cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28941317.v1
title: Data from: <b>Assessing benthos through predator stomach contents: spatiotemporal modeling of abundance and habitat use</b>

description: This dataset provides the the average mass of benthic prey (expressed as g prey / g predator) in stomach samples of groundfish predators from the eastern Bering Sea. Full details of the dataset are available in the below article. Reum et al. (2025). <b>Assessing benthos through predator stomach contents: spatiotemporal modeling of abundance and habitat use</b>. Ecography, doi: 10.1002/ecog.07723
DOI: 10.17632/r4329wpzvf
title: Data for : Disposable diapers composting enhanced by Spirulina platensis

description: The independent variables used in this study were the concentration of Spirulina platensis, the composition of the growing media, and the type of plant. The feedstock used in this study is 3 kg of disposable diaper waste from various brands containing urine and faeces. 7 kg Food waste consist of rice (1,4 kg), carrots (1,4 kg), papaya (1,4 kg), tofu (1,4 kg), and milk (1,4 kg). The bulking agent used is rice husk as much as 250 gr per reactor. The Spirulina platensis addition at an initial density of 60000 sinusoids/ml varies 0 ml, 5 ml, 50 ml, and 100 ml. The equipment used designed to be ease and economically affordable so that applicable to the community. The types of equipment are as follows: the knife to chop food waste; the scissor to cut diaper waste; the stirrer made of wood to stir the trash; scales to measure the mass of equipment and materials; the soil tester to measure compost temperature and pH; personal protective equipment: masks, gloves are used as protection so as not to be exposed to pathogens when conducting experiments; four units of composting reactors, each of given a number and description. The phytotoxicity test carried out by direct planting methods for maize and cayenne pepper. The variation in the composition of the growing medium was 5 for each plant. The compost mature in 42 days and tested for phytotoxicity for 21 days. Laboratory test data for compost characteristics then displayed in tables and graphs. Spirulina platensis affection on composting analyzed by single-factor ANOVA. Likewise, the recording of growth and development of sprouts and roots presented in tables and graphs, and then the germination index calculated. Meanwhile, the effect of compost on plant development was tested by two way ANOVA. Microsoft Excel version 14.0.4734.1000 with data analysis features used for this purpose.
DOI: 10.6084/m9.figshare.24715050.v1
title: Medical education: Accommodating students with ADHD

description: Attention-Deficit/Hyperactivity Disorder (ADHD) is a neurodevelopmental disorder that affects a significant number of medical students worldwide. It is poorly recognised by educators, and therefore inadequately accommodated for in educational strategies. In order to investigate this further, a literature review and pilot survey were conducted. Health educators employed by The University of Newcastle, Australia, completed a short online survey, which focused on their understanding of, and ability to recognise and adapt teaching strategies for students with ADHD. The results of the survey informed the development of a resource that provided evidence-based strategies for supporting the learning of tertiary students with ADHD. In addition, the results of this pilot study may form the basis for further research in this domain. Given the prevalence and potential impact of ADHD on higher education, it is important to gain deeper insight into how medical educators can best engage and support students with ADHD. This knowledge may potentially reduce the negative impacts of this neurodiversity on students and support their learning and well-being throughout their medical career. Ultimately this may help doctors to achieve their full potential, especially in clinical decision-making.
DOI: 10.6084/m9.figshare.24975456.v1
title: R Code for Figures and analysis

description: R code used for analysis of the viral data and for the creation of figures from the paper.
DOI: 10.6084/m9.figshare.26830252.v1
title: <i>Lycium ruthenicum</i> genome

description: <i>Lycium ruthenicum</i> genome file
DOI: 10.17632/btbddwdnfz
title: Raw data: Characterization of natural latex biomembranes

description: Raw data used in the article "Physical and chemical properties of natural latex biomembranes associated with phototherapy designed for healing diabetic foot ulcers". We performed physical and chemical tests to evaluate the membranes: Tensile Strength Test, Thermogravimetric Analysis, Wettability Assay and Fourier-transform infrared spectroscopy.
DOI: 10.17632/kwss6jyfxk
title: Cost of Doing Business Index for G20 countries

description: This version includes the evaluations of two sub-indicators of the Cost of Doing Business Index carried out in the Relações Multiplicativas format by ten specialists. Five specialists know the problem of the intransitivity of the appraisals when performed in the Relações Multiplicativas format, especially when the number of evaluations is high.

Previous version: although many studies have been devoted to the problem of weighting composite indicators, which includes care for obtaining weights from expert opinion, little attention is paid to the way experts assess the weights of individual indicators or the effect that Conversion of the evaluation format exerts on the levels of consensus. That is, it is not known to what extent these functions impair the degree of consensus between individual judgments and collective results. Understanding the extent of this effect helps to identify which conversion functions generate the weights most compatible with the opinion of the group of experts. This identification is relevant because it makes it possible to weigh the composite indicators with the set of weights most compatible with the collective opinion, avoiding less representative considerations in relation to the evaluations of the group of experts.

This dataset contains data that make it possible to identify which function of converting the evaluation format reaches the highest degree of consensus between the experts' judgments and the collective evaluation. This analysis is carried out using as an example one of the most popular composite indicators in the literature: the world bank's Ease of Doing Business Index.

The Expert assessment and Weights worksheet contains the evaluations of six experts on the relative importance of individual indicators. The evaluations are presented in the ordering of alternatives (OA) format, that is, the individual indicators are placed in order of importance. The spreadsheet also includes: 1.) the conversion of the alternatives in OA format to Multiplicative Relation (MR) format, as well as the calculations of the weights for the AHP; and 2.) converting the alternatives in OA format to weights in a value-for-value format, applying four different functions.

The Indicators spreadsheet brings the ranking of the ease of doing business index of the G20 countries calculated by weighting the individual indicators with the weights obtained by the different functions presented in the Expert assessment and Weights spreadsheet. The Indicators spreadsheet also includes the robustness and sensitivity analysis of the composite indicator.
DOI: 10.6084/m9.figshare.1434640.v16
title: Scientific Data recommended repositories

description: Spreadsheet listing data repositories that are recommended by Scientific Data (Springer Nature) as being suitable for hosting data associated with peer-reviewed articles. Please see the repository list on Scientific Data's website for the most up to date list.
DOI: 10.6084/m9.figshare.26249105.v1
title: Supplementary Material for: Comparative performance of five cognitive screening tests in a large sample of seniors

description: Introduction
Recent introductions of disease-modifying treatments for Alzheimer’s disease have re-invigorated
the cause of early dementia detection. Cognitive “Paper & pencil” tests represent the bedrock of
clinical assessment, because they are cheap, easy to perform, and don’t require brain imaging or
biological testing. Cognitive tests vary greatly in duration, complexity, sociolinguistic biases, probed
cognitive domains, and their specificity and sensitivity of detecting cognitive impairment (CI).
Consequently, an ecologically valid head-to-head comparison seems essential for evidence-based
dementia screening.
Method
We compared five tests: MoCA, ADAS, ACE-III, Eurotest, and Phototest on a large sample of seniors
(N=456, 77.9 ± 8 years, 71% females). Their specificity and sensitivity was estimated in a novel way
by contrasting each test’s outcome to the majority outcome across the remaining tests (Comparative
Specificity & Sensitivity Calculation – CSSC). This obviates the need for an a priori gold standard such
as a clinically clear-cut sample of dementia/MCI/controls. We posit that the CSSC results in a more
ecologically valid estimation of clinical performance while precluding biases resulting from different
dementia/MCI diagnostic criteria, and the proficiency of detecting these conditions.
Results
There exists a stark trade-off between behavioral test specificity and sensitivity. The test with the
highest specificity had the lowest sensitivity, and vice versa. The comparative specificities and
sensitivities were, respectively: Phototest (97%, 47%), Eurotest (94%, 55%), ADAS (90%, 68%), ACE-III
(72%, 77%), MoCA (55%, 95%).
Conclusion
Assuming a CI prevalence of 10%, the shortest (~3 min) and the simplest instrument - the Phototest,
was shown to have the best overall performance (accuracy 92%, PPV 66%, NPV 94%).
DOI: 10.6084/m9.figshare.7067213.v1
title: Supplementary Material for: Hypercoagulation on Thromboelastography Predicts Early Neurological Deterioration in Patients with Acute Ischemic Stroke

description: <b><i>Background:</i></b> Thromboelastography (TEG) provides an integrated measurement of blood coagulation function and has been reported to be a useful tool for predicting clinical outcomes in patients with cardiovascular diseases. We aimed to investigate the application of TEG on admission for predicting early neurological deterioration (END) in patients with acute ischemic stroke and its potential correlation with the evolution of ischemic lesions. <b><i>Methods:</i></b> Among patients consecutively admitted between January 1, 2016, and September 31, 2017, those presenting with mild and moderate acute ischemic stroke (National Institutes of Health Stroke Scale [NIHSS] score ≤14) within 24 h of stroke onset were identified and included in this study. TEG was performed on the first day of admission. END was defined as an increase of ≥1 on subitems of the NIHSS or the emergence of new symptoms within 72 h of admission. Demographics, lab test results, and TEG values were compared according to whether END occurred. A multiple logistic regression model was then developed to investigate the predictive power of TEG for END. Receiver operating characteristic (ROC) curves were then plotted to evaluate the optimal cutoff values. <b><i>Results:</i></b> Of the 246 eligible patients (mean age 65.3 ± 12.9 years, 73.6% male), END was identified in 72 (29.3%) patients. Patients with END corresponded to a higher proportion of females, a more prevalent history of diabetes mellitus (DM), higher baseline NIHSS scores, higher serum high-sensitivity C-reactive protein (hsCRP) levels, and significantly shorter R on TEG (4.0 ± 1.0 vs. 4.7 ± 1.2 min, <i>p</i> &lt; 0.001). In further comparisons stratified by R tertiles, significant trends were found between shorter R and being female and older and being more likely to exhibit diffusion weighted imaging progression on follow-up MRI. After adjusting for female sex, baseline NIHSS score, DM, and hsCRP, the lower tertile of R (R ≤3.8 min) was strongly associated with END (OR 3.556, 95% CI 1.165–10.856, <i>p</i> &lt; 0.001). ROC analysis demonstrated that R ≤3.45 min had the best predictive value for END with 87.9% sensitivity and 40.3% specificity. <b><i>Conclusion:</i></b> Decreased R time on admission TEG is associated with END within 3 days in patients with acute ischemic stroke.
DOI: 10.6084/m9.figshare.12770711.v1
title: Babble_Noises_Audio.zip

description: Babble Noise Mixtures with 2, 4, 6, 8, 10, 15, 20, 30, 40, 60, 80 or 100 overlapping speakers. Part of the data descriptor "Multichannel acoustic source and image dataset for the cocktail party effect in hearing aid and implant users".<br>
DOI: 10.6084/m9.figshare.19603744.v1
title: Parsivel data

description: Rain rate, DSD from Parsivel
DOI: 10.6084/m9.figshare.26760604.v2
title: Genome annotation of <i>Pseudoregma bambucicola</i>

description: The <i>Pseudoregma bambucicola</i> is a common social aphid in subtropical areas. It can live parthenogenetically on bamboo shoots or stems throughout the year in most of its distribution areas, producing morphologically and behaviorally specialized first-instar soldiers and normal nymphs. Genome sequencing and assembly of this species will provide a valuable data resource for exploring the molecular basis of aphid sociality.
DOI: 10.6084/m9.figshare.22716739.v1
title: NeurIPS 2021 Benchmark dataset

description: Subset of the benchmark dataset published in Luecken et al. (2021). <br> <br>
DOI: 10.6084/m9.figshare.3554574.v1
title: Appendix F. Eigenvectors and percentage of the variance explained by the first two principal components of stem and leaf individual principal component analyses (PCA) and multiple factor analysis (MFA).

description: Eigenvectors and percentage of the variance explained by the first two principal components of stem and leaf individual principal component analyses (PCA) and multiple factor analysis (MFA).
DOI: 10.6084/m9.figshare.7850918.v1
title: Dataset for testing the Discovery of Automatable Routines from User Interaction Logs

description: This is the set of user interaction logs used to evalution the approach proposed in the paper titled: "Discovery Automatable Routines From User Interaction Logs".<br>A. Bosco, A. Augusto, M. Dumas, M. La Rosa, G. Fortino
DOI: 10.6084/m9.figshare.21386430.v5
title: Data

description: Median and 90th percentile of temperature range and difference in biological rates for each temporal window (quarter-diurnal, semi-diurnal, diurnal, weekly, bi-weekly, monthly and annual) at each of the 492 locations in the ocean weather paper. Details about these 492 locations are also provided, such as time spans, coordinates, and depths. Other variables such as the arithmetic and geometric means are also available for those interested to explore further. Note that in these files, plot_ids with alphabets (see metadata) were grouped together before calculating the arithmetic mean, geometric mean, median and 90th percentile, because these represent the same locations where temperature measurements were taken. temp range - 19 Mar 2023_with_spatial_blockstemp range annual - 19 Mar 2023_with_spatial_blocksbr diff e063 - 19 Mar 2023_with_spatial_blocksbr diff e063 annual - 19 Mar 2023_with_spatial_blocksMedian and 90th percentile of temperature range and difference in biological rates, as above, but for the sensitivity tests.temp range greater than 3 years - 19 Mar 23br diff e063 more than 3 years - 19 Mar 23br diff e063 annual conservative more than 3 years - 19 Mar 23br diff e063 annual conservative - 19 Mar 2023br diff e063 conservative more than 3 years - 19 Mar 23temp range conservative more than 3 years - 19 Mar 23temp range annual Conservative more than 3 years - 19 Mar 23temp range annual more than 3 years - 19 Mar 23br diff e063 annual more than 3 years - 19 Mar 23temp range annual Conservative - 19 Mar 2023temp range conservative - 19 Mar 2023br diff e063 conservative - 19 Mar 2023Sample time series in Fig. 1 of the paper used. Please note that time series from private sources cannot be provided. plot_id_65bplot_id_286plot_id_380plot_id_413The file "metadata.csv" contains the original metadata, i.e., the metadata of all the time series in our database before the filtering step (see Materials and Methods). In this file, plot_ids with same digit numbers but different decimals are those time series where the temperature was recorded at the same coordinates but different depths. For example, plot_ids 6.1 and 6.2 are at exactly the same coordinates (16.77592, -88.07653) but plot_id 6.1 had temperature measurements at 5 m deep, while plot_id 6.2 had measurements at 10 m deep. Furthermore, plot_ids with alphabets had temperatures recorded at the same coordinates and depth, but the time series are in different files either because of different measurement frequencies or because there was a too large gap in the time series. For example, plot_ids 1.2 - (a) and 1.2 - (b) have measurement frequencies of 10 mins and 15 mins respectively. metadata<br>
DOI: 10.17632/csm8zkywy7
title: Comparisons of lifespan and stress resistance between sexes in Drosophila melanogaster

description: To verify the effects of sexual dimorphism on longevity and physiological conditions, we performed the lifespan and stress resistance tests on 15 inbred strain flies and analyzed the sex effects on aging.

This dataset contains the raw data of the manuscript. (which contains the raw data on longevity, and resistance to starvation, desiccation, and oxidative stress)

The raw data files were divided by different assays and different sex. Each file contains the survival days (or the survival hours) records of each experiment. The column represents the death count of each strain at different time points in each vials(2~10 vials per strain).
DOI: 10.6084/m9.figshare.21904375.v1
title: R-spondin family biology and emerging linkages to cancer

description: The R-spondin protein family comprises four members (RSPO1-4), which are agonists of the canonical Wnt/β-catenin pathway. Emerging evidence revealed that RSPOs should not only be viewed as agonists of the Wnt/β-catenin pathway but also as regulators for tumor development and progression. Aberrant expression of RSPOs is related to tumorigenesis and tumor development in multiple cancers and their expression of RSPOs has also been correlated with anticancer immune cell signatures. More importantly, the role of RSPOs as potential target therapies and their implication in cancer progressions has been studied in the preclinical and clinical settings. These findings highlight the possible therapeutic value of RSPOs in cancer medicine. However, the expression pattern, effects, and mechanisms of RSPO proteins in cancer remain elusive. Investigating the many roles of RSPOs is likely to expand and improve our understanding of the oncogenic mechanisms mediated by RSPOs. Here, we reviewed the recent advances in the functions and underlying molecular mechanisms of RSPOs in tumor development, cancer microenvironment regulation, and immunity, and discussed the therapeutic potential of targeting RSPOs for cancer treatment. In addition, we also explored the biological feature and clinical relevance of RSPOs in cancer mutagenesis, transcriptional regulation, and immune correlation by bioinformatics analysis.KEY MESSAGESAberrant expressions of RSPOs are detected in various human malignancies and are always correlated with oncogenesis.Although extensive studies of RSPOs have been conducted, their precise molecular mechanism remains poorly understood.Bioinformatic analysis revealed that RSPOs may play a part in the development of the immune composition of the tumor microenvironment. Aberrant expressions of RSPOs are detected in various human malignancies and are always correlated with oncogenesis. Although extensive studies of RSPOs have been conducted, their precise molecular mechanism remains poorly understood. Bioinformatic analysis revealed that RSPOs may play a part in the development of the immune composition of the tumor microenvironment.
DOI: 10.6084/m9.figshare.24933057.v1
title: Mentions

description: This repository hosts data for reproducing results in the paper titled "Author Mentions in Science News Reveal Widespread Disparities Across Name-inferred Ethnicities".
DOI: 10.17632/n4fr77kyzc
title: FLEXURAL-TORSIONAL FAILURE AND DSM DESIGN OF FIXED-ENDED COLD-FORMED STEEL COLUMNS AT ELEVATED TEMPERATURES - ANNEX A: SUPPLEMENTARY DATA

description: These supplementary data to the above article consist of seven table sets A1 to A7, each comprising five separate tables, providing information about the column numerical failure loads obtained and the corresponding DSM-based predictions - they concern all the columns (see Table 1 of the article) under room and elevated temperatures (T=20/100 to T=800 ºC).
DOI: 10.6084/m9.figshare.20154044.v4
title: Divergent changes in particulate and mineral-associated organic carbon upon permafrost thaw

description: Data involving in soil organic carbon (SOC), particulate organic carbon (POC), mineral-associated organic carbon (MAOC), iron-bound organic carbon (OC-Fe) and their associated factors across the thermokarst-impacted sites on the Tibetan Plateau
DOI: 10.6084/m9.figshare.4112100.v1
title: Game Tebak Bangun_Diny Anggriani Adnas

description: Kesebangunan dan kekongruenan biasanya digunakan untuk membandingkan dua buah bangun datar (atau lebih) dengan bentuk yang sama. dua buah bangun datar dapat dikatakan sebangun apabila panjang setiap sisi pada kedua bangun datar tersebut memiliki nilai perbandingan yang sama. Sedangkan kongruen memiliki konsep yang lebih mendetail, apabila dua buah (atau lebih) bangun datar memiliki bentuk, ukuran, serta besar sudut yang sama barulah mereka dapat disebut sebagai bangun datar yang kongruen. Kesebangunan dan Kekongruenan sebenarnya memiliki konsep yang sederhana. Akan tetapi apabila kita tidak memahaminya dengan baik, terkadang kita terbalik dalam mendefinisikan keduanya. Game tebak ruang ini dirancang agar memudahkan siswa dalam memahami konsep Kesebangunan dan Kekongruenan. Siswa menjadi lebih mudah dalam mengenali bangun – bangun datar yang sebangun atau tidak sebangun dan mengenali bangun datar yang kongruen ataupun tidak kongruen. Dikemas menjadi game yang menarik sehingga siswa menjadi lebih mudah mengerti konsep materi tersebut. <br>
DOI: 10.6084/m9.figshare.6621590.v1
title: Data File 2.csv

description: Complete segmented
DOI: 10.6084/m9.figshare.1187591.v1
title: Biol 2050 WK 3 Field Dataset 1

description: A sample of plant populations and communities were collected into a dataset from the grasslands area at York University Keele Campus on Friday, September 26, 2014. The weather was warm; 23 degrees Celsius and sunny. Data was collected in both sunny and shady areas of the grassland. Quadrats made of metal were placed in vegetation on the ground to record plant diversity. Quadrats were randomly placed in order for samples of data to be free from bias. Data was measured quickly and visually, and was recorded with pencil and paper by Jenna Teixeira and Arlene Tran. The data measured was total abundance of plants, total number of different plant species, total cover of all vegetation, and total cover of grasses, within a quadrat. Total cover of all vegetation and total cover of grasses was measured by a percentage. Samples of quadrats was recorded and measured 25 times.
DOI: 10.6084/m9.figshare.1528785.v3
title: 8p H3K27me3 # 2

description: Green is RNA FISH using a probe against XIST RNA. Red is an anti-H3K27me3 antibody. Blue is DAPI. These images were used to calculate data shown in Table 2.
DOI: 10.6084/m9.figshare.2065809.v1
title: Experiment: Stimulus

description: Stimulus Materials for QJE Paper: How social and non-social information influence classification decisions: A computational modeling approach