cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4fms6cw2s5
title: Head.AI Platform

description: Head.AI is a free, AI-powered clinical decision support platform developed to classify headache disorders based on the full structure of the International Classification of Headache Disorders, 3rd edition (ICHD-3). The platform leverages the GPT-4o API (OpenAI) and integrates a structured, expert-curated JSON knowledge base. This database includes detailed metadata for each ICHD-3 diagnosis, such as diagnostic criteria, minimum episode duration, and classification codes.

Head.AI was designed to support multilingual input—particularly in Brazilian Portuguese—while consistently generating structured diagnostic outputs in English. Rather than relying on model fine-tuning or supervised training, the platform achieves high performance through prompt engineering and strict adherence to the ICHD-3 diagnostic logic embedded in the knowledge layer.

To validate its accuracy, an independent dataset of 315 expert-written clinical vignettes was used, covering 215 distinct ICHD-3 classifications. These vignettes were developed by board-certified neurologists without the use of AI tools and reflected real-world clinical variability. Each case was then processed by Head.AI and three other LLM platforms (Gemini 2.5, Grok 3.0, and Claude Sonnet 4.0), and diagnostic outputs were compared.

The dataset employed in this study consisted of 315 expert-generated clinical vignettes, each representing a unique headache case classified according to the International Classification of Headache Disorders, 3rd edition (ICHD-3). The vignettes were synthetically created by two board-certified neurologists with expertise in headache medicine. Importantly, no generative AI tools were used during vignette development, ensuring unbiased and clinically grounded case construction.

Each vignette was annotated with the following metadata:

The ICHD-3 code corresponding to the correct diagnosis;

The headache category (primary or secondary);

An expert-assigned difficulty rating (easy, moderate, or difficult).

A JSON file is also available here.
DOI: 10.17632/4fms6cw2s5.2
title: Head.AI Platform

description: Head.AI is a free, AI-powered clinical decision support platform developed to classify headache disorders based on the full structure of the International Classification of Headache Disorders, 3rd edition (ICHD-3). The platform leverages the GPT-4o API (OpenAI) and integrates a structured, expert-curated JSON knowledge base. This database includes detailed metadata for each ICHD-3 diagnosis, such as diagnostic criteria, minimum episode duration, and classification codes.

Head.AI was designed to support multilingual input—particularly in Brazilian Portuguese—while consistently generating structured diagnostic outputs in English. Rather than relying on model fine-tuning or supervised training, the platform achieves high performance through prompt engineering and strict adherence to the ICHD-3 diagnostic logic embedded in the knowledge layer.

To validate its accuracy, an independent dataset of 315 expert-written clinical vignettes was used, covering 215 distinct ICHD-3 classifications. These vignettes were developed by board-certified neurologists without the use of AI tools and reflected real-world clinical variability. Each case was then processed by Head.AI and three other LLM platforms (Gemini 2.5, Grok 3.0, and Claude Sonnet 4.0), and diagnostic outputs were compared.

The dataset employed in this study consisted of 315 expert-generated clinical vignettes, each representing a unique headache case classified according to the International Classification of Headache Disorders, 3rd edition (ICHD-3). The vignettes were synthetically created by two board-certified neurologists with expertise in headache medicine. Importantly, no generative AI tools were used during vignette development, ensuring unbiased and clinically grounded case construction.

Each vignette was annotated with the following metadata:

The ICHD-3 code corresponding to the correct diagnosis;

The headache category (primary or secondary);

An expert-assigned difficulty rating (easy, moderate, or difficult).

A JSON file is also available here.
DOI: 10.5281/zenodo.12731814
title: Updates on the vascular flora of Castellón and Valencia (Valencian Community, Spain)

description: Details of DNA extraction and PCR protocols.

DNA sequence alignments Arthraxon (trnL-F spacer) and Eleocharis (ITS and matK).
DOI: 10.5281/zenodo.12731813
title: Updates on the vascular flora of Castellón and Valencia (Valencian Community, Spain)

description: Details of DNA extraction and PCR protocols.

DNA sequence alignments Arthraxon (trnL-F spacer) and Eleocharis (ITS and matK).
DOI: 10.17632/y5mkxstsrk
title: Data.1

description: Miniatura 8_data
Results from the project
DOI: 10.17632/y5mkxstsrk.1
title: Data.1

description: Miniatura 8_data
Results from the project
DOI: 10.17632/r9kbdfn25x
title: Geometric morphometry and floating asymmetry - Database

description: Work database: "Sublethal effect of Beauveria bassiana, Metarhizium anisopliae and deltamethrin on wing morphometry and fluctuating asymmetry of Aedes aegypti". Dataset of the analyses of floating asymmetry and geometric morphometrics performed.
DOI: 10.17632/r9kbdfn25x.1
title: Geometric morphometry and floating asymmetry - Database

description: Work database: "Sublethal effect of Beauveria bassiana, Metarhizium anisopliae and deltamethrin on wing morphometry and fluctuating asymmetry of Aedes aegypti". Dataset of the analyses of floating asymmetry and geometric morphometrics performed.
DOI: 10.15468/dl.693djn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes linearioides Lange-Bertalot, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054337-250525065834625/datasets/export for details.
DOI: 10.15468/dl.nntvzx
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 423 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054338-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gsxj3sdr3r.1
title: Delivering HIV-1 Envelope trimers through the targeting of Langerin induces early and broad immunogenicity

description: Despite the conduct of several phase 2b/3 studies of various HIV vaccines, a protective HIV vaccine is still lacking. One challenge is the development of innovative delivery strategies of adapted immunogens. We developed an Antibody-Mediated Vaccine (AMV) platform targeting HIV antigens to Langerhans cells (LCs) using an anti-Langerin mAb fused to either trimeric Env constructs (LC3.Env3) or BG505 SOSIP.664 (LC3.SOSIP), and demonstrated herein, that targeting antigen presenting cells, particularly LCs in the skin, offer promise. We showed that intra-dermal LC3.Env3 immunizations in mice enhanced Env-specific GC B cell expansion, increased IgG avidity, structured GC formation, and long-lasting immunity as compared to non-targeted Env antigens. LC3.Env3 and LC3.SOSIP, without adjuvant, led to robust Env-specific IgG and neutralizing antibody (NeutAb) production. These findings highlight LC-mediated delivery as a powerful tool to enhance humoral immunity, presenting a promising direction for advancing HIV vaccines through targeted skin-based immunization strategies.
DOI: 10.15468/dl.r7rsnj
title: Occurrence Download

description: A dataset containing 15453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus borealis Kirby, 1837",
 "Year 1119-2025"
 ]
}

 The dataset includes 15453 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054336-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3559
title: Data from 'Mapping the b-Catenin interactome' thesis

description: This dataset supports the thesis entitled: Mapping the b-Catenin Interactome: CRISPR-Based Functional Proteomics, Proximity Labelling, and Small Molecule Screening for Wnt-Targeted Cancer Therapy. 

MiniTurbo_SAINT_DATASET.zip contains the results obtained from inputting the un-anlaysed processed Mass Spec data from testing MiniTurbo technology in U2OS cells into the SAINT software and the results from Gene ontology analysis. Pathway, GO molecular function, GO cellular component, GO Biological Process were all analysed and proteins which had P&lt;0.05 were selected as significant for analysis. 

MiniTurbo_Database_comparison_.zip contains comparisons between databases BIOGrid and INTACT and novel data from MiniTurbo-Affinity based purification Mass spectrometry looking at direct interactors of BAIT protein B-catenin.

For more information see the readme files in each zipped file.
DOI: 10.17632/9txx9nvknk
title: DR Detection Using Ensemble Models

description: There are two datasets: one is publicly available on Kaggle (Linked here) and the other was collected from two eye hospitals in Bangladesh.
DOI: 10.17632/9txx9nvknk.1
title: DR Detection Using Ensemble Models

description: There are two datasets: one is publicly available on Kaggle (Linked here) and the other was collected from two eye hospitals in Bangladesh.
DOI: 10.15468/dl.zt6p2q
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Carabid beetles in Southern Dolomites from 1983 to 1996"
 ]
}

 The dataset includes 358 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054339-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17034/87e753f4-810e-45d6-9a8b-a43815aed2cd
title: Dataset for "Current Flow Mapping in Conducting Ferroelectric Domain Walls using Scanning NV-Magnetometry"

description: The dataset associated with the submitted publication "Current Flow Mapping in Conducting Ferroelectric Domain Walls using Scanning NV-Magnetometry".

Abstract for paper: The electrical conductivity of parallel plate capacitors, with ferroelectric lithium niobate as the dielectric layer, can be extensively and progressively modified by the controlled injection of conducting domain walls. Domain wall-based memristor devices hence result. Microstructures, developed as a result of partial switching, are complex and so simple models of equivalent circuits, based on the collective action of all conducting domain wall channels acting identically and in parallel, may not be appropriate. Here, we directly map the current density in ferroelectric domain wall memristors in-situ, by mapping Oersted fields, using nitrogen vacancy centre microscopy. Current density maps were found to directly correlate with the domain microstructure, revealing that a strikingly small fraction of the total domain wall network is responsible for the majority of the current flow. This insight forces a two order of magnitude correction to the carrier densities, previously inferred from standard scanning probe or macroscopic electrical characterisation.
DOI: 10.17632/hd8fvh2j4x
title: Incidental findings in imaging studies for peri-operative management of head and neck cutaneous squamous cell carcinomas

description: Supplemental table for Ong et al. Incidental findings in imaging studies for peri-operative management of head and neck cutaneous squamous cell carcinomas: a retrospective cohort study highlighting dermatologists’ role in management and further workup
DOI: 10.17632/hd8fvh2j4x.1
title: Incidental findings in imaging studies for peri-operative management of head and neck cutaneous squamous cell carcinomas

description: Supplemental table for Ong et al. Incidental findings in imaging studies for peri-operative management of head and neck cutaneous squamous cell carcinomas: a retrospective cohort study highlighting dermatologists’ role in management and further workup
DOI: 10.15468/dl.6mx73g
title: Occurrence Download

description: A dataset containing 1608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Bradypterus centralis Neumann, 1908",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1608 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054341-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nvczm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Phymaturus aguanegra Lobo, Laspiur & Acosta, 2013"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054340-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n5jngbj6bp
title: Analyzing Meta Ads' Performance in Sustainable Sales: Comparing Their impact on Engagement and Conversion for Eco-Friendly Furniture Products

description: A key challenge in digital marketing today is determining the most effective digital advertising strategy to drive real action from consumers, especially for businesses engaged in furniture made from recycled plastic waste. A key challenge in digital marketing today is determining the most effective digital advertising strategy to drive real action from consumers, especially for businesses engaged in furniture made from recycled plastic waste. Many companies still do not understand the digital advertising methods that can optimise the conversion of consumer interest into action, such as contacting the company or making a purchase. This study aims to compare two meta-advertising strategies, namely ads with landing pages and ads directly to WhatsApp, to find out which is more effective in generating leads and improving digital marketing performance. The study was conducted over 14 days using Meta Ads Manager and WhatsApp Business API. The results showed that ads with landing pages generated superior performance, with 36 leads and a cost per lead (CPL) of IDR 13,068.36, compared to the strategy without landing pages, which only generated 20 leads with (CPL) IDR 25,364.05.
DOI: 10.17632/n5jngbj6bp.1
title: Analyzing Meta Ads' Performance in Sustainable Sales: Comparing Their impact on Engagement and Conversion for Eco-Friendly Furniture Products

description: A key challenge in digital marketing today is determining the most effective digital advertising strategy to drive real action from consumers, especially for businesses engaged in furniture made from recycled plastic waste. A key challenge in digital marketing today is determining the most effective digital advertising strategy to drive real action from consumers, especially for businesses engaged in furniture made from recycled plastic waste. Many companies still do not understand the digital advertising methods that can optimise the conversion of consumer interest into action, such as contacting the company or making a purchase. This study aims to compare two meta-advertising strategies, namely ads with landing pages and ads directly to WhatsApp, to find out which is more effective in generating leads and improving digital marketing performance. The study was conducted over 14 days using Meta Ads Manager and WhatsApp Business API. The results showed that ads with landing pages generated superior performance, with 36 leads and a cost per lead (CPL) of IDR 13,068.36, compared to the strategy without landing pages, which only generated 20 leads with (CPL) IDR 25,364.05.
DOI: 10.17632/8g7tc7m7xh
title: Investigation of the reproductive behavior of Tarim pigeons

description: Compared with other birds, pigeons have special breeding characteristics, with neighbouring breeding cycles crossing each other. The male and mother pigeons build the nest together, usually after the mother pigeon lays eggs, the male and mother pigeons take turns to incubate the eggs, and after the young pigeons come out of the shell, the male and mother pigeons secrete pigeon's milk and feed the pigeons together. Parental pigeons in the breeding period including egg-laying, incubation and feeding three stages, breeding behaviour in addition to incubation, feeding, feeding, drinking, feathering, rest and other behaviours, there are also parental pigeons combing each other's feathers, kissing and other intimate behaviours. Pigeon behaviour has a certain diurnal rhythm, active during the day and silent at night. Artificial feeding has an effect on pigeon behavioural rhythms, and we will use this study to provide advice to keepers to help them better understand and manage pigeon behaviour and improve the feeding management of caged pigeons, thereby improving feeding efficiency and production outcomes.
DOI: 10.17632/8g7tc7m7xh.2
title: Investigation of the reproductive behavior of Tarim pigeons

description: Compared with other birds, pigeons have special breeding characteristics, with neighbouring breeding cycles crossing each other. The male and mother pigeons build the nest together, usually after the mother pigeon lays eggs, the male and mother pigeons take turns to incubate the eggs, and after the young pigeons come out of the shell, the male and mother pigeons secrete pigeon's milk and feed the pigeons together. Parental pigeons in the breeding period including egg-laying, incubation and feeding three stages, breeding behaviour in addition to incubation, feeding, feeding, drinking, feathering, rest and other behaviours, there are also parental pigeons combing each other's feathers, kissing and other intimate behaviours. Pigeon behaviour has a certain diurnal rhythm, active during the day and silent at night. Artificial feeding has an effect on pigeon behavioural rhythms, and we will use this study to provide advice to keepers to help them better understand and manage pigeon behaviour and improve the feeding management of caged pigeons, thereby improving feeding efficiency and production outcomes.
DOI: 10.17632/s3jwmnjm8t
title: Systematic Review Dataset of Financial Distress Prediction Models for Municipalities

description: This dataset was compiled as part of the systematic review process. The dataset includes information extracted from 24 peer-reviewed studies published between 2000 and 2024. The purpose of the dataset was to evaluate and compare the methodologies, indicators, predictive performance, and theoretical underpinnings of various financial distress prediction (FDP) models applied to municipal contexts.
DOI: 10.17632/s3jwmnjm8t.1
title: Systematic Review Dataset of Financial Distress Prediction Models for Municipalities

description: This dataset was compiled as part of the systematic review process. The dataset includes information extracted from 24 peer-reviewed studies published between 2000 and 2024. The purpose of the dataset was to evaluate and compare the methodologies, indicators, predictive performance, and theoretical underpinnings of various financial distress prediction (FDP) models applied to municipal contexts.
DOI: 10.17632/yh5kp2fzjn
title: Data associated with "Combatting Virulent Gut Bacteria by Inhibiting the Biosynthesis of a Two-component Lanthipeptide Toxin"

description: All primary data associated with figures in main text and Supplementary Information
DOI: 10.17632/yh5kp2fzjn.1
title: Data associated with "Combatting Virulent Gut Bacteria by Inhibiting the Biosynthesis of a Two-component Lanthipeptide Toxin"

description: All primary data associated with figures in main text and Supplementary Information
DOI: 10.15468/dl.yxpuez
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes linearioides Lange-Bertalot, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054342-250525065834625/datasets/export for details.
DOI: 10.15468/dl.aa4exb
title: Occurrence Download

description: A dataset containing 4635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, Belgium)",
 "TaxonKey is Poecilus versicolor (Sturm, 1824)"
 ]
}

 The dataset includes 4635 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054343-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15690926
title: nomonyx_dominicus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15690925
title: nomonyx_dominicus_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.z2zndy
title: Occurrence Download

description: A dataset containing 1518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Cyphorhinus arada (Hermann, 1783)"
 ]
}

 The dataset includes 1518 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054345-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.