cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25452/figshare.plus.23590791.v1
title: Pathology Images of Scanners and Mobilephones (PLISM) - Smartphone Images Dataset

description: The Pathology Images of Scanners and Mobilephones (PLISM) dataset was created for the evaluation of AI models’ robustness to domain shifts. PLISM is the first group-wised pathological image dataset that encompasses diverse tissue types stained under 13 H&E conditions, with multiple imaging media, including smartphones (7 scanners and 6 smartphones).In<b> PLISM-sm,</b> smartphone images were used as queries to create image groups for each staining condition corresponding to each tile image. The PLISM-sm subset contains a total of<b> 57,902 </b>images.Color and texture in digital pathology images are affected by H&E stain conditions (e.g. Harris or Carrazi) and digitalization devices (e.g. slide scanners or smartphones), which cause inter-institutional domain shifts.Please see the files 'stain_condition.png' and 'counterpart.png' for H&E staining conditions and devices used.This tar.gz file contains a collection of files labeled via the following file naming convention:<br>(stain_name)/(device_name)/(top_left_x)_(top_left_y)_(right_lower_x)_(right_lower_y).pngThe csv file included with this dataset contains the following information:<b>Tissue Type:</b> The specific type of human tissue represented in the image, chosen from among 46 possible tissue types.<b>Stain Type:</b> The specific staining condition applied to the image, chosen from among 13 possible conditions.<b>Device Type:</b> The specific type of imaging device used to capture the image, chosen from among 13 possible device types<b>Coordinate:</b> The xy coordinates of the top left and bottom right corners of each image (e.g., 1000_500_0_0)<b>Image Path:</b> The relative path to each image.See the whole slide images (WSIs) subset of the PLISM dataset in the Collection at https://doi.org/10.25452/figshare.plus.c.6773925
DOI: 10.6084/m9.figshare.29137424.v1
title: Supplementary Material for: Lyme Neuroborreliosis Presenting With Isolated Intracranial Hypertension: A Case Report

description: Background: 
Lyme borreliosis (LB), a tick-borne illness caused by Borrelia burgdorferi, is increasingly prevalent in Nova Scotia (NS), Canada, which has the highest incidence in North America. While most cases present as early localized disease, approximately 20% develop early disseminated disease, which can include neurological symptoms, an entity called Lyme neuroborreliosis (LNB). This case report describes an unusual LNB presentation with isolated intracranial hypertension (IH).
Case Presentation: 
A 6-year-old female presented to our pediatric hospital with binocular horizontal diplopia, headache, fever, malaise and suspected papilledema 47 days after an embedded tick bite. A diagnosis of Lyme disease had been made 10 days prior in the community based on positive serologies and erythema migrans, but she developed a Jarisch-Herxheimer reaction within 24h of oral doxycycline, leading to an antibiotic change to amoxicillin. During the hospital admission, an ophthalmological examination revealed papilledema and intracranial hypertension was evidenced by an opening pressure of 36 mmHg and brain MRI findings. The lumbar puncture revealed pleocytosis and positive cerebrospinal fluid antibodies for Borrelia. The patient was initially treated with two days of ceftriaxone, followed by a 12-day outpatient course of doxycycline for LNB. High doses of acetazolamide (500mg TID) were needed to achieve symptom control. Two months after her hospital discharge there was resolution of papilledema and the acetazolamide was weaned. 
Conclusion: 
This case highlights the importance of considering Lyme disease in the differential diagnosis of IH, particularly in endemic regions. Early recognition, diagnostic workup, and appropriate treatment are crucial for optimal outcomes in LNB.
DOI: 10.17632/d4ccnh588k
title: Top 50 trending topics (trends) of Twitter for 2018 (one hour interval)

description: This dataset contains top 50 trending topics (trends) of Twitter, obtained from Twitter Trends API in an hourly rate. For each hour, there exists a row in the dataset that contains the date, time, trending topic and the related tweets count (if available). Data is for more than 97% of 2018 which our script was available.
DOI: 10.17632/w8tsrbcbck
title: Environmental Behaviours and Attitudes of University Teachers in Pakistan

description: The current study has investigated the environmental practices (a complex of behaviours and attitudes) of the university teachers in Pakistan. To achieve the study purpose, a questionnaire was developed in light of the literature on environmental education, consumption behaviours and attitude towards the environment. The researcher developed a 52- item Likert scale in the light of the literature on pro-environmental teaching behaviours, conservation and consumption behaviours, and attitude towards the environment (Item 39-48). The instrument had four sections: Section A) Practices related to the Use of Materials in Teaching (Item 1-14); Section B) Conservation Practices (Item 15-29); Section C) Consumption Practices (Item 30-38), and Section D) Relationship with the Environment (Item 39-48). The questionnaire was pilot tested two times to find its reliability. The final questionnaire had 48 items. The data came from 78 private sector university teachers and 53 public sector university teachers. The data were analyzed in terms of descriptive as well as inferential statistics. The results indicated that the public sector university teachers have a relatively stronger relationship with the environment as compared to the private sector university teachers. The results further indicated that female university teachers undertake more pro-environmental practices as compared to their male colleagues. In addition, the results indicate that the environmental practices of the university teachers are not influenced by their age or academic disciplines.
DOI: 10.6084/m9.figshare.1609779.v1
title: “I Feel Contaminated in my Fake Hand”: Obsessive-Compulsive-Disorder like Disgust Sensations Arise from Dummy during Rubber Hand Illusion

description: Data for the publcation: “I Feel Contaminated in my Fake Hand”: Obsessive-Compulsive-Disorder like Disgust Sensations Arise from Dummy during Rubber Hand Illusion
DOI: 10.6084/m9.figshare.2062650.v1
title: Acceleration data reveal highly individually structured energetic landscapes in free-ranging fishers (Pekania pennanti)

description: <pre><b>S1 Dataset. Raw GPS and acceleration data use in the analysis. </b>Time stamps are in UTC. GPS longitude and latitude “NA” values correspond to missed fixes.</pre>
DOI: 10.6084/m9.figshare.7770605.v1
title: Clinical experience with the inactivated hepatitis A vaccine, Avaxim 80U Pediatric

description: <b>Introduction</b>: Hepatitis A, caused by hepatitis A virus (HAV), is primarily transmitted via the fecal/oral route either through ingestion of contaminated food and water or through direct contact with an infectious person. Prevalence of hepatitis A is strongly correlated with socioeconomic factors, decreasing with increased socio-economic development, access to clean water and sanitation. Vaccination against HAV should be part of a comprehensive plan for the prevention and control of viral hepatitis, either as part of regular childhood immunization programs or with other recommended vaccines for travelers. <b>Areas covered</b>: We present here evidence for the immunogenicity and safety of an inactivated HAV pediatric vaccine (Avaxim® 80U Pediatric, Sanofi Pasteur), indicated for use in children aged 12 months to 15 years. Data evaluated are from trials undertaken during the clinical development of this vaccine, a systematic literature review and post-market pharmacovigilance. <b>Expert opinion</b>: The pediatric HAV vaccine is highly immunogenic and generates long-lasting protection against hepatitis A disease in children. The safety and immunogenicity data presented in this review suggest that the pediatric HAV vaccine is a valuable option in the prevention of HAV infection in children in many areas of the world where the disease remains a healthcare issue.
DOI: 10.6084/m9.figshare.26403565.v1
title: Dataset descriptions

description: It includes authors, fundings, ethic approval and other dataset description informations.
DOI: 10.6084/m9.figshare.28789115.v1
title: Supplementary Table for "Origins of zircon xenocrysts in the Neoproterozoic South Anhui Ophiolite, Yangtze Block" submitted to Minerals

description: Zircon serves as a robust tracer for crustal recycling processes owing to its wide stability under diverse geological conditions. Its cryptic occurrence within ophiolites offers valuable insights into regional paleotectonic evolution. In this study, we identified abundant zircon xenocrysts in both peridotite and basalt units from the Neoproterozoic South Anhui Ophiolite (SAO) in southeastern Yangtze Block, South China. Zircon xenocrysts within the peridotite yield U-Pb ages ranging from ca. 2.7 to 1.0 Ga (n=21), with three peaks of 2.8–2.5 Ga, 2.2–1.8 Ga, and 1.2–1.0 Ga. Comparative analysis of age spectra suggests these xenocrysts likely sourced from recycled subducted continental materials within the Yangtze Block. In the basalts, zircon xenocrysts exhibit ages of ca. 2.1–0.9 Ga (n=27), with peaks of 1.1–0.9 Ga, 1.5–1.4 Ga, and 2.1–1.7 Ga. These zircons are interpreted to have been inherited from wall rocks through crustal contamination during magma ascent, as their age spectra closely resemble those of the surrounding basement strata. Collectively, these findings support that the SAO possibly formed in a back-arc basin setting, characterized by significant crust-mantle interactions.
DOI: 10.6084/m9.figshare.6383516.v2
title: Data for "The 2015 International Aneurysm CFD Challenge"

description: Here you can find supplementary material to the journal publication "Real-World Variability in the Prediction of Intracranial Aneurysm Wall Shear Stress: The 2015 International Aneurysm CFD Challenge"- The surface of the computational domain from each team for each case with wall shear stress (WSS) and normalized WSS fields.- The time-averaged velocity data- The Segmented surfaces (processed and "raw")- Information sent out to the participants.- An empty questionnaire which participants were asked to fill out- A de-identified spreadsheet with computed and reported hemodynamic parameters- A presentation showing figures of the entire computational model, the WSS pattern, and the normalized WSS for each case.
DOI: 10.17632/n6fnpc8jm6
title: Spectral Sub-Band Filter Dependent Windowing Music Mood Classification Machine Learning Dataset

description: This dataset contains the generated features and targets used for training music mood classification systems in [1]. The data contains mean and standard deviation summaries of the sub-band filter-dependent windowing features extracted from the ‘Mirex-Like Mood' - 'PandaMood’ Dataset [2]. Data is in CSV format; feature names contain the following suffixes: f (1-10), mean or std. The 'f' suffix specifies the sub-band filter index while 'mean' or 'std' is the statistical summary. Please refer to the source [1] for the extraction specification details.

References:
[1] F. Prezja, “Developing and testing sub-band spectral features in music genre and music mood machine learning,” Master Thesis, University of Jyväskylä, Jyväskylä, November. 2018. [Online]. Available: https://jyx.jyu.fi/bitstream/handle/123456789/60963/1/URN%3ANBN%3Afi%3Ajyu-201901081104.pdf
[2] R. Panda, R. Malheiro, B. Rocha, A. P. Oliveira, and R. P. Paiva, “Multi-Modal Music Emotion Recognition: A New Dataset, Methodology and Comparative Analysis,” 10th Int. Symp. Comput. Music Multidiscip. Res. – C. 2013, pp. 570–582, 2013.
DOI: 10.17632/yb4brz3sdx
title: Prediction of stiffness modulus of bituminous mixtures using the applications of multi expression programming and gene expression programming

description: The database contains a total 360 data points which was developed using data extracted from asphalt laboratories and plant mixtures. These mixes were designed using aggregates (limestone, sharp sand and filler) and asphalt binders (Trinidad Lake Asphalt - TLA and modified binders - MB). The asphalt mixtures are dense-graded hot mix asphalt (HMA) and gap-graded stone matrix asphalt (SMA). The variables in the dataset were chosen based on the requirements of existing dynamic modulus models as well as requirements for quality control and assurance (QC & QA) evaluation of asphalt concrete mixtures. The data was used to develop soft computing models using gene expression programming and multi expression programming techniques.
DOI: 10.6084/m9.figshare.12217805.v1
title: Anvi'o split profiles for each non-redundant MAG (Part I)

description: Anvi'o split profiles for each non-redundant MAG recovered in Shaiber et al. study.<br>For Part II, see this: doi:10.6084/m9.figshare.12217961<br>
DOI: 10.6084/m9.figshare.21162061.v1
title: FAMILY ENVIRONMENT RESOURCES AND READING PERFORMANCE BY ADOLESCENTS

description: ABSTRACT This study aimed to verify the association between the resources of the family environment and teenage reading. A total of 106 adolescents of both sexes, aged between 11 and 16 years, without learning difficulties, participated in the study. For data collection, a narrative text, a multiple-choice questionnaire about the text and an adapted Family Environment Resources questionnaire were used. Descriptive and inferential analysis was performed using Spearman, Mann-Whitney and Kruskal Wallis correlation tests, with a significance level of 5%. Resources that promote proximal processes and parenting practices contributed to better reading performance. In contrast, the predictable activities category contributed negatively. Thus, the environment and resources influenced the adolescents’ reading performance. It is concluded that the elaboration of school measures and public policies is important to strengthen the family-school relationship, expand family resources and make the environment favorable to teaching.
DOI: 10.6084/m9.figshare.28603286.v2
title: Extreme rainfall increased soil nitrous oxide emissions

description: During two experimental years, indices of meteorological conditions (air temperature and precipitation) during the experimental periods and soil carbon and nitrogen contents and properties. More importantly, the fluxes of soil nitrous oxide and carbon dioxide from two croplands with different carbon availability were included. The abundance of the marker genes of soil nitrification and denitrification in soil during the growing season and the waterlogging period were also measured. The results of the gross nitrification and mineralization of two croplands were determined with laboratory 15N tracing experiment. In addition, we compiled data of nitrous oxide emissions from the black soils of the studied region.
DOI: 10.6084/m9.figshare.25378762.v2
title: 柳沙湾生态系统连通性原始数据集

description: 论文的原始数据 - “红树林-海草连通性增加了半封闭海湾的沉积物碳储存”
DOI: 10.6084/m9.figshare.25585968.v1
title: CLASSROOM LEARNING EXPERIENCE, ENVIRONMENT AND ENGAGEMENT

description: This includes all the raw data that supports the study on the Classroom learning experience, environment, and engagement of high school students in the conduct of their pure online class during the pandemic.
DOI: 10.17632/7gj7trypx3
title: Self-legal classification in the Special Jurisdiction for Peace in Colombia.

description: Se enuncia la calificación jurídica propia como una herramienta normativa novedosa con la que cuenta la Jurisdicción especial para la Paz al momento de definir las responsabilidades de los diversos actores del conflicto armado en Colombia.
DOI: 10.17632/t7t4bjgknh
title: Dataset comparing national and international First Aid guidelines with EMS pre-arrival instructions for snakebites.

description: This dataset presents a comparative analysis of national and international English-language guidelines on first aid for snakebites published between 2014 and 2023. Thirteen guidelines were initially evaluated in December 2023 and January 2024. In a subsequent analysis conducted in June 2024, six additional documents containing pre-arrival instructions from emergency medical services (EMS) were included.
DOI: 10.6084/m9.figshare.21126829.v1
title: Additional data for: Bar-Shalom et al, Light utilization in rhodopsin containing marine Verrucomicrobia: from their genomic blueprints to their phototrophic phenotypes

description: Additional supporting data generated as part of the bioinformatic pipeline: https://github.com/BejaLab/pelagisphaera
DOI: 10.6084/m9.figshare.29035766.v2
title: B. subtilis_Eramic25-RAST_Annotation

description: Eramic 25 genome annotation using RAST
DOI: 10.6084/m9.figshare.26355445.v1
title: Data from: Plantation management to restore early and late-successional bird habitat under various climatic and seasonal conditions

description: We quantified effects of stand age and the broadleaved tree proportion of conifer plantations to support early successional and broadleaved forest bird species, asked whether plantations support them comparably to natural forests, and how much these effects depend on regional or seasonal climates across Hokkaido (784 million ha), northern Japan. In this dataset, all data and codes for analyses are included.Description of the Data and file structureType: Forest type (Todo fir or Japanese larch plantation)<br>Age: Stand age<br>Temp_S: Regional temperature during the breeding season, calculated using Mesh Climate Value 2010 data provided by the Japan Meteorological Agency<br>Temp_W: Regional temperature during the wintering season, calculated using Mesh Climate Value 2010 data provided by the Japan Meteorological Agency<br>Snow_Deepest: Maximum snow depth, calculated using Mesh Climate Value 2010 data provided by the Japan Meteorological Agency<br>Snow: Averaged snow depth (cm) at six points set at equal intervals along each transect line during each winter survey<br>Broad_rate: Averaged proportion of broadleaved trees (%) at six points set at equal intervals along each transect line<br>Broad_canopy: Proportion of broadleaved trees (%) within each 3-ha plot, measured by free satellite images<br>Image_day: Date the satellite images were taken<br>Conifer_AB: Total abundance of conifer forest bird species<br>Conifer_SR: Species richness of conifer forest bird species<br>Broad_AB: Total abundance of broadleaved forest bird species<br>Broad_SR: Species richness of broadleaved forest bird species<br>Early_AB: Total abundance of early successional bird species<br>Early_SR: Species richness of conifer early successional bird species<br>Uguisu: Abundance of Japanese Bush Warbler (<i>Horornis diphone</i>)<br>Aoji: Abundance of Black-faced Bunting (<i>Emberiza spodocephala</i>)<br>species_AB: Abundance of each bird speciesD_Breed_survey_ CSV files were used for analyses under R (Analysis_Breeding.R).<br>D_Winter_survey_ CSV files were used for analyses under R (Analysis_Wintering.R).Sharing/access InformationClimate covariates were calculated using 30 years (1981-2010) of contiguous nationwide 1-km^2 gridded data from the Mesh Climate Value 2010 database provided by the Japan Meteorological Agency: https://nlftp.mlit.go.jp/ksj/gml/datalist/KsjTmplt-G02.html(opens in new window) [in Japanese]Stand covariates were obtained from the Hokkaido Government Opendata CC-BY4.0 database:<br>https://creativecommons.org/licenses/by/4.0/deed.ja
DOI: 10.17632/3c8myvygjj
title: Vacant land of 36 major Chinese cities

description: This is the supplementary data to the paper "Large-scale Automatic Identification of Urban Vacant Land Using Semantic Segmentation of High-Resolution Remote Sensing Images", which shows the identification results in 36 major cities in China.

The files include the shapefiles of the vacant land and the boundary of each city. The filename formats are as follows:
(1) vacant land: [abbr. of city name]_VL
(2) boundary:  [abbr. of city name]_BD

The abbreviations of the city name are as follows:
abbr.	city name
BJ	Beijing
CC	Changchun
CD	Chengdu
CQ	Chongqing
CS	Changsha
DL	Dalian
FZ	Fuzhou
GY	Guiyang
GZ	Guangzhou
HE	Harbin
HF	Hefei
HH	Hohhot
HK	Haikou
HZ	Hangzhou
JN	Jinan
KM	Kunming
LS	Lhasa
LZ	Lanzhou
NB	Ningbo
NC	Nanchang
NJ	Nanjing
NN	Nanning
QD	Qingdao
SH	Shanghai
SJ	Shijiazhuang
SY	Shenyang
SZ	Shenzhen
TJ	Tianjin
TY	Taiyuan
WH	Wuhan
WL	Urumqi
XA	Xi’an
XM	Xiamen
XN	Xining
YC	Yinchuan
ZZ	Zhengzhou

The code is available at https://github.com/SkydustZ/Large-scale-Automatic-Identification-of-Urban-Vacant-Land.
DOI: 10.6084/m9.figshare.29169593.v1
title: RS_Tele-enfermería.xlsx

description: ScRPRISMA<br>enferenferenfer
DOI: 10.17632/jmy6pt5zhj
title: Researcher mobility - customizable research tool

description: A set of four nested PySpark notebooks on Elsevier’s cloud-based computational platform powered by Databricks that constitute a customisable research tool for studying researcher mobility.
DOI: 10.6084/m9.figshare.27934143.v1
title: Supplementary Material for: Evaluation of MRI safety of Ru-106 Eye applicators

description: Introduction: Ruthenium-106 brachytherapy is a primary treatment for Uveal Melanoma (UM), the most common intraocular malignancy in adults. This study evaluated the safety of Ru-106 applicators at 3 Tesla (T) MRI and their impact on image quality.
Methods: Magnetic attraction and eddy currents were tested on a 20mm diameter Ru-106 applicator using a nylon string and a porcine eye. Safety criteria were defined by ocular oncologists, comparing magnetic field interactions to the forces exerted on the eye during surgery. Five UM patients were scanned at 3T MRI with the applicator in-situ using both conventional anatomical sequences and scans optimized to reduce metal artifacts.
Results: Minimal magnetic interactions was observed. Eddy currents caused slight lagging during fast movements, and temporary detachment of the applicator of the porcine eye in conditions that were considered unrealistic for clinical scans. Significant susceptibility artifacts compromised image quality of the affected eye.
Conclusion: Patients with Ru-106 applicators can be safely used in 3T MRI with some simple precautions. MR-image quality of the eye was poor due to major susceptibility artefacts, however, imaging of extra-ocular anatomy is feasible.
DOI: 10.17632/shs97w8jtb
title: Behavioral Risk Factor Surveillance System (BRFSS)

description: These BRFSS datasets were downloaded prior to them being taken offline on January 31st, 2025. Special thanks to James Bailey & Doug Livingston who made earlier years of BRFSS data available! 

Data 2000-2023 are provided in SAS, Stata, and R formats. Data for 1987-1999 are provided in CSV format.

This repository has a DOI assigned if you need to cite it.
DOI: 10.6084/m9.figshare.12635846.v1
title: Confusion matrices for test datasets 2 and 3

description: Confusion matrices for test datasets
DOI: 10.6084/m9.figshare.14743272.v1
title: Transcurrent Regimes During Rotational Rifting: New Insights from Magnetic Anomalies in the Red Sea

description: magnetic grids and cross sections.
DOI: 10.17632/82fn7cbm5w
title: Dataset for simulations for Returns from Herding as a Function of the Social Network of Agents

description: Dataset reporting the results of market simulations for "Returns from Herding as a Function
of the Social Network of Agents: A Simulation Study". 
It includes results for private value auctions, at agent-level and market-level and results for common value auctions again at agent-level and market-level.  The GitHub links for R and Python code are available in the separate PDF.
DOI: 10.6084/m9.figshare.1217541.v1
title: Little Effort, Little Reward: The surprising role of semantic ambiguity in humor elicitation

description: Data from Participants 38, 39