage of each microstate across the total time (%), the transition probabilities between microstate categories (TP/%), and the Global Explained Variance (GEV), which represents the percentage of the total EEG signal explained by a particular microstate.
Notable Findings:
Statistical analyses showed significant differences between responders and non-responders in terms of P3 latency (p &lt; 0.001) and delta band power in the temporal lobe during eyes-open resting state (p = 0.009). The machine learning model identifies prolonged P3 and N2 latencies, abnormal low-frequency neural oscillations and pre-treatment THI functional scores as core biomarkers, offering a reliable tool for personalized therapy.
DOI: 10.3535/ent-vte-dd5
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6y-eqs-65b
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4he-3zv-px9
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a67-20n-kxz
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/bh848cs627
title: Psychological Effects of Tax Amnesty: An Analysis of Taxpayers' Perceptions of Tax Amnesty Policy in Indonesia

description: Attachment of the document below is research data. Which consists of:
1. recap of the interview (which has been trimmed and has been translated into English)
2. and others that are processed data in the ATLAS application.it's, like:
- collection of codes used research
- code Report
- network of code sets to help researchers answer the results of research
DOI: 10.3535/es3-km3-689
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sez-hyw-cgn
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3q6-1e5-wba
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/bh848cs627.1
title: Psychological Effects of Tax Amnesty: An Analysis of Taxpayers' Perceptions of Tax Amnesty Policy in Indonesia

description: Attachment of the document below is research data. Which consists of:
1. recap of the interview (which has been trimmed and has been translated into English)
2. and others that are processed data in the ATLAS application.it's, like:
- collection of codes used research
- code Report
- network of code sets to help researchers answer the results of research
DOI: 10.3535/ayr-4za-zpw
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eq1-cd6-ghn
title: Scrupocaberea maderensis (Busk, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/01t-bxa-7nx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ygc-7vl-w7a
title: Limopsis Sasso, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xt-1en-dfl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s3f-ck5-kxh
title: Pteria Scopoli, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/k487hg6d82
title: Mapping IPC competencies among nurses

description: We hypothesized that nurses in India may not be fully aligned with global infection prevention and control (IPC) competencies, and that gaps in knowledge, attitudes, and practices (KAP) would highlight the need for structured, evidence-based training and certification. The dataset includes responses from 547 nurses across India and provides detailed insights into their IPC competencies. Overall, nurses showed average levels of knowledge and practice but lower scores in attitude. However, when scores were categorized as low, average, or good, the majority of nurses (over 70%) fell into the low category for practice, despite the mean practice score appearing average. This suggests that a small group of high performers shifted the mean upward, masking widespread deficiencies and underscoring a critical disconnect between awareness and actual implementation. Demographic variables, such as years of experience and training background, were significantly associated with variation in IPC competencies.
Predictors: Ordinal logistic regression identified demographic and professional predictors of stronger knowledge and practice, suggesting priority groups for targeted interventions.
Geographic Spread: State-wise mapping revealed wide distribution of respondents, enhancing the generalizability of findings.
How to Interpret and Use the Data:
Raw data excel with scoring for correct answer
Supplementary Table S1 details all KAP items with correct/preferred responses and percentage of correct answers, enabling replication and cross-country comparisons.
Supplementary Table S2 presents associations between demographic variables and KAP levels, providing context for training policy development.
Supplementary Table S3 summarizes regression models to identify predictors of better IPC performance, guiding targeted educational interventions.
Supplementary Figures 1 and 2 visualize geographic representation and predicted probabilities of practice levels, supporting stratified interpretation.
Together, these data provide a foundation for designing tailored IPC education and certification programs for nurses in India, with implications for improving patient safety, reducing healthcare-associated infections (HAIs), and enhancing preparedness for both routine and emergency healthcare delivery.
DOI: 10.3535/1jf-6ly-vg1
title: Cellaria Ellis & Solander, 1786

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttg-my9-s0d
title: Spondylus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25549/inscriptifact-ouc110844479
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110848388
title: Persepolis Fortification Anepigraphic Tablet 0313.201, PFAnep 0313.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0313.201, PFUT 0313-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse. ❧ [Physical Object Note:] Cracks on bottom edge, left edge, obverse. Right side, on diagonal broken off. (Upper and bottom edges may be reversed)
DOI: 10.15468/dl.tnrzqy
title: Occurrence Download

description: A dataset containing 77050 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Avifauna de la Reserva de la Mariposa Monarca"
 ]
}

 The dataset includes 77050 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024218-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110844418
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110844307
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110848387
title: Persepolis Fortification Anepigraphic Tablet 0313.201, PFAnep 0313.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0313.201, PFUT 0313-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse. ❧ [Physical Object Note:] Cracks on bottom edge, left edge, obverse. Right side, on diagonal broken off. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110844259
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110844302
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110844247
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110846299
title: Persepolis Fortification Anepigraphic Tablet 0310.201, PFAnep 0310.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0310.201, PFUT 0310-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge? left edge, reverse? ❧ [Physical Object Note:] Cracks on all edges. Major breakage on bottom edge. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110844244
title: Persepolis Fortification Anepigraphic Tablet 0324.202, PFAnep 0324.202

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0324.202, PFUT 0324-202 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, upper edge. ❧ [Physical Object Note:] Right edge of tablet broken. Damage and cracks on obverse, reverse. Right part of reverse missing. (Upper and bottom edges may be reversed)
DOI: 10.25549/inscriptifact-ouc110846326
title: Persepolis Fortification Anepigraphic Tablet 0332.201, PFAnep 0332.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0332.201, PFUT 0332-201 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse. ❧ [Physical Object Note:] Right side of tablet broken. Deposits on obverse. (Upper and bottom edges may be reversed)