cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/6c2xtq
title: Replication Data for: Scale economies and decline of ride-pooling: A case study of New York City

description: This the replication data for Scale economies and decline of ride-pooling: A case study of New York City. The data has a csv with weekly aggregates for all TNC trips in NYC, starting from Feb 2019 to Mar 2023. The data about TNC trips is obtained from NYC TLC High Volume For-Hire Vehicles Trip Records. Additionally, there are hourly aggregates for 2019 and 2023, alongside hourly precipitation obtained from the Open-Meteo dataset.
DOI: 10.17632/2ywvxkgwtj.2
title: Data - From Algorithms to Adaptation: How Generative AI is Reshaping Personalized Learning in Higher Education

description: This systematic review followed the guidelines of the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) statement to ensure that the research process was transparent, comprehensive, and reproducible. By adhering to these standards, the review provided an accurate synthesis of current evidence regarding the benefits and challenges of using generative AI in personalized learning within higher education. Each methodological element was designed to strengthen the rigor and replicability of the study.
The PICO model (Population, Intervention, Comparison, Outcome) is widely used in systematic reviews within the health sciences to frame research questions and guide the review process. However, this model can be adapted to non-clinical disciplines, such as education, by using the PICo framework (Population, Interest, Context). The modified version reflects the unique characteristics of educational research, particularly in exploring interventions, learning outcomes, and contextual influences.
In this systematic review, the PICo framework has been applied to ensure the research question is specific, focused, and aligned with the review’s objectives. Below is an explanation of how each component of PICo has been defined and applied within this study:
Population (P): The population component in this review refers to groups directly affected using generative AI in personalized learning. Specifically, this includes students and educators in higher education institutions, such as universities and colleges. The focus on this population ensures that the review captures both the experiences of learners and the pedagogical implications for instructors.
Interest (I): The interest (or intervention) in this review is the use of generative AI in personalized learning environments. Generative AI encompasses technologies such as large language models, AI-powered tutoring systems, and adaptive learning platforms. By focusing on this specific technological innovation, the review aims to evaluate its potential to customize learning experiences, enhance student engagement, and support tailored teaching strategies.
Context (Co): The context component addresses the setting or environment in which the intervention occurs. For this review, the context is higher education, which includes universities, colleges, and other post-secondary institutions. The emphasis on this context allows the review to assess how generative AI operates within formal academic settings, considering factors such as institutional resources, curriculum design, and faculty-student interactions.
DOI: 10.17632/8kbv637pxh.1
title: Sequencing-free whole genome spatial transcriptomics at molecular resolution in intact tissue

description: Recent breakthroughs in spatial transcriptomics technologies have enhanced our understanding of diverse cellular identities, spatial organizations, and functions. Yet existing spatial transcriptomics tools are still limited in either transcriptomic coverage or spatial resolution, hindering unbiased, hypothesis-free transcriptomic analyses at high spatial resolution. Here we develop Reverse-padlock Amplicon Encoding FISH (RAEFISH), an image-based spatial transcriptomics method with whole-genome coverage and single-molecule resolution in intact tissues. We demonstrate spatial profiling of 23,000 human or 22,000 mouse transcripts in single cells and tissue sections. Our analyses reveal transcript-specific subcellular localization, cell-type-specific and cell-type-invariant zonation-dependent transcriptomes, and gene programs underlying preferential cell-cell interactions. Finally, we further develop our technology for direct spatial readout of gRNAs in an image-based high-content CRISPR screen. Overall, these developments provide the research community with a broadly applicable technology that enables high-coverage, high-resolution spatial profiling of both long and short, native and engineered RNA species in many biomedical contexts.
DOI: 10.15468/dl.ms4uhw
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drosophila suzukii",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019122-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/28s57kj9v8
title: DATA-Numerical Simulation and Field Test of the Dynamic Response of a Crane Vessel during Lifting Operations

description: DATASHARE for Numerical Simulation and Field Test of the Dynamic Response of a Crane Vessel during Lifting Operations
DOI: 10.17632/28s57kj9v8.1
title: DATA-Numerical Simulation and Field Test of the Dynamic Response of a Crane Vessel during Lifting Operations

description: DATASHARE for Numerical Simulation and Field Test of the Dynamic Response of a Crane Vessel during Lifting Operations
DOI: 10.15468/dl.vmx7fz
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Equus caballus",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 318 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019123-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rcfr3ybsh3
title: Dataset of Multisensory Stimulation Responses for Neuroadaptive Interfaces and Connectographic Modeling

description: Research Hypothesis
Multisensory gamma-frequency stimulation (particularly around 40 Hz), when delivered through modalities such as visual flicker, auditory tone bursts, thermal infrared stimulation, or immersive virtual environments, can entrain neural oscillations, enhance functional brain connectivity, and improve cognitive and physiological outcomes in individuals with age-related or neurodegenerative vulnerabilities.

What the Data Shows
This dataset compiles data from multiple experimental paradigms involving human subjects who underwent multisensory neurostimulation protocols. The compiled results show measurable entrainment of gamma oscillations, modulation of microglial activity, improvement in cognitive functions (e.g., memory, semantic processing, executive function), enhancement in sleep parameters, and a reduction in Alzheimer’s-associated pathologies such as amyloid burden. The dataset also includes neuroimaging-derived functional connectivity maps and behavioral metrics associated with stimulation sessions.

Notable Findings

Gamma stimulation at 40 Hz can induce neuroprotective signaling distinct from classic neuroinflammation.

Infrared thermal stimulation combined with high-field fMRI can non-invasively map mesoscale brain circuits.

VR-based and BCI-integrated multisensory stimulation platforms demonstrate feasibility and early efficacy for cognitive rehabilitation.

Gamma entrainment correlates with improved sleep architecture and daily living activities in Alzheimer's patients.

Multisensory protocols can modulate both neural oscillatory dynamics and neuroimmune markers.

Data Interpretation and Use
The dataset includes structured metadata for each study, specifying the stimulation type (auditory, visual, IR, VR, or combined), frequency parameters, population demographics, cognitive status, and outcome measures (EEG/fMRI responses, behavioral data, sleep metrics, etc.). Researchers can use this dataset to:

Train AI models for real-time connectomic reconstruction and prediction.

Design personalized stimulation protocols based on patient-specific profiles.

Conduct secondary analyses for meta-research or cross-protocol comparisons.

Generate synthetic datasets or validation sets for neurotechnological development.

Data Acquisition Summary
All data was extracted from published studies and reformatted into a standardized structure compatible with Mendeley Data. Citations and source references are included for each entry. Where applicable, raw values were digitized from graphs using open-source extraction tools, and all entries were manually curated for consistency and quality.
DOI: 10.17632/rcfr3ybsh3.1
title: Dataset of Multisensory Stimulation Responses for Neuroadaptive Interfaces and Connectographic Modeling

description: Research Hypothesis
Multisensory gamma-frequency stimulation (particularly around 40 Hz), when delivered through modalities such as visual flicker, auditory tone bursts, thermal infrared stimulation, or immersive virtual environments, can entrain neural oscillations, enhance functional brain connectivity, and improve cognitive and physiological outcomes in individuals with age-related or neurodegenerative vulnerabilities.

What the Data Shows
This dataset compiles data from multiple experimental paradigms involving human subjects who underwent multisensory neurostimulation protocols. The compiled results show measurable entrainment of gamma oscillations, modulation of microglial activity, improvement in cognitive functions (e.g., memory, semantic processing, executive function), enhancement in sleep parameters, and a reduction in Alzheimer’s-associated pathologies such as amyloid burden. The dataset also includes neuroimaging-derived functional connectivity maps and behavioral metrics associated with stimulation sessions.

Notable Findings

Gamma stimulation at 40 Hz can induce neuroprotective signaling distinct from classic neuroinflammation.

Infrared thermal stimulation combined with high-field fMRI can non-invasively map mesoscale brain circuits.

VR-based and BCI-integrated multisensory stimulation platforms demonstrate feasibility and early efficacy for cognitive rehabilitation.

Gamma entrainment correlates with improved sleep architecture and daily living activities in Alzheimer's patients.

Multisensory protocols can modulate both neural oscillatory dynamics and neuroimmune markers.

Data Interpretation and Use
The dataset includes structured metadata for each study, specifying the stimulation type (auditory, visual, IR, VR, or combined), frequency parameters, population demographics, cognitive status, and outcome measures (EEG/fMRI responses, behavioral data, sleep metrics, etc.). Researchers can use this dataset to:

Train AI models for real-time connectomic reconstruction and prediction.

Design personalized stimulation protocols based on patient-specific profiles.

Conduct secondary analyses for meta-research or cross-protocol comparisons.

Generate synthetic datasets or validation sets for neurotechnological development.

Data Acquisition Summary
All data was extracted from published studies and reformatted into a standardized structure compatible with Mendeley Data. Citations and source references are included for each entry. Where applicable, raw values were digitized from graphs using open-source extraction tools, and all entries were manually curated for consistency and quality.
DOI: 10.17632/sgzw2m96zv
title: Scale-dependent gains in vegetation modeling from climate heterogeneity metrics on the Qinghai–Tibet Plateau

description: Climate heterogeneity significantly enhances macroclimate data-driven vegetation modeling, reducing uncertainties caused by data scale bias. It should be noted that our data are based on the Köppen-Geiger climate classification and are spatially restricted to the Qinghai-Tibet Plateau.
DOI: 10.17632/sgzw2m96zv.1
title: Scale-dependent gains in vegetation modeling from climate heterogeneity metrics on the Qinghai–Tibet Plateau

description: Climate heterogeneity significantly enhances macroclimate data-driven vegetation modeling, reducing uncertainties caused by data scale bias. It should be noted that our data are based on the Köppen-Geiger climate classification and are spatially restricted to the Qinghai-Tibet Plateau.
DOI: 10.17632/zncp6xz9zw.1
title: Supplementary Table 1: Cutaneous adverse events associated with MEK-inhibitors for the treatment of vascular anomalies: a multicenter retrospective study

description: Supplementary Table 1: Most common cutaneous adverse events observed in patients with vascular anomalies taking MEK-inhibitors, excluding patients on concurrent therapies.
DOI: 10.17632/5b3xftpcsg
title: Deer Crossing 2025

description: Data from undergraduate deer crossing project 2023-2025
DOI: 10.17632/5b3xftpcsg.1
title: Deer Crossing 2025

description: Data from undergraduate deer crossing project 2023-2025
DOI: 10.17632/3p8k8y8zd2
title: Supplemental material, clinical images: Establishment of standardized definitions and a core set of outcome characteristics following hidradenitis suppurativa surgery developed by an expert Delphi consensus

description: A. Immediately following partial regional excision affected tissue is present at the surgical margin (A1) and, as expected, surgical site persistence is noted 4 weeks later while the wound is still healing (A2). B. Three weeks after complete regional excision there is no disease in the region (B1), but 6 months post-operatively a new nodule has presented inferior to the scar consistent with regional progression (B2), which self-resolved 2 weeks later. C. One year following intermammary complete regional excision, no disease is present (C1), but six months following that time a new nodule arose at the surgical margin consistent with surgical site progression (C2), which required a localized surgical intervention.
DOI: 10.17632/3p8k8y8zd2.1
title: Supplemental material, clinical images: Establishment of standardized definitions and a core set of outcome characteristics following hidradenitis suppurativa surgery developed by an expert Delphi consensus

description: A. Immediately following partial regional excision affected tissue is present at the surgical margin (A1) and, as expected, surgical site persistence is noted 4 weeks later while the wound is still healing (A2). B. Three weeks after complete regional excision there is no disease in the region (B1), but 6 months post-operatively a new nodule has presented inferior to the scar consistent with regional progression (B2), which self-resolved 2 weeks later. C. One year following intermammary complete regional excision, no disease is present (C1), but six months following that time a new nodule arose at the surgical margin consistent with surgical site progression (C2), which required a localized surgical intervention.
DOI: 10.15468/dl.racbbc
title: Occurrence Download

description: A dataset containing 5640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia lebbeck",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 5640 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019125-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fhsds2pwft.1
title: Replication Folder for "Optimal investment and financing with government subsidies under time to build"

description: This replication folder contains the necessary codes to replicate the quantitative results of the paper.
DOI: 10.15468/dl.qfksm7
title: Occurrence Download

description: A dataset containing 2698 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callisia diuretica"
 ]
}

 The dataset includes 2698 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019126-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4xcssh35wj.1
title: Peel-and-Swiss Roll Biopsy: A Practical Technique for Tissue Sampling in Fragile Blistering Skin Conditions

description: 1. Video demonstration of the peel-and-Swiss roll biopsy technique in a representative patient with pemphigus vulgaris, illustrating the atraumatic retrieval and preparation of a detached epidermal sheet for histopathological examination
2. Supplementary Fig 1. (A) Representative tissue sections from a patient with Staphylococcal scalded skin syndrome (SSSS), which shows a rolled-up, detached horny layer with mounds of parakeratosis (Hematoxylin and eosin, 100x), with (B) focal cluster of acantholytic cells (Hematoxylin and eosin, 400x).
3. Supplementary Fig 2. (A) Representative tissue sections from a patient with pemphigus vulgaris, showing “Swiss-roll” configuration at low-power magnification (Hematoxylin and eosin, 100x). (B) Intraepidermal separation with a blister roof and distinct acantholysis can be seen at high power view (Hematoxylin and eosin, 400x).
DOI: 10.15468/dl.qn2g9u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamagrostis halleriana glabrata, Calamagrostis halleriana minutivalvis, Calamagrostis halleriana nutans, Calamagrostis halleriana pilosa, Calamagrostis hallieriana, Calamagrostis hallieriana ambigua, Calamagrostis hallieriana densiflora, Calamagrostis hallieriana glabrata, Calamagrostis hallieriana minutivalvis, Calamagrostis hallieriana nutans)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "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/0019127-250711103210423/datasets/export for details.
DOI: 10.15468/dl.s85jny
title: Occurrence Download

description: A dataset containing 831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drosophila suzukii",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 831 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019124-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4rzn3hkpcy.1
title: Demographic models and behavioural assessments uncover distinct species histories in the pseudocryptic nudibranch genus Hermissenda

description: This is the supplementary data for the publication "Demographic models and behavioural assessments uncover distinct species histories in the pseudocryptic nudibranch genus Hermissenda" by Dennis et al. (submitted). Files include input and output data files, R and SLiM scripts, and additional figures/tables. Please see the README.txt file for more detailed information.
DOI: 10.17632/vv93r9pkgf
title: Banco de dados Artigo Resistencia Bacteriana

description: Analysis of microbial resistance profile and outcomes in an intensive care unit: a retrospective study, Mato Grosso, 2018-2021.
DOI: 10.17632/vv93r9pkgf.1
title: Banco de dados Artigo Resistencia Bacteriana

description: Analysis of microbial resistance profile and outcomes in an intensive care unit: a retrospective study, Mato Grosso, 2018-2021.
DOI: 10.17632/xhp29sfc5m
title: Replication data for "The Retail Habitat"

description: Replication data for "The Retail Habitat" by Toomas Laarits and Marco Sammon. See README.pdf for instructions.
DOI: 10.17632/xhp29sfc5m.1
title: Replication data for "The Retail Habitat"

description: Replication data for "The Retail Habitat" by Toomas Laarits and Marco Sammon. See README.pdf for instructions.
DOI: 10.17632/jc7y95hbry
title: Additional files

description: Annexes to article "Factors determining the career continuation intentions of vocational education and training students: A theory of planned behavior approach"
DOI: 10.17632/jc7y95hbry.2
title: Additional files

description: Annexes to article "Factors determining the career continuation intentions of vocational education and training students: A theory of planned behavior approach"
DOI: 10.17632/3mbxcdzxsf
title: DATA

description: Data for article.
DOI: 10.17632/3mbxcdzxsf.1
title: DATA

description: Data for article.
DOI: 10.15468/dl.c8m75n
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAE5283"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019128-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wbbjfds7th.1
title: Melanoma targeted therapies dabrafenib and trametinib cross the placental barrier in ex vivo human placental perfusions

description: Supplemental files for JAAD
DOI: 10.17632/4yw3pbp4tf
title: Dataset and codes of the paper "Adversarial learning for beamforming domain transfer in ultrasound medical imaging"

description: DATASET and codes for the inference of the generative models used in the work: 
Silvia Seoni, Massimo Salvi, Giulia Matrone, Francesco Lapia, Chiara Busso, Marco A. Minetto, Kristen M. Meiburger, "Adversarial learning for beamforming domain transfer in ultrasound medical imaging", Ultrasonics, 2025.
DOI: 10.17632/4yw3pbp4tf.1
title: Dataset and codes of the paper "Adversarial learning for beamforming domain transfer in ultrasound medical imaging"

description: DATASET and codes for the inference of the generative models used in the work: 
Silvia Seoni, Massimo Salvi, Giulia Matrone, Francesco Lapia, Chiara Busso, Marco A. Minetto, Kristen M. Meiburger, "Adversarial learning for beamforming domain transfer in ultrasound medical imaging", Ultrasonics, 2025.
DOI: 10.15468/dl.4jzup9
title: Occurrence Download

description: A dataset containing 2410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mexico, Costa Rica, Panama, Guatemala, El Salvador, Honduras)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fuchsia microphylla"
 ]
}

 The dataset includes 2410 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019129-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/siqk9q
title: eco2adapt_FRANCE_PlantNet_Species.report.tab

description: :unav