cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18127347
title: Linked collectors and determiners for: Kangaroo Island Insect Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Kangaroo Island Insect Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c6117afd-cb3d-49e1-b484-ac82f0780b98 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c6117afd-cb3d-49e1-b484-ac82f0780b98. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127350
title: Linked collectors and determiners for: TUR-V Vainio lichen collections of the Turku University.

description: Natural history specimen data linked to collectors and determiners held within, "TUR-V Vainio lichen collections of the Turku University". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ea56c0ed-fdae-4689-bda4-96c7df113c94 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ea56c0ed-fdae-4689-bda4-96c7df113c94. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127351
title: Linked collectors and determiners for: NSW DPI Biosecurity Collections.

description: Natural history specimen data linked to collectors and determiners held within, "NSW DPI Biosecurity Collections". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/eeaf050f-23d0-4557-9084-ec545cd3d9a7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/eeaf050f-23d0-4557-9084-ec545cd3d9a7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127352
title: Linked collectors and determiners for: University of Arkansas Herbarium.

description: Natural history specimen data linked to collectors and determiners held within, "University of Arkansas Herbarium". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/f523ee81-ea8c-4b30-a058-4375747e692a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/f523ee81-ea8c-4b30-a058-4375747e692a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127356
title: Linked collectors and determiners for: Amalophyllon miraculum (Gesneriaceae), an exceptionally small lithophilous new species from the western Andean slopes of Ecuador.

description: Natural history specimen data linked to collectors and determiners held within, "Amalophyllon miraculum (Gesneriaceae), an exceptionally small lithophilous new species from the western Andean slopes of Ecuador". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/fdfff9a9-0826-442b-90b3-2f82699c9bbf using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/fdfff9a9-0826-442b-90b3-2f82699c9bbf. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127357
title: Linked collectors and determiners for: A first revision of the Andrena of Iraq (Hymenoptera, Andrenidae), with the description of two new species from Iraqi Kurdistan and additional records from surrounding countries.

description: Natural history specimen data linked to collectors and determiners held within, "A first revision of the Andrena of Iraq (Hymenoptera, Andrenidae), with the description of two new species from Iraqi Kurdistan and additional records from surrounding countries". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/15d96bea-75a1-4b35-a306-3aecdc1513a7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/15d96bea-75a1-4b35-a306-3aecdc1513a7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127358
title: Linked collectors and determiners for: Artrópodos de Bahía Exploradores (Chile: Región de Aysén).

description: Natural history specimen data linked to collectors and determiners held within, "Artrópodos de Bahía Exploradores (Chile: Región de Aysén)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/161b4615-88f2-455f-8f89-9e7db2607aa5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/161b4615-88f2-455f-8f89-9e7db2607aa5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127361
title: Linked collectors and determiners for: A New Subgenus of Bembidion Latreille from México and Guatemala, with Descriptions of Two New Species (Coleoptera: Carabidae).

description: Natural history specimen data linked to collectors and determiners held within, "A New Subgenus of Bembidion Latreille from México and Guatemala, with Descriptions of Two New Species (Coleoptera: Carabidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/36a87cae-beb8-49c4-a561-a9e9a73afdf1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/36a87cae-beb8-49c4-a561-a9e9a73afdf1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127362
title: Linked collectors and determiners for: Ponera Testacea Emery, 1895 Stat. N. - A Sister Species Of P. Coarctata (Latreille, 1802) (Hymenoptera, Formicidae).

description: Natural history specimen data linked to collectors and determiners held within, "Ponera Testacea Emery, 1895 Stat. N. - A Sister Species Of P. Coarctata (Latreille, 1802) (Hymenoptera, Formicidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4a96ee2a-86c0-4be4-b373-30af97dc2065 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4a96ee2a-86c0-4be4-b373-30af97dc2065. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127366
title: Linked collectors and determiners for: Revision of the Eurybrachidae XVIII. The Australian genus Olonia Stål, 1862: Four new species, new records and biological data (Hemiptera: Fulgoromorpha).

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the Eurybrachidae XVIII. The Australian genus Olonia Stål, 1862: Four new species, new records and biological data (Hemiptera: Fulgoromorpha)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/64c70153-d705-4b5d-9ea0-5e8b21a2b3cc using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/64c70153-d705-4b5d-9ea0-5e8b21a2b3cc. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127370
title: Linked collectors and determiners for: Inventory of the Carabid Beetle Fauna of the Gaoligong Mountains, Western Yunnan Province, China: Species of the Tribe Broscini (Coleoptera: Carabidae)..

description: Natural history specimen data linked to collectors and determiners held within, "Inventory of the Carabid Beetle Fauna of the Gaoligong Mountains, Western Yunnan Province, China: Species of the Tribe Broscini (Coleoptera: Carabidae).". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/67ec2de4-1816-4969-8132-f6796d3afa06 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/67ec2de4-1816-4969-8132-f6796d3afa06. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127373
title: Linked collectors and determiners for: Alaska Seaweed Database.

description: Natural history specimen data linked to collectors and determiners held within, "Alaska Seaweed Database". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/69644f2c-c2d7-4584-9bca-fe40c2e97d1c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/69644f2c-c2d7-4584-9bca-fe40c2e97d1c. Formatted as a Frictionless Data package.
DOI: 10.17632/c4phycnk8f
title: Appendix 1 - Protocol BOWTIE Study

description: This is the study protocol of a multicenter randomized controlled non-inferiority trial comparing surgical excision versus 5% 5-fluorouracil and photodynamic therapy in Bowen's disease. 
NCT03909646
The study is published in JAAD https://www.jaad.org/article/S0190-9622(23)02662-2/fulltext and https://www.jaad.org/article/S0190-9622(25)03380-8/fulltext
DOI: 10.17632/c4phycnk8f.1
title: Appendix 1 - Protocol BOWTIE Study

description: This is the study protocol of a multicenter randomized controlled non-inferiority trial comparing surgical excision versus 5% 5-fluorouracil and photodynamic therapy in Bowen's disease. 
NCT03909646
The study is published in JAAD https://www.jaad.org/article/S0190-9622(23)02662-2/fulltext and https://www.jaad.org/article/S0190-9622(25)03380-8/fulltext
DOI: 10.5281/zenodo.18127371
title: Linked collectors and determiners for: Colección del Laboratorio de Entomología Universidad de la Amazonia (LEUA) - Mecoptera.

description: Natural history specimen data linked to collectors and determiners held within, "Colección del Laboratorio de Entomología Universidad de la Amazonia (LEUA) - Mecoptera". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/683f7c2b-8e39-47bd-a97b-7a160f061977 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/683f7c2b-8e39-47bd-a97b-7a160f061977. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127375
title: Linked collectors and determiners for: FungaCAT: Banco de datos de los hongos de Cataluña.

description: Natural history specimen data linked to collectors and determiners held within, "FungaCAT: Banco de datos de los hongos de Cataluña". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8583f4f6-f762-11e1-a439-00145eb45e9a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8583f4f6-f762-11e1-a439-00145eb45e9a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127377
title: Linked collectors and determiners for: LiquenCAT: Banco de datos de los líquenes de Cataluña.

description: Natural history specimen data linked to collectors and determiners held within, "LiquenCAT: Banco de datos de los líquenes de Cataluña". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/858528da-f762-11e1-a439-00145eb45e9a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/858528da-f762-11e1-a439-00145eb45e9a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127379
title: Linked collectors and determiners for: Inventory of the Carabid Beetle Fauna of the Gaoligong Mountains, western Yunnan Province, China: Species of the Tribe Cyclosomini Laporte, 1934 (Coleoptera: Carabidae), with Descriptions of Two New Species..

description: Natural history specimen data linked to collectors and determiners held within, "Inventory of the Carabid Beetle Fauna of the Gaoligong Mountains, western Yunnan Province, China: Species of the Tribe Cyclosomini Laporte, 1934 (Coleoptera: Carabidae), with Descriptions of Two New Species.". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9235db45-04c4-4570-8987-cb84765763a4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9235db45-04c4-4570-8987-cb84765763a4. Formatted as a Frictionless Data package.
DOI: 10.17632/x7g2n78s3s
title: Good and bad classification of Water Chestnut (Trapa natans )

description: Water chestnuts ( _Trapa_ _natans_ ), also known as "singhara" or "paniphal," are aquatic root vegetables valued for their crisp texture and nutritional profile.
Nutritional and Health Benefits:
Good water chestnuts are low in calories and fat while being rich in fiber, potassium, manganese, and antioxidants like ferulic acid. They are traditionally used to manage blood pressure, support digestion, and serve as a gluten-free energy source during fasting.
Shelf life: 
The standard shelf life of Water chestnut (Trapa natans) Lies in between 2- 3 days at room temperature (25°C). 
After 2-3 days, it starts changing color, producing foul odor, due to its high moisture content.
Appearance :
Water chestnuts appearing dark purple to slight black in colors are considered as good one whereas fruits with cracks, shriveled skin, or tiny holes on outer surface are considered as damaged or avoidable fruits. 
Sample collection :
High quality water chestnuts with rock-hard, firm texture, smooth skinned, having a pleasant odor, are bought from the local market ( 25.028°N, 88.143°E) of Malda Town, West Bengal, India and the location of market is mapped using GPS coordinates. 
After collecting the fruits, they are sorted to remove the poor ones based on their appearance. They are rinsed to remove any kind of impurities or hazards. 
The selected fruits are placed in a water bowl to ensure their freshness and quality. Samples which floated to the top, are discarded, while samples sinked in water are chosen. 
Image capturing :
Digital images of the samples are captured using a Smart phone ( SAMSUNG galaxy, M01S) Operating on Android 9.0 (Pie) with One UI core (upgradable to Android 11),Octa-core Media Tek Hello P22(MT6762) 6.2-inch HD+ PLS TFT LCD Infinity-V display with 720into 1520 pixels resolution ( ~ 270 ppi density), 3 GB RAM, 32GB internal storage, Front Camera 8MP(f/2.0), Rear Camera - Dual: 13 MP primary sensor(f/1.8) + 2MP depth sensor(f/2.4). Dimensions - 156.9* 75.8* 7.8mm;168 g weight.
 Image acquisition was carried out daily for 7 consecutive days, after collecting the sample to monitor the visual quality change and shelf life determination.
Images were captured for 2 kinds of samples,- first samples were water chestnuts with peels and second were water chestnuts without peels as shown in the uploaded files. 40- 50 images were captured per day .The image dataset was used to study and analysis of progressive changes in color, texture, surface integrity and microbial spoilage during the period of analysis. This systematic image acquisition protocol enabled continuous non-destructive monitoring of Singhara quality through out the acquisition period 
The Data set :
In this data set the Good folder contains 500 images and Bad folder contains 500 bad images of Traps natans(water chestnut). Therefore the total number of images in this data set is 1000. 
These 1000 images describes how the visual quality of Singhara changes during its storage.
DOI: 10.17632/x7g2n78s3s.1
title: Good and bad classification of Water Chestnut (Trapa natans )

description: Water chestnuts ( _Trapa_ _natans_ ), also known as "singhara" or "paniphal," are aquatic root vegetables valued for their crisp texture and nutritional profile.
Nutritional and Health Benefits:
Good water chestnuts are low in calories and fat while being rich in fiber, potassium, manganese, and antioxidants like ferulic acid. They are traditionally used to manage blood pressure, support digestion, and serve as a gluten-free energy source during fasting.
Shelf life: 
The standard shelf life of Water chestnut (Trapa natans) Lies in between 2- 3 days at room temperature (25°C). 
After 2-3 days, it starts changing color, producing foul odor, due to its high moisture content.
Appearance :
Water chestnuts appearing dark purple to slight black in colors are considered as good one whereas fruits with cracks, shriveled skin, or tiny holes on outer surface are considered as damaged or avoidable fruits. 
Sample collection :
High quality water chestnuts with rock-hard, firm texture, smooth skinned, having a pleasant odor, are bought from the local market ( 25.028°N, 88.143°E) of Malda Town, West Bengal, India and the location of market is mapped using GPS coordinates. 
After collecting the fruits, they are sorted to remove the poor ones based on their appearance. They are rinsed to remove any kind of impurities or hazards. 
The selected fruits are placed in a water bowl to ensure their freshness and quality. Samples which floated to the top, are discarded, while samples sinked in water are chosen. 
Image capturing :
Digital images of the samples are captured using a Smart phone ( SAMSUNG galaxy, M01S) Operating on Android 9.0 (Pie) with One UI core (upgradable to Android 11),Octa-core Media Tek Hello P22(MT6762) 6.2-inch HD+ PLS TFT LCD Infinity-V display with 720into 1520 pixels resolution ( ~ 270 ppi density), 3 GB RAM, 32GB internal storage, Front Camera 8MP(f/2.0), Rear Camera - Dual: 13 MP primary sensor(f/1.8) + 2MP depth sensor(f/2.4). Dimensions - 156.9* 75.8* 7.8mm;168 g weight.
 Image acquisition was carried out daily for 7 consecutive days, after collecting the sample to monitor the visual quality change and shelf life determination.
Images were captured for 2 kinds of samples,- first samples were water chestnuts with peels and second were water chestnuts without peels as shown in the uploaded files. 40- 50 images were captured per day .The image dataset was used to study and analysis of progressive changes in color, texture, surface integrity and microbial spoilage during the period of analysis. This systematic image acquisition protocol enabled continuous non-destructive monitoring of Singhara quality through out the acquisition period 
The Data set :
In this data set the Good folder contains 500 images and Bad folder contains 500 bad images of Traps natans(water chestnut). Therefore the total number of images in this data set is 1000. 
These 1000 images describes how the visual quality of Singhara changes during its storage.
DOI: 10.17632/f9gbcbx7hn
title: Data for: Diagenetic fluid overprinting of micrite stable isotopes: implications for paleo-elevation reconstruction

description: Isotopic results for "Diagenetic fluid overprinting of micrite stable isotopes: implications for paleo-elevation reconstruction".
DOI: 10.17632/f9gbcbx7hn.1
title: Data for: Diagenetic fluid overprinting of micrite stable isotopes: implications for paleo-elevation reconstruction

description: Isotopic results for "Diagenetic fluid overprinting of micrite stable isotopes: implications for paleo-elevation reconstruction".
DOI: 10.5281/zenodo.18127382
title: Linked collectors and determiners for: Partula desolata sp. nov. (Pulmonata: Partulidae), an extinct land snail from Rota, Mariana Islands, Micronesia.

description: Natural history specimen data linked to collectors and determiners held within, "Partula desolata sp. nov. (Pulmonata: Partulidae), an extinct land snail from Rota, Mariana Islands, Micronesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9b4dc334-cb6f-44ae-810c-3692013a1e34 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9b4dc334-cb6f-44ae-810c-3692013a1e34. Formatted as a Frictionless Data package.
DOI: 10.17632/3cvnnrxrd3
title: Geriatric_Health

description: The Drug dataset is used to construct a medical knowledge graph integrating traditional Chinese and Western medicine, providing the system with accurate structured factual basis to support retrieval and reasoning. The PolyPharm-NLI dataset is used to fine-tune the Cross-Encoder model, enabling it to have the ability to identify potential logical contradictions in multi-drug combination scenarios, providing support for the core security interception module. The GeriatricHealthQA contains stratified (simple/reasoning/high-risk) real clinical consultation questions, used to comprehensively evaluate the overall performance of the entire system in terms of accuracy, reasoning ability, and safety.
DOI: 10.17632/3cvnnrxrd3.1
title: Geriatric_Health

description: The Drug dataset is used to construct a medical knowledge graph integrating traditional Chinese and Western medicine, providing the system with accurate structured factual basis to support retrieval and reasoning. The PolyPharm-NLI dataset is used to fine-tune the Cross-Encoder model, enabling it to have the ability to identify potential logical contradictions in multi-drug combination scenarios, providing support for the core security interception module. The GeriatricHealthQA contains stratified (simple/reasoning/high-risk) real clinical consultation questions, used to comprehensively evaluate the overall performance of the entire system in terms of accuracy, reasoning ability, and safety.
DOI: 10.5281/zenodo.18127385
title: Linked collectors and determiners for: A new species of the crab genus Zozymodes (Crustacea: Decapoda:.

description: Natural history specimen data linked to collectors and determiners held within, "A new species of the crab genus Zozymodes (Crustacea: Decapoda:". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c622f6ce-772a-4235-9cd7-6a6acbfe2cb3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c622f6ce-772a-4235-9cd7-6a6acbfe2cb3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18126620
title: Supplementary Dataset for: The Cosmic Microwave Background as a Curved Temporal Surface

description: Spiral coordinate reparameterization of the Planck SMICA CMB temperature field.

The visualization represents a structure-preserving, non-linear temporal reparameterization of the data. Temperature values are unmodified; only the coordinate representation is transformed. The spiral does not correspond to a physical spatial geometry, but illustrates that large-scale coherence is preserved under curved temporal parameterization.
DOI: 10.5281/zenodo.18127383
title: Linked collectors and determiners for: Colección Laboratorio de Entomología Universidad de la Amazonia (LEUA) - Hemiptera (Auchenorrhyncha).

description: Natural history specimen data linked to collectors and determiners held within, "Colección Laboratorio de Entomología Universidad de la Amazonia (LEUA) - Hemiptera (Auchenorrhyncha)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bb0c37d1-7154-4b13-8645-703d9a45dc96 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bb0c37d1-7154-4b13-8645-703d9a45dc96. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127392
title: Linked collectors and determiners for: Records of Ukrainian Potter wasps, Pollen wasps and Sapygid wasp (Hymenoptera: Eumenidae, Vespidae, Masaridae, Sapygidae).

description: Natural history specimen data linked to collectors and determiners held within, "Records of Ukrainian Potter wasps, Pollen wasps and Sapygid wasp (Hymenoptera: Eumenidae, Vespidae, Masaridae, Sapygidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d082997a-e952-49a3-82ea-d05eb5e04a14 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d082997a-e952-49a3-82ea-d05eb5e04a14. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127394
title: Linked collectors and determiners for: New Synonymy in the Afrotropical Tachytes Panzer, 1806 (Hymenoptera: Crabronidae).

description: Natural history specimen data linked to collectors and determiners held within, "New Synonymy in the Afrotropical Tachytes Panzer, 1806 (Hymenoptera: Crabronidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d94b60f0-2a52-4e08-8bd3-204961f96001 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d94b60f0-2a52-4e08-8bd3-204961f96001. Formatted as a Frictionless Data package.