cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26954725.v1
title: Supplementary Material for: Towards centrality evaluation of yearning symptoms for Prolonged Grief Disorder: a cross-cultural approach

description: Background: The new ICD-11 diagnosis of Prolonged Grief Disorder (PGD) is characterized by the prominent role of yearning as hallmark symptom. A secondary analysis of eight international datasets on PGD was conducted to evaluate this assumption. Additionally, cross-cultural comparison explored whether the centrality of yearning differs across world regions. 
Methods: Primary studies originated from German-speaking countries (n = 4 samples), other European countries and Israel (n = 3 samples), as well as China (n = 1 samples). Different PGD measures were used, including yearning and longing as symptoms. For the centrality assessment of yearning, PGD symptoms were ranked by their factor loadings from confirma-tory factor analyses (CFA), followed by statistical testing to determine significant differences between yearning and other symptoms of PGD in their factor loading estimates. Subsequently, ranking positions of yearning in three world regions (German-speaking, Other Europe-Israel, and China) were compared. Finally, proxy thresholds for individuals at high-risk states for PGD were defined for the different datasets, and sensitivity-specificity analyses of yearn-ing were performed. 
Results: Yearning was ranked high in five out of 12 models tested. In the German-speaking region, it was predominantly ranked among the most central symptoms; in the Other Europe-Israel region as well as China it tended to fall into the middle or lower rankings of symptom cen-trality. Sensitivity values were consistently high, while specificity values indicated moderate levels. 
Discussion: In line with previous research on the general outcomes of grief, the present study showed that yearning may be subject to a culture-specific distribution. Other central symptoms such as feeling as if a part of oneself died have also been shown to potentially play a central role in PGD across world regions. On the other hand, the sensitivity-specificity analyses revealed that yearning can be considered a significant (diagnostically highly sensi-tive) symptom for individuals in high-risk states for PGD, although it has only moderate spec-ificity (i.e., its absence does not necessarily indicate individuals experiencing normative grief). Nonetheless, a culture-sensitive approach to psychopathology should consider the cul-tural differences in the centrality of this symptom group. More research is needed to better understand the role of yearning and its determinants across world regions.
DOI: 10.6084/m9.figshare.28734971.v1
title: <b>Fixed-Dose Ivermectin for Mass Drug Administration: Is it time to leave the dose pole behind? Insights from an Individual Participant Data Meta-Analysis.</b>

description: This study is an Individual Participant Data Meta-analysis (IPD MA) that provides a comprehensive assessment of fixed-dose ivermectin regimens, using anthropometric data from over 700,000 participants across 53 countries endemic for STH. IPD were obtained from two main sources: (1) studies on STH interventions conducted in endemic regions and (2) datasets from data repositories, accessed in compliance with their specific protocols.The datasets underwent a five-step process: selection, standardization, compilation, cleaning, and consistency assessment. First, only variables of interest were retained, excluding others from the original studies. Next, standardization ensured consistency across datasets: age was recorded in months (children) or years (adults), weight in kilograms (one decimal), and height in centimetres (one decimal). Each site was coded by country.The resulting datasets organized in three different documents by age group (PSAC, SAC and WRA) and corresponding user-manuals are made available for reuse by other researchers in this data repository.
DOI: 10.17632/hd3j7mdm2p
title: Comprehensive single-cell transcriptional profiling defines shared and unique epithelial injury responses during kidney fibrosis

description: This repository contains supporting data for our manuscript "Comprehensive single-cell transcriptional profiling defines shared and unique epithelial injury responses during kidney fibrosis" (DOI: https://doi.org/10.1016/j.cmet.2022.09.026). File descriptions can be found in data_description.txt.
DOI: 10.17632/p5hvjzsvn8
title: Data for: Wild blueberry yield prediction using a combination of computer simulation and machine learning algorithms

description: A number of research is underway in the agricultural sector to better predict crop yield using machine learning algorithms. Many machine learning algorithms require large amounts of data in order to give useful results. One of the major challenges in training and experimenting with machine learning algorithms is the availability of training data in sufficient quality and quantity remains a limiting factor. In the paper, “Wild blueberry yield prediction using a combination of computer simulation and machine learning algorithms”, we used dataset generated by the Wild Blueberry Pollination Model, a spatially explicit simulation model validated by field observation and experimental data collected in Maine USA during the last 30 years. The blueberry yields predictive models require data that sufficiently characterize the influence of plant spatial traits, bee species composition, and weather conditions on production. In a multi-step process, we designed simulation experiments and conducted the runs on the calibrated version of the blueberry simulation model. The simulated dataset was then examined, and important features were selected to build four machine-learning-based predictive models. This simulated data provides researchers who have actual data collected from field observation and those who wants to experiment the potential of machine learning algorithms response to real data and computer simulation modelling generated data as input for crop yield prediction models.
DOI: 10.6084/m9.figshare.25539490.v1
title: Valorization of fat balls and primary scum from wastewater treatment: a promising renewable lipid feedstock for biodiesel production

description: Data collected from literature and experimental work for the Valorization of fat balls and primary scum from wastewater treatment: a promising renewable lipid feedstock for biodiesel production
DOI: 10.6084/m9.figshare.3544541.v1
title: Appendix B. Approximating the marginal likelihood of models {Φ(t), p(t+h)} and {Φ(t+h), p(t+h)} using a Gauss-Hermite quadrature approximation.

description: Approximating the marginal likelihood of models {Φ(t), p(t+h)} and {Φ(t+h), p(t+h)} using a Gauss-Hermite quadrature approximation.
DOI: 10.6084/m9.figshare.6446348.v1
title: Data from Mice modulate ultrasonic calling bouts according to sociosexual context

description: Data supporting this article
DOI: 10.17632/4tznkn45mx
title: ArTS: Arabic Traffic Sign Dataset

description: A new dataset for Arabic Traffic Signs is developed for the selected most common 24 Arabic traffic signs. The dataset consists of 2,718 real captured images and 57,078 augmented images for 24 Arabic traffic signs. The images are captured from three connected cities (Khobar, Dammam and Dhahran) in the Eastern Province of Saudi Arabia. The newly developed dataset consisting of 2,718 real images is randomly partitioned into 80% percent training set (2,200 images) and 20% percent testing set (518) images. Augmented dataset of 57,078 images with 10,878 images for testing and 46,200 images for testing. Due to large file size, the Augmented training dataset is uploaded as two compressed files.
DOI: 10.17632/j5h8kvh4dj
title: Imaging data in Fig 9 of Mao et al., 2019, Frontiers in Neural Circuits

description: Raw data shown in Fig 9 of Mao et al., 2019 Frontiers in Neural Circuits
DOI: 10.17632/r7sg8t4y8w
title: Supplementary files for "Adverse events from topical corticosteroid use in chronic hand eczema – findings from the Danish Skin Cohort"

description: Supplementary files for "Adverse events from topical corticosteroid use in chronic hand eczema – findings from the Danish Skin Cohort" Published in JAAD International.
DOI: 10.6084/m9.figshare.12912257.v1
title: GazeBase Data Repository

description: GazeBase is a large-scale longitudinal dataset consisting of 12,334 monocular (left) eye-movement recordings captured from 322 college-aged subjects. Subjects completed a battery of seven tasks in two adjacent sessions during each round of recording, including a - 1) fixation task, 2) horizontal saccade task, 3) random oblique saccade task, 4) reading task, 5/6) free viewing of cinematic video task, and 7) gaze-driven gaming task. A total of nine rounds of recording were conducted over a 37 month period, with subjects in each subsequent round recruited exclusively from the prior round. All data was collected using an EyeLink 1000 eye tracker at a 1,000 Hz sampling rate, with a calibration and validation protocol performed before each task to ensure data quality. Full details regarding the experimental protocol are available in the corresponding data descriptor manuscript.
DOI: 10.6084/m9.figshare.19417682.v1
title: pvs1_all_variants.xlsx

description: Pre-computed lists of variants from ClinVar and exome-wide (dbNSFP) for - PVS1 Very Strong Evidence (Nonsense or canonical splice affecting variant classified as VUS in a gene where &gt;50% of high confidence LOF SNVs are classified as P/LP)
DOI: 10.6084/m9.figshare.21601005.v1
title: A cross-sectional study on assessment of spiritual health and its associated factors among undergraduate students in a medical college in Mangalore, Karnataka. Questionnaire.docx

description: Questionnaire
DOI: 10.6084/m9.figshare.28611350.v5
title: eSEN-30M-OAM Matbench-Discovery prediction results

description: Prediction files of eSEN-30M-OAM for matbench-discovery.
DOI: 10.6084/m9.figshare.5123632.v1
title: Supplementary Material for: New First-Trimester Crown-Rump Length Equations from a French General Population

description: <b><i>Introduction:</i></b> The purpose of this study was to obtain precise knowledge of fetal biometric measurements, in particular crown-rump length (CRL). Our results have been carefully compared to equations found in the literature. <b><i>Materials and Methods:</i></b> Single-operator measurements of 2,123 spontaneous pregnancies from a general French population provided new statistical relationships between fetal age (FA) and CRL. Comparisons were made with measurements obtained from 402 in vitro fertilizations (IVFs) for which FA were known. Heteroskedastic and robust regressions were compared by cross-validation, and prediction errors were studied. All ultrasound measurements were taken during standard follow-ups of pregnancies, without any additional features. <b><i>Results:</i></b> From a cleaned subsample of 513 spontaneous pregnancies, we reported good modeling of first-term embryonic growth, with equations and predictions of standard deviations agreeing with objective datations for IVFs. Most precise CRL measurements were predicted for FA of 49 days. <b><i>Discussion:</i></b> Our results allow future detection of fetal growth abnormalities using Z-scores throughout the first trimester.
DOI: 10.6084/m9.figshare.7380317.v2
title: Carbon Emissions on circular curve

description: The carbon emissions data of field test on different curve radius and flat-straight-line sections.A real-time
fuel-consumption monitoring instrument (Shenzhou JDSZ-EP-1-1D) was selected for
this test. Using the JDSZ
EP-1-1D, the second-by-second operating speed and
fuel consumption were gathered during a trip on the circular curves, the carbon
emissions were calculated based on the conversion
method.<br><br>
DOI: 10.17632/22gryh9d73
title: Wage-Productivity research_collected from ASI

description: The data set is collected from Annual Survey of Industries.
DOI: 10.17632/75wngh8x4j
title: Synthetic farm population of the German Federal State of North Rhine-Westphalia

description: We provide data on a synthetic farm population of the German Federal State of North Rhine-Westphalia, mainly relying on the German Farm Structure Survey 2016 and plot specific crop data from 2019/2020. The dataset is provided at plot scale in a geospatial vector as well as at farm scale in tabular format. For each plot in the state, the belonging farm (including the estimated farm’s location), animal stock, cultivated crop, as well as the corresponding administration units are indicated. The geospatial vector data is combined with further spatial data such as yield information, soil characteristics, or monitoring data on environmental status. The provided data enables to run diverse analysis on the farm population in the Federal state of North Rhine Westphalia with farm and agent-based models. Furthermore, it can serve as a case study application for testing model developments which require detailed and spatially explicit farm data.
DOI: 10.17632/fvcgpdmhz4
title: HbA1c and NAFLD show a positive but not causal association in non-diabetic populations: Results from NHANES and MR study-supplementary files

description: The supplementary files of Association between HbA1c and NAFLD: Insights from NHANES 2017- March 2020 and Mendelian Randomization Study.
DOI: 10.6084/m9.figshare.1472891.v1
title: 100 Common Birds in Maharashtra

description: “<strong>100 Common Birds in Maharashtra</strong>” The book contains information about 100 common bird species found in Maharashtra State in India in local Marathi language. All species are illustrated with colour photographs. Necessary information about residential status, identification, food etc. is also provided in short. मराठी: “<strong>महाराष्ट्रातील १०० सामान्य पक्षी</strong>” ह्या मराठी पुस्तकात महाराष्ट्रात आढळणाऱ्या १०० पक्षी प्रजातींचे मराठीत वर्णन केले आहे. प्रस्तुत पुस्तकात प्रत्येक पक्ष्याचे मराठी नाव, इंग्रजी नाव, शास्त्रीय नाव, लांबी, आकार (म्हणजे ओळखीच्या पक्ष्याच्या तुलनेत), ओळख, आवाज, व्याप्ती (म्हणजे रहिवासी की स्थलांतरित व महाराष्ट्रात नेमका कुठे आढळतो), अधिवास व खाद्य एवढी माहिती दिलेली आहे. प्रत्येक प्रजातीची रंगीत छायाचित्रे दिली आहेत. पुस्तक मोफत असून मित्रांशी शेअर करावे.
DOI: 10.6084/m9.figshare.22232482.v3
title: Optimal placement of an inertial sensor for fall and near-fall detection

description: The world population is ageing and a key hazard to healthy ageing is falls. The consequences of falls can be costly to health and social care systems. Falls can be prevented by continuously monitoring of older people for near falls, as they are a major risk factor for falls. This preliminary study’s aim was to find the optimal placement of a monitoring device to detect falls, as this is the first step towards understanding how to detect a near fall. This study involved one participant wearing four commercially available motion trackers simultaneously. The participant performed five controlled sideways falls onto a crash mat. The motion trackers were controlled using the associ-ated software that also logged the data. The results presented display the ac-celerometer and gyroscope data for falls at the four locations (wrist, waist, ankle, and thigh). The data shows monitoring at the thigh gives the most consistent pattern per fall for both the accelerometer and gyroscope data.
DOI: 10.6084/m9.figshare.25703304.v1
title: Data for paper "Shallow coastal bays as sediment carbon and nutrient reservoirs in the Baltic Sea"

description: Raw data used in the paper "Shallow coastal bays as sediment carbon and nutrient reservoirs in the Baltic Sea" by Gubri et al. 2025.This study assesses soil stocks (top 25 cm) and sequestration rates of carbon and nutrients in 9 shallow bays of the nothern Baltic Sea. Additionnally, isotopic signals from local vegetation and water POM were measured to investigate the potential sources of organic matter deposited in those bays.
DOI: 10.6084/m9.figshare.25990939.v1
title: Detection of <i>Spicara smaris</i> breeding colonies by a towed camera

description: Table with the coordinates of the transects where breeding colonies (guarded nests or empty nests) were detected, the associated underwater habitat and a photo extracted from the towed camera for each. It completes the article "Huge picarel breeding colonies with male nest guarders discovered in the Mediterranean" (Deter et al., submitted; Current Biology)
DOI: 10.6084/m9.figshare.29098055.v1
title: TLHE_Reports_Lundegard_2025.pdf

description: Texten är framtagen av Centrum för universitetslärarutbildning som ett stöd för universitetslärare att reflektera över och få inspiration till hur man kan göra skillnad med sin undervisning för en hållbar framtid. Den fokuserar på hur begreppen bildning och demokrati förhåller sig till hållbar utveckling, samt vad det innebär det för vår undervisning. En undervisning som bidrar till att studenter kan agera för hållbarhet på ett bildat sätt och bidra till ett demokratiskt samhälle utifrån sitt ämne? Texten diskuterar fem former av demokratiskt deltagande och ger ett exempel på hur du som universitetslärare kan utveckla din pedagogiska praktik.
DOI: 10.17632/bzdmdwygbc
title: daspro

description: students' performance
DOI: 10.17632/t3v7c836v5
title: Data-OF

description: Effect of organic fertilization on soil pH
DOI: 10.6084/m9.figshare.28943873.v2
title: 16S clean data of different soybean cultivars

description: 16S clean data of different soybean cultivars planted in the soil with different pH valuesTR-rootN-nodulesRS-soil
DOI: 10.6084/m9.figshare.9249074.v1
title: Neural Network - Observation dataset

description: A dataset with observations to train a neural network.
DOI: 10.17632/68mkyrb4n3
title: Specificity of spiders among fear- and disgust-eliciting arthropods: Spiders are special, but phobics not so much

description: Using the internet, 968 respondents rated photos of invertebrates (mainly spiders, other chelicerates, and other arthropods) on a 7-point scale according to two emotions - fear and disgust (1 - not at all fear/disgust eliciting, 7 - great fear/strong disgust eliciting). Additionally, most of them completed two questionnaires: the Spider Phobia Questionnaire (SPQ; Klorman et al. 1974), and the Disgust Scale-Revised (DS-R; developed by Haidt et al. 1994; modified by Olatunji et al. 2007). In List 1 of the dataset, there is anonymized information about the respondents including their gender, age, SPQ and DS-R scores, level of education, and type of education. Lists 2 and 3 show scores given to each stimulus by each respondent on the fear and disgust scale, respectively. - Haidt, J., McCauley, C., & Rozin, P. (1994). Individual differences in sensitivity to disgust: A scale sampling seven domains of disgust elicitors. Pers Individ Differ, 16(5), 701-713. https://doi.org/10.1016/0191-8869(94)90212-7 - Klorman, R., Weerts, T. C., Hastings, J. E., Melamed, B. G., & Lang, P. J. (1974). Psychometric description of some specific-fear questionnaires. Behav Ther, 5(3), 401-409. https://doi.org/10.1016/S0005-7894(74)80008-0 - Olatunji, B. O., Williams, N. L., Tolin, D. F., Abramowitz, J. S., Sawchuk, C. N., Lohr, J. M., & Elwood, L. S. (2007). The Disgust Scale: item analysis, factor structure, and suggestions for refinement. Psychol Assess, 19(3), 281. https://doi.org/10.1037/1040-3590.19.3.281
DOI: 10.17632/t6ctymj5bb
title: Liquid-liquid phase separation of RBGD2/4 is required for heat stress resistance in Arabidopsis. Zhu et al.

description: Original weatern blot images of "Liquid-liquid phase separation of RBGD2/4 is required for heat stress resistance in Arabidopsis".
DOI: 10.17632/w9brygpwg7
title: Students wellbeing during COVID-19

description: Online survey collected amongst college students during COVID-19 pandemic. Survey collects information on subjective wellbeing, optimism, gratitude, emotional closeness, worry, and depression.
DOI: 10.17632/xwyxwjddwp
title: Data for: DATA ON SELF-AWARENESS, SELF-DETERMINATION AND SELF-EFFICACY OF OPIOID DEPENDENT PATIENTS IN METHADONE CLINIC BEFORE AND AFTER GETTING INDIVIDUAL PSYCHOEDUCATION (i-SEAZ) INTERVENTION.

description: data of self awareness, self determination and self efficacy among opioid dependents
DOI: 10.6084/m9.figshare.12685475.v1
title: Mortality incidence, sociodemographic and clinical data in COVID-19 patients.

description: This data record contains a single file, <b>An. Dataset.xlsx</b>, in .<b>xlsx</b> file format.<br>The data file contains information on demographics, comorbidities, admission laboratory values, admission medications, admission supplemental oxygen orders, discharge and mortality. The data were derived from a healthcare surveillance software package (Clinical Looking Glass [CLG]; Streamline Health, Atlanta, Georgia) and review of the primary medical records.The data relate to COVID-19 patients admitted to a single healthcare system, over a specific period of time, and separated into the 1st 3 weeks of the pandemic and the 2nd 3 weeks of the pandemic.Some of the variables included in the dataset are: length of hospital stay (LOS), myocardial infraction (MI), peripheral vascular disease (PVD), congestive heart failure (CHF), cardiovascular disease (CVD), dementia (Dement), Chronic obstructive pulmonary disease (COPD), diabetes mellitus simple (DM simple), diabetes mellitus complicated (DM complicated), oxygen saturation (OsSats), mean arterial pressure, in mmHg (MAP), D-dimer, in mg/ml (Ddimer), platelets, in k per mm3 (Plts), international normalized ratio (INR), blood urea nitrogen, in mg/dL (BUN), alanine aminotransferase, in U/liter (AST), while blood cells, in per mm3 (WBC) and interleukin-6, in pg/ml (IL-6).<br><b>Study aims and methodology:</b>COVID-19 is commonly mild and self-limiting, but in a considerable portion of patients the disease is severe and fatal. Determining which patients are at high risk of severe illness or mortality is essential for appropriate clinical decision making. In this study, the authors propose a novel severity score specifically for COVID-19 to help predict disease severity and mortality.4,711 patients with confirmed SARS-CoV-2 infection were included in the study. The authors derived a risk model using the first half of the cohort (n=2,355 patients) by logistic regression and bootstrapping methods. The discriminative power of the risk model was assessed by calculating the area under the receiver operating characteristic curves (AUC). The severity score was validated in a second half of 2,356 patients. This study was approved by the Montefiore Medical Center/Albert Einstein College of Medicine Institutional Review Board. The Institutional Review Board approved waiver of patient informed consent due to the retrospective design of the studyFor more details on the methodology, please read the related article.<br>
DOI: 10.6084/m9.figshare.28234004.v2
title: PlantVillage dataset

description: This is the PlantVillage dataset used in the paper "A dual-branch model combining convolution and Vision Transformer for crop disease classification." The original dataset paper: Hughes DP, Salathé M. An open access repository of images on plant health to enable the development of mobile disease diagnostics.The original dataset can be downloaded at https://www.kaggle.com/datasets/abdallahalidev/plantvillage-dataset.