cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mu254x
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corophium sextonae",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053954-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w5bk7v7s48
title: Upcycling Artifacts Dataset

description: The "Upcycling Artifacts Dataset" is a comprehensive, multidisciplinary collection spanning over a century (1900–2025), encompassing textual and descriptive data from diverse cultural and creative domains. It includes:
▪ Journals: Scholarly articles, periodicals, and essays documenting artistic, social, and cultural trends.
▪ Art Pieces Descriptions: Metadata and textual narratives describing artworks, exhibitions, and creative practices.
▪ Fashion Campaigns: Marketing and editorial content from fashion houses, highlighting design, branding, and cultural influence over time.
▪ Sustainability Reports: Corporate and institutional documents reflecting environmental practices, social responsibility, and resource management in creative industries.
This dataset is designed for researchers, data scientists, and creatives interested in analyzing the evolution of art, fashion, and sustainability practices, offering insights into historical and contemporary trends, cultural dialogues, and the intersection of creativity and environmental consciousness.
DOI: 10.17632/w5bk7v7s48.1
title: Upcycling Artifacts Dataset

description: The "Upcycling Artifacts Dataset" is a comprehensive, multidisciplinary collection spanning over a century (1900–2025), encompassing textual and descriptive data from diverse cultural and creative domains. It includes:
▪ Journals: Scholarly articles, periodicals, and essays documenting artistic, social, and cultural trends.
▪ Art Pieces Descriptions: Metadata and textual narratives describing artworks, exhibitions, and creative practices.
▪ Fashion Campaigns: Marketing and editorial content from fashion houses, highlighting design, branding, and cultural influence over time.
▪ Sustainability Reports: Corporate and institutional documents reflecting environmental practices, social responsibility, and resource management in creative industries.
This dataset is designed for researchers, data scientists, and creatives interested in analyzing the evolution of art, fashion, and sustainability practices, offering insights into historical and contemporary trends, cultural dialogues, and the intersection of creativity and environmental consciousness.
DOI: 10.17632/v3jmc69k9b
title: Antigen-presenting cell/T/NK cell-related genes risk model for prognosis and immune therapeutic efficacy in patients with glioma

description: Antigen-Presenting Cell/T/Natural Killer (APC/T/NK) cells are important in anti-tumour invasion, and the suppression of their functions leads to resistance of glioma patients to chemotherapy. The purpose of this study was to develop an APC/T/NK cells-related genes (ATNKGs) risk model to achieve risk stratification, prognosis, and immunotherapeutic response for glioma patients. Here we present the databases of all the analysis procedures, including the data of glioma patients from the GSE68848, TCGA and CGGA databases and original experimental and analytical data . In conclusion, the four-gene APC/T/NK cells-related prognostic model can accurately predict the glioma patients' prognosis, which may contribute to future research on the risk stratification and the formulation of personalized immunotherapy protocols for patients with giloma.
DOI: 10.17632/v3jmc69k9b.1
title: Antigen-presenting cell/T/NK cell-related genes risk model for prognosis and immune therapeutic efficacy in patients with glioma

description: Antigen-Presenting Cell/T/Natural Killer (APC/T/NK) cells are important in anti-tumour invasion, and the suppression of their functions leads to resistance of glioma patients to chemotherapy. The purpose of this study was to develop an APC/T/NK cells-related genes (ATNKGs) risk model to achieve risk stratification, prognosis, and immunotherapeutic response for glioma patients. Here we present the databases of all the analysis procedures, including the data of glioma patients from the GSE68848, TCGA and CGGA databases and original experimental and analytical data . In conclusion, the four-gene APC/T/NK cells-related prognostic model can accurately predict the glioma patients' prognosis, which may contribute to future research on the risk stratification and the formulation of personalized immunotherapy protocols for patients with giloma.
DOI: 10.17632/yysdgckgbr
title: Portfolio's Attention, Not Yours: A Hybrid Transformer-LP Framework for Constraint-Aware Portfolio Optimization to Maximize Sharpe Ratio

description: This dataset accompanies the article “Portfolio's Attention, Not Yours: A Hybrid Transformer-LP Framework for Constraint-Aware Portfolio Optimization to Maximize Sharpe Ratio” and provides the full set of data, code outputs, and interactive visualizations underlying our analysis.
DOI: 10.17632/yysdgckgbr.1
title: Portfolio's Attention, Not Yours: A Hybrid Transformer-LP Framework for Constraint-Aware Portfolio Optimization to Maximize Sharpe Ratio

description: This dataset accompanies the article “Portfolio's Attention, Not Yours: A Hybrid Transformer-LP Framework for Constraint-Aware Portfolio Optimization to Maximize Sharpe Ratio” and provides the full set of data, code outputs, and interactive visualizations underlying our analysis.
DOI: 10.15468/dl.rsmmey
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Amatitlania kanna, Atherinella colombiensis, Gobiesox juradoensis, Toxotes microlepis, Pampus candidus, Amblydoras nheco, Leporinus steyermarki, Hyphessobrycon sateremawe, Betta dennisyongi, Moema apurinan, Moema boticarioi, Cottus aturi, Leuciscus bearnensis, Rhodeus meridionalis, Cobitis vardarensis, Barbus strumicae, Phallotorynus pankalos, Petrocephalus bovei, Enteromius punctitaeniatus, Micralestes occidentalis, Mormyrus rume, Micropanchax pfaffi, Mormyrus hasselquistii, Enteromius leonensis, Raiamas senegalensis, Labeo coubie, Micralestes elongatus, Hippopotamyrus pictus, Petrocephalus bane, Enteromius lornae, Enteromius machadoi, Enteromius tshopoensis, Leptocypris modestus, Micralestes ambiguus, Micralestes congicus, Micralestes fodori, Microctenopoma ocellifer, Microctenopoma uelense, Tricuspidalestes caeruleus, Bagrus docmak, Ctenopoma muriei, Microctenopoma lineatum, Alestes dentex, Leptocypris niloticus, Petrocephalus soudanensis, Leptocypris crossensis, Micralestes argyrotaenia, Hyperopisus bebe, Arnoldichthys spilopterus, Luciobarbus figuigensis, Mormyrops curviceps, Petrocephalus pallidomaculatus, Rubricatochromis guttatus, Ctenopoma garuanum, Enteromius pumilus, Microctenopoma pekkolai, Schilbe durinii, Gymnarchus niloticus, Parakneria fortuita, Garra makiensis, Garra aethiopica, Epiplatys zenkeri, Phenacogrammus deheyni, Phenacogrammus polli, Polypterus mokelembembe, Polypterus congicus, Polypterus polli, Polypterus ornatipinnis, Micropanchax katangae, Chiloglanis msirii, Maylandia gallireyae, Polypterus ansorgii, Labeobarbus gananensis, Labeobarbus jubae, Parioglossus multiradiatus, Enteromius gamo, Enteromius yardiensis, Distichodus ingae, Chiloglanis igamba, Labeobarbus dimidiatus, Heterotis niloticus, Malapterurus electricus, Marcusenius cyprinoides, Enteromius anema, Enteromius alberti, Protopterus annectens, Alestes baremoze, Scriptaphyosemion etzeli, Sandelia bainsii, Mormyrus longirostris, Maylandia ngarae, Nothobranchius virgatus, Enteromius akakianus, Kribia nana, Distichodus engycephalus, Distichodus brevipinnis, Hydrocynus forskahlii, Hydrocynus brevis, Lates niloticus, Brachyalestes nurse)",
 "HasCoordinate is true",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053890-250920141307145/datasets/export for details.
DOI: 10.17632/4htt8cgt4d
title: Data for Tracing Serpentinite Recycling through Heavy Molybdenum Isotopes in Intraplate Basalts

description: Measured Mo contents and isotopes for NIST 3134, seawater, AGV-2 and W-2a in this study (Table S1); Major-trace elements and Mo-O isotopic data for intraplate alkali basalts from eastern NCB (Table 1); Whole-rock Rb-Sr and Sm-Nd isotope compositions for intraplate basalts from eastern NCB (Table 2); Summary of input parameters for the mixing calculations to understand how much subducted serpentinite is added to the mantle source of intraplate alkali basalts from eastern NCB with heavy Mo isotopes (Table 3)
DOI: 10.17632/4htt8cgt4d.1
title: Data for Tracing Serpentinite Recycling through Heavy Molybdenum Isotopes in Intraplate Basalts

description: Measured Mo contents and isotopes for NIST 3134, seawater, AGV-2 and W-2a in this study (Table S1); Major-trace elements and Mo-O isotopic data for intraplate alkali basalts from eastern NCB (Table 1); Whole-rock Rb-Sr and Sm-Nd isotope compositions for intraplate basalts from eastern NCB (Table 2); Summary of input parameters for the mixing calculations to understand how much subducted serpentinite is added to the mantle source of intraplate alkali basalts from eastern NCB with heavy Mo isotopes (Table 3)
DOI: 10.15468/dl.fd2bfm
title: Occurrence Download

description: A dataset containing 9808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Specimen, Human Observation)",
 "Continent is one of (Africa, Asia, North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Biomphalaria"
 ]
}

 The dataset includes 9808 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053953-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvs85u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corophium sextonae",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053956-250920141307145/datasets/export for details.
DOI: 10.17632/xhsmkkshhd
title: Can Industrial Technology Convergence Facilitate Firms' International Expansion? Micro-empirical evidence from China

description: The dataset is used for the study Can Industrial Technology Convergence Facilitate Firms' International Expansion? Micro-empirical evidence from China
DOI: 10.17632/xhsmkkshhd.3
title: Can Industrial Technology Convergence Facilitate Firms' International Expansion? Micro-empirical evidence from China

description: The dataset is used for the study Can Industrial Technology Convergence Facilitate Firms' International Expansion? Micro-empirical evidence from China
DOI: 10.15468/dl.4gwjdt
title: Occurrence Download

description: A dataset containing 1988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrochoerus hydrochaeris",
 "Year 2023-2025"
 ]
}

 The dataset includes 1988 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053955-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15697416
title: Diamond-Open-Access-Zeitschriften in Deutschland und Brasilien: Finanzierungsmodelle, Publikationsprofile und Anreize für wissenschaftsgeleitetes Publizieren
DOI: 10.5281/zenodo.15697417
title: Diamond-Open-Access-Zeitschriften in Deutschland und Brasilien: Finanzierungsmodelle, Publikationsprofile und Anreize für wissenschaftsgeleitetes Publizieren
DOI: 10.17632/w8vjnrfzkc
title: Reproductive ecology of the eleotridid sleeper Oxyeleotris urophthalmus (Bleeker, 1851) in the intertidal zone of the Mekong Delta, Vietnam

description: Data were conducted from April 2024 to March 2025 in two branches of the Mekong Delta to examine reproductive ecology of Oxyeleotris urophthalmus.
DOI: 10.5281/zenodo.17279397
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Ambroz Haračić, http://www.wikidata.org/entity/Q1252461. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q1252461
DOI: 10.17632/w8vjnrfzkc.1
title: Reproductive ecology of the eleotridid sleeper Oxyeleotris urophthalmus (Bleeker, 1851) in the intertidal zone of the Mekong Delta, Vietnam

description: Data were conducted from April 2024 to March 2025 in two branches of the Mekong Delta to examine reproductive ecology of Oxyeleotris urophthalmus.
DOI: 10.6084/m9.figshare.30286615
title: data for a grassland trophic manipulation experiment in China 2023

description: This is a dataset for a grassland trophic manipulation experiment in China.
DOI: 10.6084/m9.figshare.30286615.v1
title: data for a grassland trophic manipulation experiment in China 2023

description: This is a dataset for a grassland trophic manipulation experiment in China.
DOI: 10.17632/v886n2rwp4
title: Acceleration Dataset

description: All data were recorded in real-time using the Quanser© active suspension platform. Data is provided in raw form to allow full reproducibility of the results. Each Excel file contains columns for each road disturbance profile: Step – Stairs – Sinewave – Variable frequency – Bump. Within each, columns are organized for the four control strategies: Passive, PID, Fuzzy Logic (FL), and Hybrid FPID. The Body position.xlsx contains vertical displacement of the sprung mass (car body) for all disturbance profiles and controllers. The unit is meters (m). The acceleration.xlsx contains vertical acceleration of the sprung mass. The unit is meters per second squared (m/s²). The force.xlsx contains actuator force applied by the active suspension system. The unit is Newton (N). The body velocity.xlsx contains vertical velocity of the sprung mass. The unit is meters per second (m/s). The vertical displacement error.xlsx contains the vertical displacement error (difference between road input and sprung mass displacement) for all disturbance profiles and controllers. The unit is meters (m). The tire position.xlsx contains vertical displacement of the unsprung mass (wheel). the unit is meters (m).
DOI: 10.17632/v886n2rwp4.1
title: Acceleration Dataset

description: All data were recorded in real-time using the Quanser© active suspension platform. Data is provided in raw form to allow full reproducibility of the results. Each Excel file contains columns for each road disturbance profile: Step – Stairs – Sinewave – Variable frequency – Bump. Within each, columns are organized for the four control strategies: Passive, PID, Fuzzy Logic (FL), and Hybrid FPID. The Body position.xlsx contains vertical displacement of the sprung mass (car body) for all disturbance profiles and controllers. The unit is meters (m). The acceleration.xlsx contains vertical acceleration of the sprung mass. The unit is meters per second squared (m/s²). The force.xlsx contains actuator force applied by the active suspension system. The unit is Newton (N). The body velocity.xlsx contains vertical velocity of the sprung mass. The unit is meters per second (m/s). The vertical displacement error.xlsx contains the vertical displacement error (difference between road input and sprung mass displacement) for all disturbance profiles and controllers. The unit is meters (m). The tire position.xlsx contains vertical displacement of the unsprung mass (wheel). the unit is meters (m).
DOI: 10.17632/hjsd35jy9j
title: Visualising Isotretinoin-induced Regression of Basal Cell Carcinoma: A Dermoscopic Case Series

description: Basal cell carcinoma (BCC) is the most common skin cancer, usually arising on sun-exposed sites. While surgery is standard, medical alternatives are needed in select patients. Oral isotretinoin, with anti-proliferative effects, may induce lesion regression, and dermoscopy aids in monitoring response. We report a case series of three patients with BCC showing significant dermoscopic regression on isotretinoin therapy. 
Fig 1a: single, oval shaped, black-colored plaque with rolled-out irregular borders and few clear pink areas in between, over the left temple of the face. 
Fig 1b: Significant regression of lesion with few remaining black round structures.
Fig 1c: multiple blue-black ovoid nests, white structureless areas, few foci of ulceration and scaling, and white shiny streaks. (Dermoscopy, 40x)
Fig 1d: Marked clearance of blue-gray ovoid nests, along with clearance of ulceration and development of milky-pink areas suggestive of healing. (Dermoscopy, 40x)

Fig2a: Single, oval, plaque with crusting and ulceration over the bridge of her nose towards the left side.
Fig 2b: significant flattening and clearing of lesion. 
Fig 2c: ulceration, crusting, and black homogenous areas at the periphery (Dermoscopy, 40x)
Fig 2d: marked decrease in crusting and ulceration, fading brown dots, a prominent central white scar-like area, and no underlying vascular structure or erythema. (Dermoscopy, 40x)

Fig 3a: black coloured oval shaped plaque with superficial ulceration and rolled out highly pigmented margins just below the right eye with a medial thin linear streak of extension. 
Fig3b: clearing of ulceration, flattening of lesion with no bleeding. 
Fig 3c: extensive ulceration, bleeding and black homogenous areas (Dermoscopy, 40x)
Fig 3d: marked decrease in ulceration, clearance of central pigmentation, white shiny streaks, and blackish pigmented margins. (Dermoscopy , 40x)
DOI: 10.17632/hjsd35jy9j.1
title: Visualising Isotretinoin-induced Regression of Basal Cell Carcinoma: A Dermoscopic Case Series

description: Basal cell carcinoma (BCC) is the most common skin cancer, usually arising on sun-exposed sites. While surgery is standard, medical alternatives are needed in select patients. Oral isotretinoin, with anti-proliferative effects, may induce lesion regression, and dermoscopy aids in monitoring response. We report a case series of three patients with BCC showing significant dermoscopic regression on isotretinoin therapy. 
Fig 1a: single, oval shaped, black-colored plaque with rolled-out irregular borders and few clear pink areas in between, over the left temple of the face. 
Fig 1b: Significant regression of lesion with few remaining black round structures.
Fig 1c: multiple blue-black ovoid nests, white structureless areas, few foci of ulceration and scaling, and white shiny streaks. (Dermoscopy, 40x)
Fig 1d: Marked clearance of blue-gray ovoid nests, along with clearance of ulceration and development of milky-pink areas suggestive of healing. (Dermoscopy, 40x)

Fig2a: Single, oval, plaque with crusting and ulceration over the bridge of her nose towards the left side.
Fig 2b: significant flattening and clearing of lesion. 
Fig 2c: ulceration, crusting, and black homogenous areas at the periphery (Dermoscopy, 40x)
Fig 2d: marked decrease in crusting and ulceration, fading brown dots, a prominent central white scar-like area, and no underlying vascular structure or erythema. (Dermoscopy, 40x)

Fig 3a: black coloured oval shaped plaque with superficial ulceration and rolled out highly pigmented margins just below the right eye with a medial thin linear streak of extension. 
Fig3b: clearing of ulceration, flattening of lesion with no bleeding. 
Fig 3c: extensive ulceration, bleeding and black homogenous areas (Dermoscopy, 40x)
Fig 3d: marked decrease in ulceration, clearance of central pigmentation, white shiny streaks, and blackish pigmented margins. (Dermoscopy , 40x)
DOI: 10.15468/dl.yfrz3v
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de Aves del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-A)",
 "TaxonKey is Leptasthenura"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053958-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17279403
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Michele Guadagno, http://www.wikidata.org/entity/Q3856640. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3856640
DOI: 10.26023/gewq-x2af-230b
title: DC3: NASA DC-8 In Situ Formaldehyde Laser Induced Fluorescence Data. Version 1.0

description: This data set contains NASA DC-8 In Situ Formaldehyde Laser Induced Fluorescence Data collected during the Deep Convective Clouds and Chemistry Experiment (DC3) from 4 May 2012 through 22 June 2012. This data set is in ICARTT format. Please see the header portion of the data files for details on instruments, parameters, quality assurance, quality control, contact information, and data set comments.
DOI: 10.6084/m9.figshare.30286726
title: Experimental data from the study "<b>Latitudinal patterns in growth and defense against multiple enemies of an invasive species and its native congener</b>".

description: Experimental data from the study "<b>Latitudinal patterns in growth and defense against multiple enemies of an invasive species and its native congener</b>".
DOI: 10.6084/m9.figshare.30286726.v1
title: Experimental data from the study "<b>Latitudinal patterns in growth and defense against multiple enemies of an invasive species and its native congener</b>".

description: Experimental data from the study "<b>Latitudinal patterns in growth and defense against multiple enemies of an invasive species and its native congener</b>".
DOI: 10.15468/dl.9qgx2u
title: Occurrence Download

description: A dataset containing 81365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clanga pomarina"
 ]
}

 The dataset includes 81365 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053918-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akh6wt
title: Occurrence Download

description: A dataset containing 6170 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteroplatytrygon violacea"
 ]
}

 The dataset includes 6170 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053961-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ngwxa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gammarus varsoviensis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053962-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.