cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25299337.v1
title: Appendix of Master thesis (Exploring <i>cry5</i>: Gene Sequence Identification and Bioinformatic Modeling in Three-Spined Stickleback (<i>Gasterosteus aculeatus</i>) and Fourline Cardinalfish (<i>Ostorhinchus doederleini</i>))

description: The aim of this project was to identify the correct gene sequence of <i>cry5</i> in the migratory three-spined stickleback (<i>Gasterosteus aculeatus</i>) and the fourline cardinalfish (<i>Ostorhinchus doederleini</i>). Additionally, bioinformatic predictions with species-specific parameters were made for comparison and to assess how accurate the gene modeling was.
DOI: 10.6084/m9.figshare.27290886.v1
title: Model Selection- SDM True Skill Statistics

description: Model performance characterised by True Skill Statistic (TSS) for each model run and for each species.TSS was then averaged to select an ensemble of models to use for all species. Models scoring an average above 0.7 were deemed good, and models were fitted using an ensemble of eleven different statistical techniques (BIOCLIM; boosted regression trees (BRT); Euclidean distance (EUC); generalised additive models (GAM);  generalised linear models (GLM); multivariate adaptive regression splines (MARS); Mahalanobis model (Mahal); maximum entropy (Maxent); MaxLike; multi-layer perceptron (MLP); random forests (RF); recursive partitioning (RPart);  support vector machine (SVM)) in <i>sdm</i> package (Naimi and Araújo, 2016).
DOI: 10.6084/m9.figshare.9108614.v1
title: Raw data and R code for Yin et al 2019 Ecol Lett

description: Raw data and R code for Yin et al 2019 Ecol Lett "Transgenerational effects benefit offspring across diverse environments: a meta-analysis in plants and animals"
DOI: 10.17632/5hzsnjzgp3
title: Dataset of interview transcripts and images of the gay community in West Kalimantan

description: This data is a collection of data from research results relating to the Gay Community in West Kalimantan. This data is closed, and to obtain this data, the researcher has received permission from the informant to be interviewed, and any information from the informant will be kept confidential the name used is a pseudonym to maintain the confidentiality of the informant's identity. Pictures of each research result are the result of observations from researchers every researcher conducts research.
This data contains a collection of interview transcripts and images from the research results studied, and these data are collected into 1 dataset to support the results of this study. The results of this study are used to analyze research questions and problems related to the gay community in West Kalimantan, whether homosexuality is a deviant behavior, and the impacts of homosexual behavior by informants.
DOI: 10.17632/7fggkfp2h2
title: Chapter 14: Techniques for Detecting Fraud: Global CO₂ Emissions Dataset

description: This dataset can be used to analyze trends in CO₂ emissions over time, compare emissions between countries, understand the impact of population and economic growth on emissions, and identify outliers or anomalies in the data that may indicate data reporting errors or significant changes in a country's emission patterns. The trends are clear, CO₂ emissions are climbing, but it's not a straight line. There are bumps in the road, particularly in periods like the late 1930s to early '40s, and again in the recent stretch from 2017 to 2021. These spikes beg a question: what happened in those years to push the numbers up? Unpacking those peaks could lead us down many paths—historical events, policy shifts, maybe even technological leaps, or demographic trends. Digging deeper, we might consider leveling up our anomaly-hunting tools, perhaps turning to machine learning for a sharper edge. And why stop at CO₂? Bringing in more data, like temperatures or air quality, could paint a fuller picture of our planet's health.
DOI: 10.17632/m53vz6b7fx
title: CP-AnemiC (A Conjunctival Pallor) Dataset from Ghana

description: Licensed biomedical scientists were given a proficiency training at the Centre for Research in Applied Biology, the University of Energy and Natural Resources, Ghana on how to capture conjunctival images from children aged 6-59 months presenting to assigned healthcare facilities within the stated period using electronic instruments (Kobo Collect v2021.2.4, Massachusetts, USA) deployed on mobile tablets (Samsung Galaxy Tab 7A, Samsung, Vietnam). The system consisted of a form to capture biodata of patients (Hb levels, age, gender), and a remark based on the Hb Value obtained during laboratory assessment, and thereafter took a picture of the image of the conjunctiva of the eyes to upload to the database which allows for easy availability and accessibility. To capture the conjunctiva, the lower eyelid was gently pushed back with the thumb with the aid of the index finger. All images were taken by laboratory personnel in ambient natural light with a standard camera of 12MP image resolution mounted on an electronic tablet.
Furthermore, the cameras' spotlights were turned off when capturing the photographs to prevent excessive shine effects created by the picture quality, that is to eradicate ambient light, which dramatically influences detection or classification by the models. This method is a great technique to remove the effect of ambient light on photographs in datasets. The ROI of the conjunctiva of the eyes was extracted after the application of the triangle thresholding algorithm, in combination with the entropy grayscale image algorithm.
The images (dataset) were taken from 10 hospitals situated in Ghana.
DOI: 10.6084/m9.figshare.13380056.v1
title: YCQ Data Set_Pilot_Test and Explore Study_Collected 2018_Pub_2020.docx

description: Pilot 'Test and Explore' Study. Data collected 2018. Reported at EECERA 2018 conference.Article submitted for publication: EECERJ 2020<br>
DOI: 10.6084/m9.figshare.22651405.v1
title: Supplementary Material for: Effect of benralizumab on mucus plugs in severe eosinophilic asthma

description: Introduction: Mucus plugs are associated with airway obstruction in severe asthma and are involved in the formation of activated eosinophils. Benralizumab, an anti-interleukin-5 receptor antibody, markedly reduces not only peripheral blood eosinophils but also airway eosinophils; however, its effects on mucus plugs have not been clarified. In this study, we examined the efficacy of benralizumab on mucus plugs using computed tomography (CT) imaging. Methods: Twelve patients who were administered benralizumab and underwent CT before and approximately 4 months after the introduction of benralizumab were included in this study, and the number of mucus plugs before and after benralizumab administration was compared. The correlation between the clinical background and treatment effect was also examined. Results: The number of mucus plugs significantly decreased after the introduction of benralizumab. The number of mucus plugs was correlated with sputum eosinophil percentage and eosinophil cationic protein in the sputum supernatants and inversely correlated with forced expiratory volume in 1 s (FEV1). Benralizumab induction resulted in a marked decrease in blood and sputum eosinophil levels and a significant improvement in asthma symptoms, quality of life scores, FEV1, and exacerbation frequency. Furthermore, there was a significant correlation between the reduction in mucus plugs and changes in the symptom score or FEV1. Discussion / Conclusion: These data suggest that benralizumab may have the potential to improve symptoms and respiratory function in patients with severe eosinophilic asthma by reducing mucus plugs.
DOI: 10.6084/m9.figshare.23908245.v1
title: Emotional Intelligence and its relationship with oral communication strategies and reading meta-comprehension: A PLS-SEM approach to assess predictive ability in educational outcomes

description: Metropolitan areaEducational CentreGradeClassroomSexTMMS-24 (TMMS_1 to TMMS_24)MARSI-R - variable READER (MAR_1)MARSI-R (MAR_2 to MAR_16)TSOC (TSOC_1 to TSOC_22)PISA (proportion of correct answers)
DOI: 10.6084/m9.figshare.24138852.v3
title: Collected observations of CH<sub>4</sub> fluxes in the QTP

description: Observations of CH4 fluxes from 27 sites across the wetland and grassland on the QTP.
DOI: 10.6084/m9.figshare.27824001.v10
title: Automatic generation of 3D landmark symbols based on topological perception

description: dataset posted on 2025-05-13, 11:40 authored by Yuan Ding, Dongming Chen, Sisi Zlatanova, Mingguang Wu, Kai Cao, Yongze Song and Yingbao Yang<br>The code and data used in Simplifying Complex Landmark Models with Holes for 3D Maps: A Topological Perception-based Approach
DOI: 10.6084/m9.figshare.c.3769724_d1.v1
title: Additional file 10: of Transcriptome analysis of smut fungi reveals widespread intergenic transcription and conserved antisense transcript expression

description: Trinotate results for U. maydis intergenic transcripts. (XLSX 251 kb)
DOI: 10.6084/m9.figshare.18848765.v2
title: How heated is it? Understanding GitHub locked issues

description: Replication package <br>Paper:Isabella Ferreira, Bram Adams, and Jinghui Cheng. 2022. <i>How heated is it? Understanding GitHub locked issues. </i>In 19th International Conference on Mining Software Repositories (MSR ’22), May 23–24, 2022, Pittsburgh, PA, USA.<br>
DOI: 10.6084/m9.figshare.21277575.v3
title: Nature Careers Graduate Survey 2022

description: Anonymised raw data and questionnaire for the Nature Careers graduate survey 2022. The final survey sample after data cleaning consisted of 3,253 responses globally and provides insight into: current employment and study choices satisfaction with current study perceptions of their future career options experiences with mental health and discrimination desired career support reflections on research culture and their study decisions
DOI: 10.6084/m9.figshare.27685047.v1
title: data.rar

description: time serise
DOI: 10.6084/m9.figshare.28786346.v1
title: Vertical CO2 profiles from the ground to 25 km in southeast China

description: Our dataset contains vertical CO₂ profiles (0-25 km, 1-sec) from Quzhou, southeast China. See <b>Liu et al. (2025) in J. Geophys. Res. Atmos.</b> for details: 'Contrasting High-Resolution Vertical CO₂ Patterns: Insights from Economically Developed Regions in Southeast China'.
DOI: 10.6084/m9.figshare.29060864.v1
title: FID Records.xlsx

description: This dataset contains raw observational data collected for a study on <b>flight initiation distance (FID)</b> in blackbirds (<i>Turdus merula</i>). FID is the distance at which a bird initiates escape in response to an approaching human, and is commonly used as a measure of anti-predator behaviour.Dataset Overview:Each row represents a single FID trial conducted under varying environmental and behavioural conditions. The columns include:<b>FID (m):</b> Flight initiation distance in meters<b>Starting Distance (m):</b> Distance between the observer and bird when the approach began<b>Habitat Type:</b> Urban or rural classification<b>Season:</b> Season during which the observation occurred<b>Trial Order:</b> Order of trials for each individual (where applicable)<b>Individual ID:</b> Unique identifier for birds (if relighted)<b>Weather Conditions:</b> Basic weather info (e.g., sunny, cloudy, windy)<b>Initial Behaviour:</b> Bird’s behaviour before the approach (e.g., foraging, perched)<b>Other variables (if applicable):</b> e.g., distance to cover, flock size, observer ID, etc.Notes:All measurements are in metric units.Values were recorded under standardized protocols to minimize observer bias.
DOI: 10.6084/m9.figshare.4730254.v2
title: Articulated Lucy (A.L. 288-1) model

description: Articulated model of Lucy (A.L. 288-1) used for convex hulling and body mass estimation.
DOI: 10.6084/m9.figshare.7902068.v1
title: newmidfx-中学生有效数据-1.csv

description: Poor life quality and suicide behavior among Chinese adolescent students with internet addiction
DOI: 10.17632/dtvwhhczf3
title: Post-operative complications in cranial and spine surgery

description: Prospective cohort, of a single center, during 6 months
DOI: 10.17632/vr9db4s3vc
title: Search Strings for Development of Agribusiness and its Skills Gaps

description: Search Strings on Agribusiness Skills Gap in Emerging Economies
DOI: 10.6084/m9.figshare.24785262.v1
title: Supplementary Material for: Contemplation of the effect of nivolumab plus cabosantinib therapy on cerebral hemorrhage in patients with brain metastasis of renal cell carcinoma: A case report

description: Although the response to combination therapy has been reported in patients with brain metastases from advanced renal cancer, treatment-related cerebral hemorrhage has not been adequately studied. The CheckMate 9ER clinical trial of nivolumab and cabozantinib excluded patients with brain metastases. Therefore, the associated treatment outcomes in these patients with brain metastases are unclear. Herein, we report a case of bleeding from brain metastases in a patient with advanced renal cancer after gamma knife combination therapy with nivolumab and cabozantinib. Fortunately, the cerebral hemorrhage of the patient was alleviated by conservative treatment. Despite treatment interruption, the metastatic lesions reduced in size, and treatment was gradually resumed. In this case study, we report the risk of cerebral hemorrhage in combination therapy for brain metastasis cases, how to manage hemorrhage cases, and their prognosis.
DOI: 10.6084/m9.figshare.28826750.v1
title: References

description: Review the current literature and evaluate the clinical implications of chronic rhinosinusitis (CRS) endotypes.
DOI: 10.17632/3jbpvwhm9r
title: Allometric patterns of mirixis (Byrsonima spp.) in Roraima savanna area, northern Brazilian Amazonia

description: This dataset presents BDH and height values of Byrsonima spp. individuals in an area of savanna in Roraima, northern Brazilian Amazonia. These values were collected in four plots (each 0.25ha) installed in Darora Indigenous Community (3°10'42"N and 60°23'34"W), São Marcos Indigenous Land. The fieldwork was carried out in 2014, where 268 individuals of Byrsonima crassifolia and 163 of Byrsonima coccolobifolia were mensured. The data set is presented in one file (allometry_mirixis.xlsx) containing the sampling date, vegetation type, plots, subplots, geographic location of the plots (lat / long WGS 84), species names) and DBH and Height values. This dataset is a part of project “Uso e conservação dos recursos vegetais de comunidades indígenas no norte de Roraima” authorized by FUNAI: Proccess 08620.002869/ 2014-15; IPHAN: Processo 01450.001678/ 2014-88 and CEP-INPA/ CONEP: Parecer 814.370.
DOI: 10.6084/m9.figshare.25828459.v1
title: <i>Hanseniaspora </i>mitochondrial tRNA analysis

description: tRNAscan-SE results for the <i>Hanseniaspora </i>mitochondrial genomes obtained from Wolters et al 2023
DOI: 10.6084/m9.figshare.25867432.v1
title: Dataset of human skin and fingernails images for non-invasive haemoglobin level assessment

description: The dataset consists of RGB images of human fingers with clearly visible nail plates without artificial coatings, damaging and discoloration collected from 250 patients with known blood hemoglobin levels. The dataset is balanced by gender, with 128 male and 122 female patients. The age range of the patients spans from 18 to 95 years old, with an average age of 56 ± 20 years old. The data is anonymized and does not contain indirect patient identifiers such as age or gender. The dataset includes a metadata.csv file which contains patient information such as patient ID, measurement date, Hb level, and bounding box coordinates for the patient's nails and skin areas. The dataset also includes a folder with photographs taken for each patient, with the file format photo_data/PATIENT_ID.jpg.
DOI: 10.6084/m9.figshare.28759478.v1
title: Supplementary Material for: Treatment of plaque psoriasis with guselkumab reduces systemic inflammatory burden as measured by neutrophil/lymphocyte ratio, platelet/lymphocyte ratio and monocyte/lymphocyte ratio: A post hoc analysis of three randomised clinical trials

description: Background
Psoriasis is associated with an increased risk of cardiovascular disease (CVD). Previous studies have found that treatment with tumour necrosis factor or interleukin (IL)-17 inhibitors leads to reductions in the systemic inflammation biomarkers neutrophil/lymphocyte ratio (NLR), platelet/lymphocyte ratio (PLR) and monocyte/lymphocyte ratio (MLR).

Objectives
The primary aim of this study was to evaluate changes in NLR, PLR and MLR with guselkumab compared with placebo (VOYAGE I/II), adalimumab (VOYAGE I/II) and secukinumab (ECLIPSE). The secondary aims were to assess correlation with disease severity, C-reactive protein (CRP) levels and treatment response. 

Methods
This was a post hoc analysis of VOYAGE I, VOYAGE II and ECLIPSE Phase III randomised trial data on guselkumab for moderate-to-severe plaque psoriasis. NLR, PLR and MLR were evaluated at baseline and Week 16 in VOYAGE I and II and at baseline and Week 12 in ECLIPSE. Mean changes were compared between groups using a Student’s t-test; Pearson’s test was used for correlation analyses. 

Results
VOYAGE I included 837 randomised patients, VOYAGE II 992 randomised patients and ECLIPSE 1048 randomised patients. In VOYAGE I, NLR (p=0.011), PLR (p=0.015) and MLR (p=0.004) decreased significantly following 16 weeks of guselkumab treatment vs. placebo. In VOYAGE II, reductions in NLR (p=0.003), PLR (p=0.006) and MLR (p=0.001) were greater at Week 16 in patients treated with guselkumab vs. placebo. Treatment with adalimumab was associated with a greater reduction (p&lt;0.001) in the three biomarkers vs. guselkumab, while secukinumab resulted in a similar reduction in NLR, PLR and MLR compared with guselkumab (p=0.413, 0.650 and 0.498, respectively). All biomarkers weakly correlated with Psoriasis Area Severity Index (PASI) at baseline and showed modest correlations with CRP levels. Biomarkers in patients who were PASI90 responders were consistent between all active treatment groups at baseline. 

Conclusions
Guselkumab is a highly efficacious treatment for plaque psoriasis; the study has demonstrated the potential benefit of treatment with guselkumab in reducing systemic inflammation as measured by NLR, PLR and MLR, which appeared to be independent of psoriasis response, suggesting that reducing systemic inflammation with guselkumab may decrease CVD risk.

Clinical trial registration
VOYAGE I: NCT02207231; VOYAGE II: NCT02207244; ECLIPSE: NCT03090100.
DOI: 10.6084/m9.figshare.21155437.v1
title: Seismic data and fortran code for rapid landslide location

description: The fortran code is for slope analysis. Seismic data of sac format is for a Silabaku landslide and validation landslide in 2016 in Taiwan.
DOI: 10.6084/m9.figshare.21591618.v1
title: PPI prediction from sequence, gold standard dataset

description: Gold Standard Dataset for sequence-based PPI prediction: Big dataset (140,000 training points (Intra-0), 79,000 validation (Intra-1), 49,000 test (Intra-2)) No direct data leakage: proteins from training are not contained in validation or test, proteins from validation are not in training or test, proteins from test are not in validation or training Minimized sequence similarity between training, validation, test because whole human proteome was split with KaHIP such that sequence similarities are minimized Redundancy-reduction with CD-HIT: inside of the datasets, no proteins with &gt;40% pairwise sequence similarity
DOI: 10.6084/m9.figshare.22698529.v1
title: QE-Data

description: QE KGEC DataThe tar files associated with the article. For any queries contact sheharyar@giki.edu.pk. Each folder corresponds to a particular material. The folder name corresponds to the material id in the QMOF database as hosted on the Materials Project website. For each material you will find the scf input and output files as well as the results of the KGEC calculations. For a detailed understanding of each file consult the relevant documentations of the Quantum Espress (version 6.4) and the documentation associated with the KGEC code developed by Lazaro Calderin. <br><br><br>
DOI: 10.6084/m9.figshare.24933876.v2
title: Analysis of internet Educational websites on tobacco cessation

description: Analysis of internet Educational websites on tobacco cessation: A Content Analysis
DOI: 10.6084/m9.figshare.28736102.v1
title: Sales of Custumer Industry

description: The dataset provides a detailed record of sales transactions segmented by industry, region, and sales representative. Each entry includes the transaction date, year, month, region, sales rep, brand, and customer industry involved. It also specifies the sales channel used—such as Telesales, Partner, or Online—and the corresponding sales value. This dataset is useful for analyzing sales performance by geography, industry, brand, or individual sales reps. It can also support trend analysis across months and help identify strong-performing channels or regions.
DOI: 10.17632/kctz3mrwgz
title: TrambaHLApan: a transformer and mamba-based neoantigen prediction method considering both antigen presentation and immunogenicity

description: Neoantigens represent ideal targets for tumor immunotherapy. This study introduces TrambaHLApan, a neoantigen prediction method that utilizes Transformer and Mamba models to consider both antigen presentation potential (TrambaHLApan-EL) and immunogenicity (TrambaHLApan-IM).

Data S1: Antigen presentation training set
Data S2: Immunogenicity training set
Data S3: Allele24 independent antigen presentation test dataset
Data S4: Allele36 independent antigen presentation test set
Data S5: Cancer neoantigen immunogenicity test set (GBM)
Data S6: Cancer neoantigen immunogenicity test set (MANAFEST)
fivefold_val_flags(DataS1): Five-fold cross-validation division file for DataS1
fivefold_val_flags(DataS2): Five-fold cross-validation division file for DataS2
DOI: 10.17632/sng66jzvng
title: PJM Electricity Prices

description: Dataset used to evaluate LMP for six zones in the PJM region of the US
DOI: 10.6084/m9.figshare.26896417.v1
title: Cotton and IR data for ms by Zhao and Wang

description: This data is for ms submitting. It including the isotopes data for different water and cotton ratio and infrared spectroscopy data for original and CVE processes repeated samples.
DOI: 10.6084/m9.figshare.28545584.v1
title: Three Decades of Land Cover Changes Shifted Environment-driven Greening towards Browning in Coastal China

description: Dataset and MATLAB code related to the publication of "Three Decades of Land Cover Changes Shifted Environment-driven Greening towards Browning in Coastal China". If you have a question please contact with: lyg9459@stu.ouc.edu.cn
DOI: 10.17632/gdcdpfggj9
title: β-glucans, cereals, solid-state NMR, Topspin files

description: These are the data that were used for a specified publication. The NMR Topspin files consist of original Free Induction Decays and processed Spectra recorded on a range of natural products;- cereals.