cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15395217
title: Development data for Tb-161 radiopharmaceutical production using an automated disposable cassette system
DOI: 10.15468/dl.6yzw6q
title: Occurrence Download

description: A dataset containing 720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Tamarix ramosissima Ledeb."
 ]
}

 The dataset includes 720 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028096-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/npd8tz8dp3.1
title: PEth Blood Transfusion

description: Data for Blood transfusion affecting phosphatidylethanol concentration
DOI: 10.14284/748
title: Subset of acoustic data with AIS labels deployment from Grafton station in the Belgian Part of the North Sea, recorded in fall 2022

description: The dataset includes underwater acoustic data and vessel labels derived from AIS (Automatic Identification System) information from AISHub. Recordings were made at Grafton Station (51.40666°N, 2.819°E) in the Belgian part of the North Sea using RESEA 320 recorders (RTSys, France) together with Colmar GP1190M-LP hydrophones (Colmar, Italy, sensitivity: -180 dB/V re 1μPa, frequency range −3 dB: 10 Hz to 170 kHz), attached to steel mooring frames at 1 m above the sea bottom, with no moving parts. Duty cycle was set to 24h on, 24h off, leading to five non-consecutive recordings days: October 28, October 30, November 1, November 3, and November 5, 2022.  These data enable analysis of marine acoustic environments in relation to nearby ship traffic.
description: Each day comprises 142 WAV files, each lasting 10 minutes and 13 seconds, providing nearly 24 hours of continuous audio per day. The accompanying Excel file provides vessel metadata recorded during these periods. Each row represents an AIS event and includes: ship_number, longitude, latitude, event_time, type, distance (to the station), msg_type_description, and sog (Speed Over Ground). The AIS is collected from a +/- 15 KM range from the hydrophone location. These data are a collection of annotations from audio files from the Belgian Part of the North Sea, compiled as part of the LifeWatch Broadband Acoustic Network. The dataset is well-suited for research on passive acoustic monitoring, vessel noise characterization, and for training or evaluating models that link acoustic signals to maritime traffic patterns.
DOI: 10.17632/zdn62nsbkn.1
title: Economic Links from Bonds and Cross-Stock Return Predictability

description: Replication code and pseudo data for "Economic Links from Bonds and Cross-Stock Return Predictability."
DOI: 10.6084/m9.figshare.29046428
title: Matbench discovery test file.

description: Matbench discovery test file of new version AlphaNet.
DOI: 10.15468/dl.6m8kvp
title: Occurrence Download

description: A dataset containing 6471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plebejus idas (Linnaeus, 1761)",
 "Year 2022-2025"
 ]
}

 The dataset includes 6471 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028098-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29046284
title: TCGA-HNSSC Clinical and Mutation combination

description: Head and neck squamous cell carcinoma (HNSCC) poses considerable clinical challenges due to its involvement with critical tissues in the head and neck. Despite a high five-year survival rate of 68.5%, it remains a highly prevalent cancer worldwide, necessitating enhanced risk assessment and individualized treatment strategies. This study leverages missense variant data from 492 HNSCC patients in The Cancer Genome Atlas to address these needs. To facilitate a more nuanced approach to personalized risk assessment, we employed a fuzzy logic-based methodology to integrate results from multiple survival analyses. The proposed model combines a Fuzzy Inference System, Convolutional Neural Networks, Random Survival Forests, and Cox Proportional Hazards regression models to identify and evaluate risk factors. We evaluated the model in terms of accuracy, sensitivity, specificity, F1 score, and time-dependent area under the curve. The fuzzy-based survival analysis model had an average accuracy of 92.04%, effectively classifying and identifying missense variants linked to HNSCC mortality. By integrating diverse survival analyses, this study advances personalized medicine in HNSCC, offering valuable insights that could enhance clinical decision-making, optimize treatment strategies, and improve patient outcomes.
DOI: 10.15468/dl.6g74t6
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dolichandra unguis-cati (L.) L.G.Lohmann"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028100-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24377/ljmu.d.00000226
title: VIP-Mobility360: From RNIB Voices to Real-World Data – A Comprehensive Video Dataset of Outdoor Mobility Obstacles for People with Visual Impairments

description: While variety of object detection datasets exist, few address the specific and practical challenges faced by blind and visually impaired persons (VIPs) in real-world outdoor mobility contexts. Existing datasets typically focus on general-purpose objects or indoor scenes and overlook dynamic and environmental factors that critically affect safer mobility in daily life. To address this gap, we introduce VIP-Mobility360 — a novel, primary annotated dataset uniquely designed to support AI models that enhance outdoor mobility for VIPs. VIP-Mobility360 is the first dataset curated in direct response to real-world obstacle reports collected based on Royal National Institute of Blind People (RNIB) reports, consultations, and global case studies involving hazards such as e-scooters, bollards, wheelie bins, construction barriers, and pavement cracks. The dataset contains high-resolution video recordings (100 sequences per object class) captured entirely in outdoor environments, incorporating diverse weather conditions, background variations, scale, orientation, and 360° camera perspectives. This design ensures data realism, robustness, and applicability to real-time tracking, geometric understanding, and time-series forecasting. All instances are manually annotated to support supervised learning, object detection, depth estimation, and semantic segmentation. Beyond assistive technology, VIP-Mobility360 has broader relevance in areas such as autonomous vehicles (e.g., puddle and hazard detection), generative AI for geometric reconstruction, and urban planning for inclusive design. Moreover, by advancing the development of AI-driven smart canes, wearable mobility aids, and context-aware guidance systems, this dataset contributes to reducing reliance on costly personal carers or guide dogs—offering a socially equitable and economically viable solution to independent living for the blind community. This dataset therefore represents a transformative step toward building trustworthy, inclusive, and ethically aligned AI applications in real-world healthcare and urban mobility contexts.
description: Handheld mobile camera
DOI: 10.5281/zenodo.15395320
title: Development data for Tm-167 production
DOI: 10.5281/zenodo.15395321
title: Development data for Tm-167 production
DOI: 10.15468/dl.qa7tf3
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Eucalyptus camaldulensis Denham"
 ]
}

 The dataset includes 174 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028102-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27967104
title: <b>Biometric Indicators, Gelatin Yield, and Functional Properties of Fish Scale Waste from Three Species with Different Trophic Levels</b>

description: Gelatin is a widely used food additive due to its ability to form gels and provide elastic texture to various food and feed products. This study evaluated the biometric characteristics as well as the physicochemical and functional properties of gelatin derived from waste scales of Puntioplites bulu fish (herbivore), Cyprinus carpio (omnivore), and Channa lucius (carnivore). The scales were first treated with 3% (v/v) glacial acetic acid and extracted with distilled water (1:4, w/v) at 80 °C for four hours. Fulton's condition factor ranged from 1.13 to 3.30. The length-weight relationship showed positive (+) and negative (-) allometric growth patterns. The average gelatin yield (based on wet weight) was 12.35% (P. bulu), 7.13% (C. carpio), and 5.03% (C. lucius). The extracted gelatin had an acidic pH (6.09–6.28). The foaming ability (FA) and foam stability values were: P. bulu (613.33% and 83.42%), C. carpio (416.67% and 28.3%), and C. lucius (550% and 73.06%). Furthermore, the water holding capacity (WHC) and fat binding capacity (FBC) of fish scale gelatin were 777.33% and 98.33% (P. bulu), 312% and 37.66% (C. carpio), and 967.0% and 207.33% (C. lucius), respectively. The gel strength and viscosity of P. bulu (226.67 g and 4.83 cP), C. carpio (207.33 g and 5.37 cP), C. lucius (278.33 g and 6.90 cP). In conclusion, gelatin from fish scale waste at different trophic levels exhibits varied biometric, physicochemical, and functional properties, with potential applications in human and animal food industries.
DOI: 10.15468/dl.72sp6v
title: Occurrence Download

description: A dataset listing the 2206 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nottinghamshire Wildlife Trust - Records"
 ]
}

 The dataset's 2206 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028097-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17639/nott.7549
title: Raw data for "Direct synthesis of an iron metal-organic framework antiferromagnetic glass"

description: Magnetic susceptibility data Monte Carlo simulation results Neutron diffraction data + associated analysis scripts
DOI: 10.15468/dl.6pxzyz
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ethiopia, Kenya)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dovyalis caffra (Hook.fil. & Harv.) Warb."
 ]
}

 The dataset includes 656 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028103-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5p983
title: Occurrence Download

description: A dataset containing 2138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is CC0 1.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Plebejus idas (Linnaeus, 1761)",
 "Year 2022-2025"
 ]
}

 The dataset includes 2138 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028104-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2m0381
title: CCDC 2413172: Experimental Crystal Structure Determination

description: Related Article: En-Ke Qu, Mei-Li Yang, Shi-Jun Liu, Hang-Ying Li, Zai-Long Huang, Lan-Run Yang, Rui Luo, Yan-Ni Liang, Dong-Bo Zhang|2025|Fitoterapia|183|106546|doi:10.1016/j.fitote.2025.106546
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m0392
title: CCDC 2413173: Experimental Crystal Structure Determination

description: Related Article: En-Ke Qu, Mei-Li Yang, Shi-Jun Liu, Hang-Ying Li, Zai-Long Huang, Lan-Run Yang, Rui Luo, Yan-Ni Liang, Dong-Bo Zhang|2025|Fitoterapia|183|106546|doi:10.1016/j.fitote.2025.106546
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m7568
title: CCDC 2419959: Experimental Crystal Structure Determination

description: Related Article: Mahdi Behzad, Liana Ghasemi, Alireza Abbasi|2025|Polyhedron|276|117549|doi:10.1016/j.poly.2025.117549
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.xb8xd2
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepenthes tobaica Danser"
 ]
}

 The dataset includes 274 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028105-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h26xzu
title: Occurrence Download

description: A dataset containing 34464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-25.04412 20.62506,51.17366 20.62506,51.17366 75.13279,-25.04412 75.13279,-25.04412 20.62506))",
 "OccurrenceStatus is Present",
 "TaxonKey is Zostera marina L."
 ]
}

 The dataset includes 34464 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028107-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87cxkg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Sudan, Sudan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Echinochloa stagnina (Retz.) P.Beauv."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028109-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15395283
title: Coherent Bunching of Anyons and their Dissociation in Interference Experiments

description: raw data for 'Coherent Bunching of Anyons and their Dissociation in Interference Experiments' will appear son in Nature.
DOI: 10.5281/zenodo.15395284
title: Coherent Bunching of Anyons and their Dissociation in Interference Experiments

description: raw data for 'Coherent Bunching of Anyons and their Dissociation in Interference Experiments' will appear son in Nature.
DOI: 10.15468/dl.ruza6g
title: Occurrence Download

description: A dataset containing 3918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is CC0 1.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Plebejus idas (Linnaeus, 1761)",
 "Year 2020-2025"
 ]
}

 The dataset includes 3918 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028110-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8mmps86nmg
title: Axial bearing compacity of CCFST data set

description: Axial bearing compacity of CCFST data set, 600 samples in total, data source have been shown in data set.
DOI: 10.17632/8mmps86nmg.1
title: Axial bearing compacity of CCFST data set

description: Axial bearing compacity of CCFST data set, 600 samples in total, data source have been shown in data set.
DOI: 10.17632/yshpvk5kyt.1
title: Gelinas_Data_Stable Carbon Isotope Values of Bacteria-Specific Fatty Acids

description: Dataset for the article: "Stable Carbon Isotope Values of Bacteria-Specific Fatty Acids to Assess the Reactivity of Terrestrial and Marine Organic Matter in Sediment of the St. Lawrence Estuary and Gulf" by Frédéric Leone, Yeganeh Mirzaei, Anic Imfeld, Bahar Pakseresht, Brandon Findlay, Yves Gélinas
DOI: 10.15468/dl.ppvnef
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (China, Chinese Taipei, Korea, Republic of, Russian Federation, Hong Kong, Japan, Mongolia, Thailand)",
 "Geometry POLYGON((98.84782 -11.89128,164.8777 -9.03431,169.74063 74.77565,83.68708 74.77565,79.66745 53.61731,98.84782 -11.89128))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (December, November, September, October, August, July, June, May, April, March, February, January)",
 "OccurrenceStatus is Present",
 "TaxonKey is Platalea leucorodia Linnaeus, 1758",
 "Year 2024-2025"
 ]
}

 The dataset includes 326 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028112-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/phvg9chk7z.1
title: Multi-Objective Optimization Employing Knowledge Graph-Embedded Large Language Model to Strategize Battery Recycling Technology Selection

description: This study presents two AI-driven frameworks to support sustainable battery recycling: (1) the Battery-LLaMA module, which integrates a fine-tuned LLaMA-2-7B model with a battery recycling-informed knowledge graph (BR-KG) for domain-specific question answering, and (2) a multi-objective optimization (MOO) framework for process selection based on internal energy consumption at the molecular level and revenue generation from the recycling process. The BR-KG, built from over 10k+ Elsevier abstracts using named entity recognition, captures structured recycling knowledge and enhances the performance of the Battery-LLaMA model (F1-score: 0.821 vs. 0.701 for ChatGPT-4o). The MOO framework reveals that hydrometallurgical processes, particularly those combining leaching, roasting, and regeneration, offer the most economically and energetically favorable pathways for recycling 100 kg of Li-ion batteries with &gt;90% efficiency.
DOI: 10.34740/kaggle/dsv/11795068
title: UNET Lung Segmentation Weights for Chest X Rays
DOI: 10.34740/kaggle/dsv/11795070
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/dl.hn8v7u
title: Occurrence Download

description: A dataset containing 456501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1980-2000"
 ]
}

 The dataset includes 456501 records from 383 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028099-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/dfpd-3gh
title: World Amphipoda Database
DOI: 10.48580/dfp3-3gk
title: Staphyliniformia world catalog database
DOI: 10.48580/dfpd-4ky
title: The Integrated Taxonomic Information System
DOI: 10.48580/dfp3-4rc
title: World List of Crinoidea
DOI: 10.48580/dfpd-4rf
title:  Nemys, World Database of Nematodes
DOI: 10.48580/dfpk
title: Catalogue of Life Checklist
DOI: 10.48580/dfpk-38g
title: World Scarabaeidae Database
DOI: 10.48580/dfpk-392
title: World Porifera Database
DOI: 10.48580/dfp3-39j
title: World Cumacea Database
DOI: 10.48580/dfpk-39k
title: World Ophiuroidea Database
DOI: 10.15468/dl.rhps5f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pungitius stenurus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027764-250811113504898/datasets/export for details.
DOI: 10.15468/dl.ks7728
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027765-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/dfpk-3bm
title: World Polychaeta Database
DOI: 10.15468/dl.evcm4q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027766-250811113504898/datasets/export for details.
DOI: 10.4121/1335621c-0162-4aae-9979-d2b98b467972.v1
title: Replication Data for: Application of a Line Laser Scanner for Bed Form Tracking in a Laboratory Flume

description: A new measurement method for continuous detection of bed forms in movable bed laboratory experiments is presented and tested. The device consists of a line laser coupled to a 3-D camera, which makes use of triangulation. This allows to measure bed forms during morphodynamic experiments, without removing the water from the flume. A correction is applied for the effect of laser refraction at the air-water interface. We conclude that the absolute measurement error increases with increasing flow velocity, its standard deviation increases with water depth and flow velocity, and the percentage of missing values increases with water depth. Although 71% of the data is lost in a pilot moving bed experiment with sand, still high agreement between flowing water and dry bed measurements is found when a robust LOcally weighted regrESSion (LOESS) procedure is applied. This is promising for bed form tracking applications in laboratory experiments, especially when lightweight sediments like polystyrene are used, which require smaller flow velocities to achieve dynamic similarity to the prototype. This is confirmed in a moving bed experiment with polystyrene. (2018-01-22)<br>Data Type Experimental dataset; Programming code (Matlab)Software Matlab, Version: R2015a, C++
DOI: 10.48580/dfpk-3br
title: World Marine, Freshwater and Terrestrial Isopod Crustaceans database