cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.pzgmsbd0v
title: Data from: A community-based approach to ethical decision-making in AI for health care

description: Artificial Intelligence (AI) is transforming healthcare by improving
 diagnostics, treatment recommendations, and resource allocation. However,
 its implementation also raises ethical concerns, particularly regarding
 biases in AI algorithms trained on inequitable data, which may reinforce
 health disparities. This paper introduces the AI CODE (COmmunity-based
 Ethical Dialogue and DEcision-making) framework to embed ethical
 deliberation into AI development, focusing on Electronic Health Records
 (EHRs). We propose the  AI CODE framework as a structured
 approach to addressing ethical challenges in AI-driven healthcare and
 ensuring its implementation supports health equity. To develop this
 framework, we conducted a narrative synthesis of case studies from the
 literature that discussed ethical challenges and proposed solutions in
 applying AI to EHR datasets, as well as an analysis of current AI-related
 regulations. We examine the framework’s role in mitigating AI biases
 through structured community engagement and its relevance within evolving
 healthcare policies. While the framework promotes ethical AI integration
 in healthcare, it also faces challenges in implementation. The framework
 provides practical guidance to ensure AI systems are ethical,
 community-driven, and aligned with health equity goals.
description: # Data from: A community-based approach to ethical decision-making in AI
 for health care Dataset DOI:
 [10.5061/dryad.pzgmsbd0v](10.5061/dryad.pzgmsbd0v) ## Description of the
 data and file structure We have submitted the Metadata
 (***Metadata.pdf***), and the  list of references to develop the AI CODE
 framework
 (***List_of_references_to_develop_the_AI_CODE_framework.pdf***),  ##
 Descriptions ### Metadata Title: Title of the manuscript (contains
 authors’ names, the title of the manuscript and the name of the journal)
 Methodology: The method employed to develop the framework. Authors: List
 of authors of the manuscript                   Name of the author:
 co-author of the manuscript                   Affiliation: Department or
 research lab affiliation ###
 List_of_references_to_develop_the_AI_CODE_framework Number of references:
 A total of 43 references were used to develop and discuss the framework.
 References: contain authors’ names, the name of the journal, the journal’s
 name, the volume of the journal in which the article is published, the
 number of pages, and the DOI. The date on which the author accessed the
 website and the website link may be included in articles taken from
 websites.
DOI: 10.5061/dryad.cjsxksnjv
title: Uncovering the incipient island Speciationgenetic diversity in <em>Adenophorus tripinnatifidus</em> Gaudich. (Polypodiaceae), a Hawaiian islands endemic fern

description: Oceanic islands harbor a set of unique plant taxa due to their
 geographical isolation that promotes rapid evolution. The fern Adenophorus
 tripinnatifidus Gaudich is endemic to the Hawaiian Islands and restricted
 to mesic and wet forests at upper elevations. Morphologically, it is
 highly variable, and previous genetic studies have identified unique
 alleles restricted to certain populations. The present study was conducted
 to investigate the population genetic structure of A. tripinnatifidus
 using genomic data.  We collected plant samples from three of the
 main Hawaiian Islands: Kaua‘i, Maui, and Moloka‘i. ddRADseq libraries were
 prepared, and sequences were analyzed using STRUCTURE and DAPC. Both
 STRUCTURE and DAPC supported the presence of two genetic groups, the
 Kaua‘i population and Maui & Moloka‘i populations. We detected no
 admixture between these groups may indicate that individuals were
 exclusive to either group. The observed genetic differentiation may
 suggest divergence among A. tripinnatifidus populations. However, the
 absence of samples from Oʻahu and Hawai‘i introduces limitations, as
 intermediate populations could provide further insights into gene flow and
 differentiation. We discuss alternative explanations for the observed
 patterns, including ecological adaptations.
description: # Uncovering the incipient island Speciationgenetic diversity in
 *Adenophorus tripinnatifidus* Gaudich. (Polypodiaceae), a Hawaiian islands
 endemic fern Dataset DOI:
 [10.5061/dryad.cjsxksnjv](10.5061/dryad.cjsxksnjv) ## Description of the
 data and file structure This dataset contains the double digest
 restriction site associated DNA sequence (ddRADseq) data obtained from
 four populations on three Hawaiian Islands, namely Kauai, Molokai, and
 Maui, USA in 2018. The objective of the study was to assess the genetic
 diversity among different populations. Multiple individuals are included
 in the dataset. Sample IDs are as follows: K1 to K11, Kauai population 1,
 L1 to L11 Kauai population 2, M1 to M11 Maui population, N1 to N6 Molokai
 population. ## Code/software Double-digest RADseq raw data files (Illumina
 FASTQ output files) were assembled and analyzed using ipyrad v. 0.7.28
 ([http://ipyrad.readthedocs.io](http://ipyrad.readthedocs.io)). The
 program STRUCTURE 2.3.4. (Pritchard et al. 2000) was used to estimate the
 genetic clusters of samples selected from ipyrad analysis. The ipyrad
 output file .ustr was used for the STRUCTURE analysis.
DOI: 10.5061/dryad.4b8gthtrs
title: Y-SNP data for Y-chromosome genetic characterization of Tibetan antelope supporting conservation efforts

description: This dataset contains Y-SNP (Y-chromosome Single Nucleotide Polymorphism)
 data from a single Tibetan antelope (Pantholops hodgsonii) specimen,
 focusing on 14 specific SNP markers of the Y-chromosome. The data
 contributes to our understanding of genetic diversity and supports
 conservation efforts by providing insights into the population structure
 of this endangered species. Although limited to one individual, this
 dataset serves as a valuable resource for researchers studying the
 evolutionary biology and genetics of Tibetan antelopes, particularly in
 the context of developing targeted conservation strategies for
 calving-centered protected areas. All samples were collected under ethical
 guidelines, ensuring non-invasive sampling methods and compliance with
 legal requirements for genetic studies.
description: # Y-SNP data for Y-chromosome genetic characterization of Tibetan antelope
 supporting conservation efforts Dataset DOI:
 [10.5061/dryad.4b8gthtrs](10.5061/dryad.4b8gthtrs) ## Description of the
 data and file structure #### File: Dataset_submission.zip
 **Description**: This compressed file contains 14 Y-SNP sequences from the
 Tibetan antelope 22B1 sample. This dataset contains Y-SNP (Y-chromosome
 Single Nucleotide Polymorphism) data from a single Tibetan antelope
 (*Pantholops hodgsonii*) specimen. The data was collected as part of an
 ongoing research project aimed at understanding the genetic diversity and
 population structure of Tibetan antelopes, with a specific focus on
 supporting the establishment of calving-centered protected areas for their
 conservation. Sampling procedures and all subsequent operations adhered
 strictly to the Guidelines for the Management of Animal Experiments and
 were approved by the Chinese Zoological Society. DNA extraction and
 sequencing were conducted following standard laboratory protocols,
 followed by bioinformatics analysis to identify and characterize the 14
 Y-SNP markers included in this dataset. These genetic markers provide
 valuable insights into the paternal lineage and evolutionary history of
 Tibetan antelope, contributing significantly to conservation strategies
 designed to protect this endangered species. **Code/software** MEGA11,
 DNASP v6, PhyloSuite v1.2.3, Network v10.2, Arlequin v3.0.1, Origin
 2021, BEAST v1.10.4,  **Access information** Other publicly accessible
 locations of the data: * Data stored only on DRYAD. Data was derived from
 the following sources: * The data is generated completely independently
 and is not derived from other data sources.
DOI: 10.15468/dl.d2h44f
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbulifer ceuthoecus",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLatitude is less than 90",
 "DecimalLongitude is greater than -180",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004433-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e188261v1-198183
title: Data and Code for: "Demographic Origins of the Startup Deficit"

description: We propose a simple explanation for the long-run decline in the U.S. startup rate. It originates from a slowdown in labor supply growth since the late 1970s, largely pre-determined by demographics. This channel can explain roughly half of the decline and why incumbent firm survival and average growth over the life cycle have changed little. We show these results in a standard model of firm dynamics and test the mechanism using cross-state variation in labor supply growth. Finally, we show that a longer entry rate series imputed using historical establishment tabulations rises over the 1960-70s period of accelerating labor force growth. <br>
DOI: 10.15468/dl.ax3s5z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dicyema rondeletiolae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004434-260126135527185/datasets/export for details.
DOI: 10.82551/rtsb-1k62
title: Firmographics (Company Core Profiles)
DOI: 10.82551/m947-7t37
title: Firmographics (Company Core Profiles)
DOI: 10.5061/dryad.05qfttffz
title: Execution trace data from: Cross-boundary mobile tracking: exploring Java-to-JavaScript information diffusion in WebViews

description: WebViews are a prevalent method of embedding web-based content in Android
 apps. While they offer functionality similar to that of browsers and
 execute in an isolated context, apps can directly interfere with WebViews
 by dynamically injecting JavaScript code at runtime. While prior work has
 extensively analyzed apps' Java code, existing frameworks have
 limited visibility of the JavaScript code being executed inside WebViews.
 Consequently, there is limited understanding of the behaviors and
 characteristics of the scripts executed within WebViews, and whether
 privacy violations occur. To address this gap, we propose WebViewTracer, a
 framework designed to dynamically analyze the execution of JavaScript code
 within WebViews at runtime. Our system combines within-WebView JavaScript
 execution traces with Java method-call information to also capture the
 information exchange occurring between Java SDKs and web scripts. We
 leverage WebViewTracer to perform the first large-scale, dynamic analysis
 of privacy-violating behaviors inside WebViews, on a dataset of 10K
 Android apps. We detect almost 4,600 apps that load WebViews, and find
 that over 69% of them inject sensitive and tracking-related information
 that is typically inaccessible to JavaScript code into WebViews. This
 includes identifiers like the Advertising ID and Android build ID.
 Crucially, 90% of those apps use web-based APIs to exfiltrate this
 information to third-party servers. We also uncover concrete evidence of
 common web fingerprinting techniques being used by JavaScript code inside
 of WebViews, which can supplement their tracking information. We observe
 that the dynamic properties of WebViews are being actively leveraged for
 sensitive information diffusion across multiple actors in the mobile
 tracking ecosystem, demonstrating the privacy risks posed by Android
 WebViews. By shedding light on these ongoing privacy violations, our study
 seeks to prompt additional scrutiny from platform stakeholders on the use
 of embedded web technologies and highlights the need for additional
 safeguard. This dataset contains the execution traces of all apps
 successfully executed in our dataset.
description: This dataset contains a compressed archive (`log_apr_24_2025.tar.gz`) of
 all of the execution traces obtained during our large-scale dynamic
 analysis of Android Apps as part of our NDSS 2026 paper
 "Cross-Boundary Mobile Tracking: Exploring Java-to-JavaScript
 Information Diffusion in WebViews". The dataset contains the Frida
 logs generated by Java code invoking WebView-specific functions and
 VisibleV8 logs of JavaScript code execution inside the webview loaded by
 our dataset of 10K apps. Further details regarding the files are provided
 in our [artifact
 appendix](https://github.com/wspr-ncsu/WebViewTracer/blob/main/artifact.pdf).  Note: The compressed size of the tar file is approximately 75GB, which should expand to approximately 500 GB of data when uncompressed.
DOI: 10.5061/dryad.cjsxksnjz
title: Protocols etc. of Elisabeth Woelfle's (1967) dissertation work

description: Pdfs of the protocols and notes on specimens related to the dissertation
 work by Elisabeth Woelfle (Woelfle, E. 1967. “Vergleichend Morphologische
 Untersuchungen an Einzelknochen des Postcraniale Skelettes in Mitteleuropa
 Vorkommender Enten, Halbgänse und Säger.” Diss. Munich). The data from the
 measuring protocols have also been transcribed, with minimal editing to
 preserve the integrity of the original records. In addition, the result of
 the identification work for all Woelfle's specimens is also
 presented. All these data were used in an re-assessment of Woelfle's
 foundational analysis of duck osteometry: Ericson, P.G.P. &
 Pöllath, N. 2025. Osteometry of duck species in northwestern Europe – a
 reassessment of Woelfle’s (1967) dataset. International Journal of
 Osteoarchaeology. doi:10.1002/oa.70051
description: # Protocols etc. of Elisabeth Woelfle's (1967) dissertation work
 Dataset DOI: [10.5061/dryad.cjsxksnjz](10.5061/dryad.cjsxksnjz) ##
 Description of the data and file structure The files contains additional
 data related to the reassessment of the dissertation work on duck
 osteology by Elisabeth Woelfle published in 1967:\ Woelfle, E. 1967.
 *Vergleichend morphologische Untersuchungen an Einzelknochen des
 postcraniale Skelettes in Mitteleuropa vorkommender Enten, Halbgänse und
 Säger.* Diss. Munich. The following files are stored here:\ 1\.
 "1_Woelfle_measuring_protocols.pdf"\ 2\.
 "2_Woelfle_notes_on_studied_specimens.pdf"\ 3\.
 "3_Woelfle_1967_digitized_measuring_protocols.xlsx"\ 4\.
 "4_Identification_of_Woelfle_specimens.xlsx" Woelfle's
 original measuring protocols and notes on specimens examined were located
 in the archive of the Institut für Paläoanatomie Domestikationsforschung
 und Geschichte der Tiermedizin of the Tierärztliche Fakultät,
 Ludwig‑Maximilians‑Universität München (LMU). The scanned documents are
 stored in files no. 1 and 2. The scanned measuring protocols were
 digitized and the data stored in a MS Excel file, file no. 3. In this file
 the measurements for each individual are presented in a sheet for each
 species. The colors used in the file are explained in the sheet named:
 "Color scheme" It has been possible to identify a majority of
 the specimens examined by Woelfle and to check the collection label data.
 However, a large number of specimens could not be identified. A summary of
 the status of each specimen is presented in file no. 4. The colors used
 are explained in the file: "Color scheme etc.". All files are
 compatible with the CC0 license waiver. ## Code/software The files are
 uncompressed and can be opened in e.g. Acrobat Reader and Excel.
DOI: 10.5281/zenodo.18408100
title: Supplementary Materials for: Torque Ripple Minimization in Switched Reluctance Motor Using Deep Deterministic Policy Gradient (DDPG) Based Actor–Critic Reinforcement Learning Control

description: This dataset contains simulation results generated in support of the manuscript entitled “Torque Ripple Minimization in Switched Reluctance Motor Using Deep Deterministic Policy Gradient (DDPG) Based Actor–Critic Reinforcement Learning Control.” The data correspond to an 8/6 Switched Reluctance Motor (SRM) operating under different torque ripple minimization control strategies.

All simulations were carried out using MATLAB/Simulink, and the resulting data were exported in Microsoft Excel format to ensure transparency, accessibility and reproducibility. The dataset supports the quantitative results, plots and comparative analyses presented in the manuscript, including torque ripple characteristics, speed response and control performance under varying operating speed conditions.
DOI: 10.7910/dvn/iunnzm
title: Replication Data for: Capturing Bonding, Bridging, and Linking Social Capital through Publicly Available Data

description: A growing body of research has illuminated the powerful role played by social capital in influencing disaster and resilience outcomes. Popular vulnerability mapping frameworks, while well suited for capturing demographic characteristics such as age, race, and wealth, do not include sufficient proxies for social capital. This article proposes a concrete way to measure bonding, bridging, and linking social capital using widely available information. Our social capital index (SoCI) uses 19 indicators from publicly available U.S. census and Environmental Systems Research Institute (ESRI) data for all counties across the contiguous United States. We demonstrate broad variations in the SoCI Index by mapping counties across the continental North America. Validity tests indicate outcomes similar or superior to other approaches such as the Baseline Resilience Indicators for Communities (BRIC) and the Social Vulnerability Index (SoVI). Our new mapping framework provides a more focused way for disaster managers, scholars, and local residents to understand how communities could cope with future disasters based on levels of social ties and cohesion
DOI: 10.7910/dvn/matqqf
title: Smaller & Sooner – Exploiting high magnetic fields from new superconductors for a more attractive fusion energy development path

description: The current fusion energy development path, based on large volume moderate magnetic B field devices is proving to be slow and expensive. A modest development effort in exploiting new superconductor magnet technology development, and accompanying plasma physics research at high-B, could open up a viable and attractive path for fusion energy development. This path would feature smaller volume, fusion capable devices that could be built more quickly than low-to-moderate field designs based on conventional superconductors. Fusion’s worldwide development could be accelerated by using several small, flexible devices rather than relying solely on a single, very large device. These would be used to obtain the acknowledged science and technology knowledge necessary for fusion energy beyond achievement of high gain. Such a scenario would also permit the testing of multiple confinement configurations while distributing technical and scientific risk among smaller devices. Higher field and small size also allows operation away from well-known operational limits for plasma pressure, density and current. The advantages of this path have been long recognized – earlier U.S. plans for burning plasma experiments [Compact Ignition Tokamak (CIT), Burning Plasma Experiment (BPX), Fusion Ignition Research Experiment (FIRE)] featured compact high-field designs, but these were necessarily pulsed due to the use of copper coils. Underpinning this new approach is the recent industrial maturity of high-temperature, high-field superconductor tapes that would offer a truly “game changing” opportunity for magnetic fusion when developed into large-scale coils. The superconductor tape form and higher operating temperatures also open up the possibility of demountable superconducting magnets in a fusion system, providing a modularity that vastly improves simplicity in the construction, maintenance, and upgrade of the coils and the internal nuclear engineering components required for fusion’s development. Our conclusion is that while tradeoffs exist in design choices, for example coil, cost and stress limits versus size, the potential physics and technology advantages of high-field superconductors are attractive and they should be vigorously pursued for magnetic fusion’s development.
description: PSFC REPORT PSFC/JA-16-17<br><br>NONE
DOI: 10.7910/dvn/x207xd
title: A98_10005.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/4099d8d9-cf82-e334-3dd4-335dbdac3562'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/4099d8d9-cf82-e334-3dd4-335dbdac3562
DOI: 10.7910/dvn/xerryw
title: A13_24666.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7e93d6ea-3468-452c-80fd-c46dc61d181d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7e93d6ea-3468-452c-80fd-c46dc61d181d
DOI: 10.7910/dvn/4jxjwi
title: Replication Data for: Motivated Responding in Studies of Factual Learning

description: Replication data and R code for "Motivated Responding in Studies of Factual Learning" by Kabir Khanna and Gaurav Sood.
DOI: 10.7910/dvn/i5pgf3
title: Data of analysis and application of low-frequency shadows based on the asymptotic theory for porous media

description: This data is used in the article ' Analysis and application of low-frequency shadows based on the asymptotic theory for porous media '. Mainly contains chart data and table data.
DOI: 10.7910/dvn/ktntil
title: Replication Data for: "Greener homes: Factors underpinning Europeans’ intention to live in multi-storey wooden buildings"

description: Replication data for: Greener homes: Factors underpinning Europeans’ intention to live in multi-storey wooden buildings
DOI: 10.7910/dvn/manqq4
title: A00_13704.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8b3720c5-7578-4f62-86de-a19379551076'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8b3720c5-7578-4f62-86de-a19379551076
DOI: 10.7910/dvn/nmrlp1
title: 3D Cloud Masks

description: We provide 3D cutouts of the boolean masks of each cloud, which are used to derive the cloud "skeletons" (see &lt;a href="https://doi.org/10.7910/DVN/YQYBRD"&gt;here&lt;/a&gt;). The masks are created from the corresponding 3D volume density distributions for each cloud (see &lt;a href="https://doi.org/10.7910/DVN/IADP7W"&gt;here&lt;/a&gt;). The WCS information is provided in a Heliocentric Galactic Cartesian reference frame. The spatial scale of the maps is 1 pc. If you use these data, please cite the original 3D dust paper (Leike, Glatzle, and En&#223;lin 2020, doi: &lt;a href="https://ui.adsabs.harvard.edu/link_gateway/2020A&A...639A.138L/doi:10.1051/0004-6361/202038169"&gt;10.1051/0004-6361/202038169&lt;/a&gt;).
DOI: 10.7910/dvn/wjuefa
title: Clustering of PySM dust and synchrotron
title: Spectral parameters for Dust and Synchrotron from PySM

description: Input Maps of spectral parameters for the spectral index of dust and synchrotron and the dust temperature maps and the uncertainties associated to the measurements.
description: Given the observed features, the optimal cluster maps for each spectral parameter are also provided.