cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ksmcbg69rr
title: Farsi Mental State and Emotional Needs Dataset for Psychological Text Mining

description: The dataset consists of 993 validated text samples annotated manually by a human expert in Persian. Each sample contains free-form user-generated text expressing emotional distress, mental health concerns, or existential reflection.

The samples were collected and labeled between June and July 2025 from public online Persian-language mental health forums and social discussion platforms. The raw texts were anonymized and selected based on depth of psychological content and relevance to emotion-focused analysis. Texts involving offensive or highly clinical content were excluded.

Each entry in the dataset has the following structure:

{
 "id": 75,
 "text": "دوست دارم یکی توی این دنیا باشه التماسش کنم... چرا اینجوری شد؟...",
 "mental_state": ["hopelessness", "regret"],
 "emotional_need": ["closure", "forgiveness"]
}
id: a unique numeric identifier

text: the original Persian user-generated sample

mental_state: a list of inferred emotional or psychological states (e.g., hopelessness, numbness, anxiety)

emotional_need: a list of underlying emotional or psychological needs (e.g., support, validation, escape)

The labels were assigned by a native Farsi-speaking expert with a background in psychology and AI. The annotation schema was designed to reflect both observable emotional states and implied psychological needs. The labels were selected from a predefined taxonomy derived from psychological literature, but expanded inductively to include emergent patterns.

The dataset has been cleaned and formatted as a UTF-8 encoded JSON file. All records have been reviewed to remove duplicates and structural inconsistencies. No personally identifiable information (PII) is present.

Applications
This dataset is intended for use in Natural Language Processing (NLP) applications involving emotion detection, psychological profiling, affective computing, and Farsi language modeling. It is particularly valuable for research in AI for mental health, empathetic chatbots, and emotion-aware dialogue systems.

Potential users include:

Researchers in psychology and AI

NLP practitioners working on low-resource languages

Developers of mental health screening tools or therapeutic AI
DOI: 10.3535/fs2-hs1-dlz
title: Menaethius monoceros (Latreille, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjw-6sx-v1x
title: Scopimera globosa (De Haan, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/ksmcbg69rr.1
title: Farsi Mental State and Emotional Needs Dataset for Psychological Text Mining

description: The dataset consists of 993 validated text samples annotated manually by a human expert in Persian. Each sample contains free-form user-generated text expressing emotional distress, mental health concerns, or existential reflection.

The samples were collected and labeled between June and July 2025 from public online Persian-language mental health forums and social discussion platforms. The raw texts were anonymized and selected based on depth of psychological content and relevance to emotion-focused analysis. Texts involving offensive or highly clinical content were excluded.

Each entry in the dataset has the following structure:

{
 "id": 75,
 "text": "دوست دارم یکی توی این دنیا باشه التماسش کنم... چرا اینجوری شد؟...",
 "mental_state": ["hopelessness", "regret"],
 "emotional_need": ["closure", "forgiveness"]
}
id: a unique numeric identifier

text: the original Persian user-generated sample

mental_state: a list of inferred emotional or psychological states (e.g., hopelessness, numbness, anxiety)

emotional_need: a list of underlying emotional or psychological needs (e.g., support, validation, escape)

The labels were assigned by a native Farsi-speaking expert with a background in psychology and AI. The annotation schema was designed to reflect both observable emotional states and implied psychological needs. The labels were selected from a predefined taxonomy derived from psychological literature, but expanded inductively to include emergent patterns.

The dataset has been cleaned and formatted as a UTF-8 encoded JSON file. All records have been reviewed to remove duplicates and structural inconsistencies. No personally identifiable information (PII) is present.

Applications
This dataset is intended for use in Natural Language Processing (NLP) applications involving emotion detection, psychological profiling, affective computing, and Farsi language modeling. It is particularly valuable for research in AI for mental health, empathetic chatbots, and emotion-aware dialogue systems.

Potential users include:

Researchers in psychology and AI

NLP practitioners working on low-resource languages

Developers of mental health screening tools or therapeutic AI
DOI: 10.3535/84m-bph-vs7
title: Penaeus brasiliensis Latreille, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt7-b23-gr0
title: Minuca burgersi (Holthuis, 1967)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/yw822qk8801
title: UCSD/Stanford Pt Loma Kelp Forest Data

description: This is data collected as part of a collaborative project "Collaborative Research: Kelp forest hydrodynamics: observations of drag and cross-shore exchange on the inner shelf", supported by NSF grants OCE2022959 and OCE2022927. The data included here were collected in the Pt. Loma kelp forest near San Diego during 3 separate deployments: summer 2021, summer 2021 to spring 2022, and spring/summer 2022.
DOI: 10.3535/0nm-p0s-160
title: Clibanarius aequabilis (Dana, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tj6-wfg-gb5
title: Goneplax rhomboides (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/kr571bm9410
title: Supplementary Materials for "Blood Transcriptomic Associations of Epigenetic Age in Adolescents"

description: Supplemental materials for "Blood Transcriptomic Associations of Epigenetic Age in Adolescents" Khodasevich et al 2025. Materials contain full summary statistics from fully-adjusted models for each epigenetic clock.
DOI: 10.3535/kvl-tn0-12r
title: Callianassa diaphora Le Loeuff & Intès, 1974

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t5f-2yk-pyk
title: Thalamita prymna (Herbst, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/nw578yt5376
title: Pre and Post Survey data on student attitudes about data and reading from ELAlytics project

description: Dataset for student attitudes in deidentified middle school regarding data and reading, administered during English Language Arts class, with English Proficiency classifications
DOI: 10.3535/0wj-1b0-6d1
title: Menaethius monoceros (Latreille, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nw5-h46-nl7
title: Thalamita prymna (Herbst, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1s8-kja-smh
title: Microthelphusa wymani (Rathbun, 1905)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zp2-065-bgh
title: Microthelphusa wymani (Rathbun, 1905)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ef-kxz-vql
title: Coenobita rugosus H. Milne-Edwards, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zfn-5g3-21k
title: Phricotelphusa callianira (De Man, 1887)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/rn667wz9165
title: 0231_H_AO_COA

description: Model of the aorta of a 29 year-old man with coarctation of aorta. Simulation results are available. This model can be found in the Vascular Model Repository.
DOI: 10.3535/5rh-3d3-kkp
title: Cuapetes grandis (Stimpson, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6a6-1kd-t3q
title: Coenobita rugosus H. Milne-Edwards, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6pg-yqt-bbg
title: Coenobita clypeatus (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cf7-rys-j8q
title: Tozeuma carolinense Kingsley, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5e-sdw-ybc
title: Dairoides kusei (Sakai, 1938)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/930-521-8hj
title: Gebiacantha talismani (Bouvier, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ms3-btp-z0l
title: Pasiphaea japonica Omori, 1976

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6d4-tac-g89
title: Macrobrachium raridens (Hilgendorf, 1893)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x4r-jy8-np0
title: Gebiacantha talismani (Bouvier, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d37-xgs-nb4
title: Necora puber (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5by-dt6-l15
title: Hyas araneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gj6-6jp-csg
title: Achaeus gracilis (O.G. Costa, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6bm-2xq-y1x
title: Pseudothelphusa de Saussure, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mex-5ek-rm8
title: Macropodia rostrata (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0gx-957-jt1
title: Sesarmops impressus (H. Milne Edwards, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bc4-pde-2wd
title: Macrobrachium amazonicum (Heller, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nr9-jc1-zqr
title: Eriphia verrucosa (Forskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clf-srz-whm
title: Coenobita scaevola (Forskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z1b-hjv-h80
title: Macropodia rostrata (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9t3-zc5-je6
title: Penaeus latisulcatus Kishinouye, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tdx-9pl-z6e
title: Raninoides bouvieri Capart, 1951

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sxn-xf5-aem
title: Macrobrachium raridens (Hilgendorf, 1893)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yk8-9j8-wht
title: Rimicaris chacei A. B. Williams & Rona, 1986

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ysp-kr8-3pz
title: Nephrops norvegicus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3zz-tbs-5c4
title: Lauridromia dehaani (Rathbun, 1923)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/erq-66a-85m
title: Atyoida pilipes (Newport, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6rq-p4r-szt
title: Lithodes maja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7js-e95-g6s
title: Galathea strigosa (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lkw-ht2-fc9
title: Scylla serrata (Forskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/zr392mm7982
title: 0240_H_AO_COA

description: Model of the aorta of a 25 year-old man with coarctation of aorta. Simulation results are available. This model can be found in the Vascular Model Repository.
DOI: 10.3535/p33-l6q-41v
title: Lysmata seticaudata (Risso, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15831160
title: Ergonomic Challenges across Generations in Remote Workspaces

description: Remote work presents new ergonomic challenges with potential implications for musculoskeletal health and workstation safety. This research investigates generational differences in ergonomic risk exposure, workstation setup, and self-reported musculoskeletal pain among remote office workers. A cross-sectional design was employed, collecting data from 76 participants (31 from Generation X and 45 from Generation Y) through self-reported questionnaires and expert workstation assessments. 

Thematic analysis revealed three key patterns: differing generational approaches to ergonomic self-management, the influence of employer involvement in workstation setup, and mismatches between perceived and actual ergonomic risks. These findings suggest that ergonomic behaviors are shaped by generational attitudes toward health autonomy and technology use, rather than age alone. Generation-specific ergonomic interventions are recommended to support musculoskeletal health and promote safe work practices in remote work environments.
DOI: 10.3535/bl0-ht3-qal
title: Polybius depurator (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fy9-m4p-xds
title: Palaemon varians Leach, 1813

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15831159
title: Ergonomic Challenges across Generations in Remote Workspaces

description: Remote work presents new ergonomic challenges with potential implications for musculoskeletal health and workstation safety. This research investigates generational differences in ergonomic risk exposure, workstation setup, and self-reported musculoskeletal pain among remote office workers. A cross-sectional design was employed, collecting data from 76 participants (31 from Generation X and 45 from Generation Y) through self-reported questionnaires and expert workstation assessments. 

Thematic analysis revealed three key patterns: differing generational approaches to ergonomic self-management, the influence of employer involvement in workstation setup, and mismatches between perceived and actual ergonomic risks. These findings suggest that ergonomic behaviors are shaped by generational attitudes toward health autonomy and technology use, rather than age alone. Generation-specific ergonomic interventions are recommended to support musculoskeletal health and promote safe work practices in remote work environments.
DOI: 10.3535/kn8-563-lxf
title: Palaemon varians Leach, 1813

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q5b-g2c-0ar
title: Clibanarius longitarsus (De Haan, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7sa-1y7-cw2
title: Corystes cassivelaunus (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q2h-lf0-21h
title: Eodemus unidens (Laurie, 1906)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vfp-s5r-t48
title: Parapasiphae sulcatifrons S. I. Smith, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/94n-4xw-ctv
title: Caridina congoensis Richard & Clark, 2009

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zm5-nvf-n4r
title: Solenocera membranacea (Risso, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6tz-3zf-5e7
title: Athanas nitescens (Leach, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wxm-qw2-3my
title: Macrobrachium equidens (Dana, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/fp967pm6219
title: 0230_H_AO_COA

description: Model of the aorta of a 24 year-old woman with coarctation of aorta. Simulation results are available. This model can be found in the Vascular Model Repository.
DOI: 10.3535/5zq-w00-3ws
title: Scylla serrata (Forskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mk-r4x-w52
title: Plesiopenaeus armatus (Spence Bate, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zlb-b6a-5cr
title: Processa edulis edulis (Risso, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h9h-l4g-57h
title: Doclea ovis (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hc9-hwb-vcy
title: Gennadas valens (S. I. Smith, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/nc038gr9362
title: Asano Soichiro archive, Taiwan, c1897-1907

description: This archive registers the ventures and challenges of Asano Soichiro, founder of Asano Conglomerate and Japan's "Cement King," in colonial Taiwan. Through ten sets of documents, the collection reveals the interplay between Japanese industrial expansion, colonial administration, and local property rights. The materials include surveyor reports, certified maps, property transactions, legal documents, and personal correspondence, offering unique insights into the economic and social dimensions of Japanese colonialism in Taiwan.
DOI: 10.3535/a2c-mam-c2n
title: Pilumnus vespertilio (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25740/hj159yx6337
title: Belize Mangrove Blue Carbon and Fisheries Co-benefits Data

description: Mangroves habitats are found throughout Belize and provide multiple ecosystem services co-benefits to coastal communities, including coastal protection, habitat for commercially valuable species, tourism and recreation, and carbon storage and sequestration. A mangrove restoration plan is currently being designed in Belize to strengthen equity and the adaptation capacity of communities dependent on mangroves and reduce climate risks by co-designing equitable nature-based solutions to support local communities and ecosystems. An updated national baseline of current mangrove extent and conditions has been mapped out by Jaramar Villarreal through WWF (2024) and the Belize mangrove restoration plan has two potential interventions: a feasible (cost-effective and realistic) and an optimistic restoration strategy (expensive) for restoring mangroves. These mangroves maps (baselines and scenarios) were run through the InVEST blue carbon model and lobster fisheries model with the goal to quantify and map the potential co-benefits of those interventions. These nature-based solution scenarios can help identify priority locations to restore mangroves to help meet Belize’s NDC goals and foster co-benefits to local communities. This data package includes the blue carbon and lobster fishery InVEST model outputs, maps, and associated metadata from the two mangrove restoration scenarios.
DOI: 10.25740/wb822qn0935
title: Acorn dispersal location and predation risk beneath nurse plants in a Californian oak woodland - Research Data

description: Oak (Quercus spp.) regeneration projects are threatened by high rates of acorn predation by small granivorous mammals. While the microhabitat created by nurse plant shrubs is favorable for the growth of oak seedlings and saplings, as they are protected from ungulate herbivores and intense sunlight, it is also beneficial for these small mammals hiding from their predators. For nurse plants to be practical management tools for sustainable oak restoration, acorn predation should be minimized. We investigated how the position of acorns beneath nurse plant shrubs, small mammal predator presence, and the surrounding vegetation structure influence acorn removal by small granivorous mammals. We deployed 225 acorns beneath 45 shrubs and used camera traps and weekly surveys to monitor acorn predation. Over 62 days, 91.6% of acorns were removed, with significantly higher removal rates nearer the shrub center, where small mammals face the least predation risk. Surrounding shrub vegetation density positively predicted acorn removal risk, while predator activity had a strong negative effect. Our findings align with the ecological concept of a “landscape of fear” and demonstrate the spatial heterogeneity in acorn fate beneath shrubs. Despite the protective benefits of nurse plants for oak seedlings and saplings, planting acorns near shrub centers may be counterproductive due to the increased risk of granivory. Instead, oak restoration efforts may consider sowing acorns along the shrub edges and implementing rodent-deterrents. This study highlights the importance of wielding animal behavior and microsite dynamics for the conservation of declining oak ecosystems.
DOI: 10.3535/f88-vdr-c8g
title: Plesiopenaeus armatus (Spence Bate, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y07-ehs-md4
title: Calappa granulata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.