cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5kzvssvk4d.1
title: Biases in an artificial intelligence image-generator’s depictions of older adults, with or without dementia

description: Background:
This content analysis study investigates biases in image generation by two artificial intelligence (AI) tools, DALL-E 3 and Midjourney, specifically in portraying older adults and individuals living with dementia. Despite the widespread use of generative AI in various sectors, there is limited research on how these models might perpetuate stereotypes and stigmatization through their produced images.
Methods:
A total of 1,056 images were generated using specified prompts categorized into three groups: general older adults, dementia-related, and control. Each prompt began with "Photorealistic portrait" followed by specific scene descriptions. Two researchers conducted content analysis on each generated image, focusing on factors such as portrait style, setting, posture, apparent sex of subjects, and emotional affect. The analysis was executed with blinding and randomization protocols to ensure unbiased assessment. Chi-square tests assessed the relationship between prompt categories and the variables.
Findings:
Results indicated significant disparities in how older adults and those with dementia were depicted. DALL-E 3 generated more positive affect depictions of older adults compared to Midjourney. However, both models often portrayed dementia-related prompts with negative affect, suggesting a tendency to depict individuals with dementia in less favorable emotional states. Variations in depiction styles between the two AI models were noted, with DALL-E 3 showing a broader diversity of outputs.
Interpretation:
The findings highlight the potential of AI to reinforce stigmatizing stereotypes through biased image generation. Recommendations include carefully selecting prompts to avoid negative connotations and advocating for enhanced AI model transparency and inclusivity. Future research should expand to other AI models to develop a comprehensive understanding of biases and strategies for mitigation.
DOI: 10.17632/73gb9n7pk3
title: SWAT Metabolite Layer (MicroMets only)

description: De-identified metabolomics data of a sub-cohort of patients from the Shock, Whole Blood, and Assessment of TBI, SWAT, multi-center observational study observational study (see Sperry et al 2023 10.1097/XCS.0000000000000708). This data set includes only Microbiome-Associated Metabolites (MicroMets).
DOI: 10.15468/dl.ne92wd
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, Xeno-canto - Bird sounds from around the world, Ohio State University Tetrapod Division - Bird Collection (OSUM), Academy of Natural Sciences of Philadelphia Ornithology Collection, NABU|naturgucker, Museum of Comparative Zoology, Harvard University, Birda - Global Observation Dataset, Macaulay Library Audio and Video Collection)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pharomachrus mocinno"
 ]
}

 The dataset includes 380 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015410-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/73gb9n7pk3.1
title: SWAT Metabolite Layer (MicroMets only)

description: De-identified metabolomics data of a sub-cohort of patients from the Shock, Whole Blood, and Assessment of TBI, SWAT, multi-center observational study observational study (see Sperry et al 2023 10.1097/XCS.0000000000000708). This data set includes only Microbiome-Associated Metabolites (MicroMets).
DOI: 10.17632/2zmxvhnxmx
title: Research data of wollastonite enhances microbial diversity and ecological network stability

description: Research data of wollastonite enhances microbial diversity and ecological network stability
DOI: 10.17632/2zmxvhnxmx.1
title: Research data of wollastonite enhances microbial diversity and ecological network stability

description: Research data of wollastonite enhances microbial diversity and ecological network stability
DOI: 10.17632/g5t8x264d7.1
title: Impact of digital economy on innovation and entrepreneurship: Evidence from China

description: Impact of digital economy on innovation and entrepreneurship: Evidence from China
DOI: 10.15468/dl.xsb5df
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((50.11561 -16.96953,49.48843 -16.86573,49.22904 -18.18941,48.68734 -19.18316,47.63879 -21.76404,47.02962 -22.44835,46.2602 -24.49685,45.77391 -25.47179,48.43996 -25.08357,51.07028 -17.43273,50.11561 -16.96953))",
 "OccurrenceStatus is Present",
 "TaxonKey is Ravenala madagascariensis"
 ]
}

 The dataset includes 55 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015411-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t5yjfn8zv6
title: Stabilization of acute alopecia areata flares with short-term omalizumab in patients relapsing during JAK inhibitor treatment

description: This retrospectively analyzed 13 patients with alopecia areata who experienced acute flares during JAK inhibitor therapy, either without tapering or following tapering/discontinuation. This the first study to evaluate short-term omalizumab as an adjunctive therapy for acute AA flares during JAK inhibitor treatment in patients with atopic background, suggesting that the IgE/Th2 pathway may contribute to relapse in this subset.
DOI: 10.17632/t5yjfn8zv6.1
title: Stabilization of acute alopecia areata flares with short-term omalizumab in patients relapsing during JAK inhibitor treatment

description: This retrospectively analyzed 13 patients with alopecia areata who experienced acute flares during JAK inhibitor therapy, either without tapering or following tapering/discontinuation. This the first study to evaluate short-term omalizumab as an adjunctive therapy for acute AA flares during JAK inhibitor treatment in patients with atopic background, suggesting that the IgE/Th2 pathway may contribute to relapse in this subset.
DOI: 10.15468/dl.wj5d93
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypericum pulchrum",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015413-250914085247600/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.30158095
title: From leaves to litter- Use of anthropogenic nesting materials in hibernation nests of the European hedgehog

description: Urbanisation and human population growth have significantly increased the presence of anthropogenic materials in natural environments, prompting growing interest in how wildlife may be adapting to these changes. One such behavioural response is the incorporation of human-made materials into animal nests, a phenomenon that has raised concerns due to its potential harmful effects, such as entanglement or ingestion. While this behaviour has been documented widely in birds, it remains underreported in other taxa, partly due to the difficulty of locating nests. In this study, we describe instances of anthropogenic materials (including plastic) being incorporated into the hibernation nests of European hedgehogs, Erinaceus europaeus, as part of a broader investigation into their nesting behaviour during hibernation. These findings suggest that hedgehogs may opportunistically use available anthropogenic materials in nest construction, potentially as a response to urban environments. Our findings help broaden the understanding of mammalian responses to urbanisation and emphasize the need to investigate whether the incorporation of these materials is likely to be harmful or adaptive to hedgehogs or for mammals generally.
DOI: 10.6084/m9.figshare.30158095.v1
title: From leaves to litter- Use of anthropogenic nesting materials in hibernation nests of the European hedgehog

description: Urbanisation and human population growth have significantly increased the presence of anthropogenic materials in natural environments, prompting growing interest in how wildlife may be adapting to these changes. One such behavioural response is the incorporation of human-made materials into animal nests, a phenomenon that has raised concerns due to its potential harmful effects, such as entanglement or ingestion. While this behaviour has been documented widely in birds, it remains underreported in other taxa, partly due to the difficulty of locating nests. In this study, we describe instances of anthropogenic materials (including plastic) being incorporated into the hibernation nests of European hedgehogs, Erinaceus europaeus, as part of a broader investigation into their nesting behaviour during hibernation. These findings suggest that hedgehogs may opportunistically use available anthropogenic materials in nest construction, potentially as a response to urban environments. Our findings help broaden the understanding of mammalian responses to urbanisation and emphasize the need to investigate whether the incorporation of these materials is likely to be harmful or adaptive to hedgehogs or for mammals generally.
DOI: 10.15468/dl.7s6w6v
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015414-250914085247600/datasets/export for details.
DOI: 10.17632/gkd8gjsbzx
title: Inflammation Cycling

description: An intricate and breakthrough curated compilation of scientific fact, opinion, and hypothesis revolving around over five hundred research articles, focusing on the role that inflammation and antioxidants play in the processes of muscle growth (myogenesis), fat loss (lipolysis), cognition (neurogenesis), & longevity (senescence), with a great amount of information on the most prescient exercise sciences, and various interconnected human biological sciences.

In this book you will learn about what I consider to be the future of fitness and alternative medicine; Inflammation Cycling, which is a novel idea I posit to be the ideal two cycles of existence for a human being, and through this new study you should find the knowledge and inspiration necessary to maximize your physiological potential.

This work is provided for free, as I originally intended, because I find the information contained within it to be worth sharing, and because it is a compilation of thousands of different scientific minds—their words and their intellectual work, it would be morally wrong for me to attempt profit directly from it, although there are many intermittently expressed and novel ideas I have formulated that I interject into the book, I consider it to be both a compilatory work of scientific art, while also being my singular brainchild.
DOI: 10.17632/gkd8gjsbzx.1
title: Inflammation Cycling

description: An intricate and breakthrough curated compilation of scientific fact, opinion, and hypothesis revolving around over five hundred research articles, focusing on the role that inflammation and antioxidants play in the processes of muscle growth (myogenesis), fat loss (lipolysis), cognition (neurogenesis), & longevity (senescence), with a great amount of information on the most prescient exercise sciences, and various interconnected human biological sciences.

In this book you will learn about what I consider to be the future of fitness and alternative medicine; Inflammation Cycling, which is a novel idea I posit to be the ideal two cycles of existence for a human being, and through this new study you should find the knowledge and inspiration necessary to maximize your physiological potential.

This work is provided for free, as I originally intended, because I find the information contained within it to be worth sharing, and because it is a compilation of thousands of different scientific minds—their words and their intellectual work, it would be morally wrong for me to attempt profit directly from it, although there are many intermittently expressed and novel ideas I have formulated that I interject into the book, I consider it to be both a compilatory work of scientific art, while also being my singular brainchild.
DOI: 10.17632/z6gszsxzpj
title: Development and test of reliability and validity of the self-assessment scale for prevention behavior in high-risk population of colorectal cancer

description: This study is a scale compilation, and the databases include project analysis database, exploratory factor analysis database, and confirmatory factor analysis database, all of which have been scored in reverse.
DOI: 10.15468/dl.nmas4t
title: Occurrence Download

description: A dataset containing 9449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Colletotrichum gloeosporioides"
 ]
}

 The dataset includes 9449 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015415-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z6gszsxzpj.1
title: Development and test of reliability and validity of the self-assessment scale for prevention behavior in high-risk population of colorectal cancer

description: This study is a scale compilation, and the databases include project analysis database, exploratory factor analysis database, and confirmatory factor analysis database, all of which have been scored in reverse.
DOI: 10.17632/677y6kh3s2
title: Visualizing and Optimizing Operating Room Nurses’ Workload Using Generative AI: A Cross-Sectional Study

description: Description:
This dataset contains raw data collected for a cross-sectional study on the workload of operating room nurses at a tertiary care hospital in Japan (Nagasaki Medical Center). The survey quantified the time allocation of perioperative nurses during different shifts (weekday daytime, weekday nighttime, weekend/holiday shifts), covering both nursing tasks (e.g., direct patient care, preparation, intraoperative support) and non-nursing tasks (e.g., documentation, supply management, administrative work).

The dataset was obtained through a structured workload survey and time-motion style observational records between 2023 and 2024. It includes aggregated time distribution across task categories, shift type, and nurse demographics. The data were used for analysis in the manuscript “Visualizing and Optimizing Operating Room Nurses’ Workload Using Generative AI: A Cross-Sectional Study”.

File contents:

Excel spreadsheets summarizing observed task times by category and shift.

Supplementary tables for task classification (nursing vs. non-nursing).

Anonymized records ensuring no individual nurse identifiers are present.

Ethics:
The study was approved by the Ethics Committee of Kumamoto University (Approval No. 2024015). Participation was voluntary, and all participants provided informed consent.

Potential use:
The dataset can support further research in:

Nursing workload measurement and benchmarking.

Workforce planning and staffing optimization in perioperative settings.

Application of AI and digital tools for task visualization and efficiency improvement.

Limitations:
The dataset is from a single institution and may not be generalizable to all healthcare contexts. Task classification reflects the local practice environment.
DOI: 10.17632/677y6kh3s2.2
title: Visualizing and Optimizing Operating Room Nurses’ Workload Using Generative AI: A Cross-Sectional Study

description: Description:
This dataset contains raw data collected for a cross-sectional study on the workload of operating room nurses at a tertiary care hospital in Japan (Nagasaki Medical Center). The survey quantified the time allocation of perioperative nurses during different shifts (weekday daytime, weekday nighttime, weekend/holiday shifts), covering both nursing tasks (e.g., direct patient care, preparation, intraoperative support) and non-nursing tasks (e.g., documentation, supply management, administrative work).

The dataset was obtained through a structured workload survey and time-motion style observational records between 2023 and 2024. It includes aggregated time distribution across task categories, shift type, and nurse demographics. The data were used for analysis in the manuscript “Visualizing and Optimizing Operating Room Nurses’ Workload Using Generative AI: A Cross-Sectional Study”.

File contents:

Excel spreadsheets summarizing observed task times by category and shift.

Supplementary tables for task classification (nursing vs. non-nursing).

Anonymized records ensuring no individual nurse identifiers are present.

Ethics:
The study was approved by the Ethics Committee of Kumamoto University (Approval No. 2024015). Participation was voluntary, and all participants provided informed consent.

Potential use:
The dataset can support further research in:

Nursing workload measurement and benchmarking.

Workforce planning and staffing optimization in perioperative settings.

Application of AI and digital tools for task visualization and efficiency improvement.

Limitations:
The dataset is from a single institution and may not be generalizable to all healthcare contexts. Task classification reflects the local practice environment.
DOI: 10.17632/9jxhzr8f59
title: An uncharacterized small protein MicN mediates the transcriptional reprogramming of Salmonella through regulating the RpoS-RNA polymerase interaction

description: Supplementary Material of the article titled an uncharacterized small protein MicN mediates the transcriptional reprogramming of Salmonella through regulating the RpoS-RNA polymerase interaction
DOI: 10.17632/9jxhzr8f59.1
title: An uncharacterized small protein MicN mediates the transcriptional reprogramming of Salmonella through regulating the RpoS-RNA polymerase interaction

description: Supplementary Material of the article titled an uncharacterized small protein MicN mediates the transcriptional reprogramming of Salmonella through regulating the RpoS-RNA polymerase interaction
DOI: 10.17632/tky4vpbyhv
title: Divergent fates of freshwater fishes under climate change: Endemic vulnerability and habitat shifts in Iran’s Central Zagros

description: Using Species Distribution Models (MaxEnt), we project habitat shifts for ten riverine fishes (six endemics) in Iran’s Central Zagros, a critical freshwater biodiversity hotspot, under optimistic (RCP 2.6) and pessimistic (RCP 8.5) scenarios (2050–2080). The data file include all data used in this study.
DOI: 10.17632/tky4vpbyhv.1
title: Divergent fates of freshwater fishes under climate change: Endemic vulnerability and habitat shifts in Iran’s Central Zagros

description: Using Species Distribution Models (MaxEnt), we project habitat shifts for ten riverine fishes (six endemics) in Iran’s Central Zagros, a critical freshwater biodiversity hotspot, under optimistic (RCP 2.6) and pessimistic (RCP 8.5) scenarios (2050–2080). The data file include all data used in this study.
DOI: 10.17632/4wdhp5t8yr
title: The raw data of manuscript 'Abundance, composition, and environmental implications of iron minerals in high-permeable sandy beaches'

description: The raw data of manuscript 'Abundance, composition, and environmental implications of iron minerals in high-permeable sandy beaches'. The data include the data of 5 times 2D profile sampling of pore water presented in the article (salinity, redox potential, dissolved oxygen, total alkalinity, ammonium ion, phosphate ion, total dissolved phosphorus), sequential extraction and microwave digestion data (Fe Carb, Fe Ox1, Fe Ox2, Fe Mag, Fe Total, SOC, Al, Mn, P (Ox1), P (Ox2)), water level data (P1, P2, P3), and data comparison (comparison between spectrophotometry and ICP-OES).
DOI: 10.17632/4wdhp5t8yr.1
title: The raw data of manuscript 'Abundance, composition, and environmental implications of iron minerals in high-permeable sandy beaches'

description: The raw data of manuscript 'Abundance, composition, and environmental implications of iron minerals in high-permeable sandy beaches'. The data include the data of 5 times 2D profile sampling of pore water presented in the article (salinity, redox potential, dissolved oxygen, total alkalinity, ammonium ion, phosphate ion, total dissolved phosphorus), sequential extraction and microwave digestion data (Fe Carb, Fe Ox1, Fe Ox2, Fe Mag, Fe Total, SOC, Al, Mn, P (Ox1), P (Ox2)), water level data (P1, P2, P3), and data comparison (comparison between spectrophotometry and ICP-OES).
DOI: 10.6073/pasta/7ec331c222fc50fc53dfa4c956fa5906
title: Harmful Algal Bloom Monitoring in the Southern Sacramento-San Joaquin Delta

description: The Department of Water Resources (DWR) North Central Region Office (NCRO) Water Quality Evaluation Section (WQES) and the Division of Operations and Maintenance (O&M) provide technical expertise and program support for regulatory compliance, water operations, emergency response, and environmental restoration. 
 
 Harmful Algal Blooms (HABs) are large overgrowths of algae in eutrophic marine or freshwater ecosystems that degrade beneficial uses of water resources, from aesthetics to habitat quality to human consumption. The Sacramento-San Joaquin Delta has observed an increasing number of HABs, especially in the South Delta. These HABs have been composed primarily of cyanobacteria, or blue-green algae (BGA). The most prevalent HAB producing cyanobacteria in recent years is the freshwater species Microcystis aeruginosa - a known producer of toxins called microcystins. Microcystins negatively affect the health of aquatic and terrestrial organisms alike, including humans and their pets. In late 2017, the Central Valley Water Resources Control Board (CVWRCB) issues a Section 401 Water Quality Certification for the DWR South Delta Temporary Barriers Projects. This certification required DWR to develop a dataset of surface Microcystis Visual Index (MVI) values during standard water quality station visits. In addition to the MVI, requirements for DWR to collect water samples for phytoplankton enumeration and cyanotoxin analysis began in 2019 and 2022, respectively. Together these data help DWR and CVWRCB to understand the distribution and composition of the algal community in the South Delta and to evaluate the species that contribute to HABs. As a separate project, DWR O&M collects cyanotoxin and taste and odor samples at Clifton Court Forebay and the Harvey O. Banks Pumping Plant to ensure that the water exported from the Delta is safe for use. This dataset provides an ongoing collection of taste and odor and cyanotoxin analysis beginning in 2009 and 2012, respectively.
DOI: 10.15468/dl.wg5ayj
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gymnotus maculosus)",
 "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 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015416-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.