cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21954/ou.rd.28457447.v1
title: INTiLE Framework

description: A framework for Introducing New Technologies into Law Enforcement (INTiLE).This dataset provides an overview to the framework, copies of the interview transcripts used to develop the framework, the framework itself and a feedback form for those evaluating the framework to provide their thoughts and considerations regarding the framework.The documents include:INTiLE Overview: a pdf overview of the INTiLE framework covering the background, purpose, how to use the framework, when to use the framework, who should use the framework, why use the framework, what the framework should not be used for and providing feedback.INTiLE Interview Transcripts: pdf copies of the interview transcripts of the 14 people (including end users, middle managers, senior managers, executive leaders, specialists, regulators and an international perspective) interviewed as part of the development of the INTiLE framework.The INTiLE framework: in xlsx format to enable use of the framework and pdf format for ease of reference.INTiLE Framework - Feedback Form: a docx form enabling feedback to be provided by those evaluating/testing/using the framework.
DOI: 10.6084/m9.figshare.13139906.v3
title: Supporting data for Tradeoff of CO2 and CH4 emissions from global peatlands under water-table drawdown

description: data_revision1.csv collects flux measurements from water table manipulation experiments listed in Reference.doc. site_chara_filled_revision1.csv collects site characteristics, soil, climate, management and topographic information. data_in_shape_permu_revision1.r is the script that combines previous two csv datasets and reorganize it into high-low water table pair for each flux. data_in_shape_permu_revision1.r generate files XXXX_ final_data_revision1.csv that are used in analysing and plotting. pred_nee_future_map_rev2_full.py and pred_ch4_future_map_rev2_long_full.py generate gridded global predictions of future CO<sub>2</sub> and CH<sub>4</sub> in response to water table drawdown through machine learning models (random forest) trained by the collected water table manipulation experimental datasets. Code in the uncertainty folder combines bootstrap resampling and ensemble predictions to generate 95% confidence intervals. For the response of CO<sub>2</sub>, the code randomly sampled 80% of observation samples to build one random forest model. This random model was then used to make future predictions with different combinations of predictor datasets. This bootstrap resampling, random forest model building and future prediction was repeated 200 times. In total, the code generated 25200 (200 x 21 CO<sub>2,initial</sub> datasets x 2 WTD<sub>initial</sub> datasets x 3 Climate datasets) ensemble members and estimated the 95% interval as the indicator of prediction uncertainty. For the response of CH4, the code generated 8400 ensemble members through 200 times bootstrap resampling, 7 CH<sub>4,initial</sub> datasets, 2 WTD<sub>initial</sub> datasets and 3 climate datasets. Scripts in the “Figures” folder are used to generate figures in the main text and the supplementary information with, FigureS referring to figures in supplementary information. delta_rcp85_figshare.nc stores means and the 95% confidence intervals of future CO<sub>2</sub> and CH<sub>4 </sub>emissions in response to water table drawdown across the globe under RCP8.5 climate conditions, in unit of mg CO<sub>2</sub>-eq m<sup>-2</sup> h<sup>-1</sup>. delta_rcp26_figshare.nc stores means and the 95% confidence intervals of the response under RCP2.6 conditions. We assume CH<sub>4</sub> has a global warming potential that is 25 times CO<sub>2</sub> over a 100-year time horizon. Note for site_chara_filled_revision1.csv WT: &gt;0 below soil surface; &lt;0 above soil surface Flux: positive sign = release gas to the atmosphere Manipulation length: s: within 1 year; m, 1-10 years; l, &gt;10 years Arctic: North of 66.5N; Boreal, 50-66.5; Temperate, 30-50; tropical, -30 – 30 CH<sub>4</sub>, unit, µg m<sup>-2</sup>h<sup>-1</sup> CO<sub>2</sub>, unit, mg m<sup>-2</sup>h<sup>-1</sup> <br>
DOI: 10.6084/m9.figshare.14279449.v1
title: A Strategy for Stress Reduction among Medical Students

description: Abstract: Introduction: Undergraduate medical students experience a considerable amount of stress, which can negatively affect their learning, motivation and contact with patients. Some techniques and practices for stress management and reduction, such as meditation, have been recommended and used in medical schools. This study evaluated the effects of a Stress Reduction and Empathy Development Program in Medicine (REDEMED©) on participants’ perception of stress and possible support groups. Method: This is a quasi-experimental trial whose sample comprised 40 students in a control group and 47 students in an intervention group. The students in the intervention group participated in eight weekly sessions lasting two hours each. The course hours were divided into: 30 minutes of theoretical content on how stress influences one’s health, 60 minutes of interpersonal practices and 30 minutes of yoga and meditation practices. Both groups, before and after the program, answered the questionnaire on perceived stress (PSS - Cohen’s scale). Results: After the eight weekly meetings, the intervention group showed significant improvement (p = 0.030), showing that participation in the REDEMED© course proved to be effective in stress control among the students in the study. The students were also questioned about their self-perception of whether or not they felt they were supported by any other groups. The three support groups most often referred to by the students, in both the intervention and the control group, were: friends/family, the Students’ Union and their sports team. After eight weeks, while the control group still referred to the same groups, the intervention group mentioned friends/family, REDEMED© and the Students’ Union. Conclusion: This study showed that the REDEMED© program, meeting for eight weeks using meditation as its central technique, was effective in reducing the stress perceived by medical students who participated in this intervention when compared to the control group (p = 0,000). Integrative and complementary practices can be an important tool within medical schools, empowering students to better cope with the stress they are exposed to throughout the course.
DOI: 10.6084/m9.figshare.14564424.v5
title: data.csv

description: We selected the Python Language Learning Community at Baidu Tieba, an online learning community that is devoted to Python language learning. We crawled the data of users' posts and replies in this community during 2016 and 2020 and obtained a total of 130,535 posts.
DOI: 10.6084/m9.figshare.1539632.v1
title: Síntese dos estudos florísticos e fitossociológicos realizados no semiárido brasileiro - Material Suplementar

description: Material suplementar online ao capítulo de livro "<em>Síntese dos estudos florísticos e fitossociológicos realizados no semiárido brasileiro</em>", publicado no livro "<em>Fitossociologia no Brasil, volume II</em>", da editora UFV. O referido capítulo compilou e analisou o conjunto de dados florísticos e fitossociológicos disponíveis na literatura para a vegetação do semiárido brasileiro até a data limite de 2011. A base de dados gerada para o capítulo está disponível aqui em texto (em formato ODT e DOCX) e planilha eletrônica (em formato ODS), para facilitar a consulta ou reorganização dos dados pelo leitor. Para citar esses dados, favor citar o capítulo de livro correspondente: Moro, M.F.; Araújo, F.S.; Rodal, M.J.N. & Martins, F.R. (2015) <em>Síntese dos estudos florísticos e fitossociológicos realizados no semiárido brasileiro</em>. In: Eisenlohr, P.V.; Felfili, J.M.; Melo, M.M.R.F.; Andrade, L.A.; Meira Neto, J.A.A. (eds) Fitossociologia no Brasil: métodos e estudos de caso. Vol. II. Editora da Universidade Federal de Viçosa, Viçosa, pp 412–451.
DOI: 10.17608/k6.auckland.28693157.v1
title: Supplementary Tables for Thesis

description: Supplementary Tables for the PhD thesis 'Interpreting Genetic Variants in the Context of Autism' by Catriona Miller. Tables are uploaded as Excel files containing all supplementary tables for each chapter (2-4) separately.
DOI: 10.6084/m9.figshare.23650470.v1
title: <strong>Decadal soil warming decreased vascular plant above- and below-ground production in a subarctic grassland by inducing nitrogen limitation</strong>

description: The database were derived from a field soil warming experiment in a subarctic grassland located in Iceland.
DOI: 10.6084/m9.figshare.26771629.v1
title: Terahertz Absorber Datasets and Code

description: In this work we proposed a graphene based THz absorber. we also employed machine learning methods to optimize sensor.
DOI: 10.6084/m9.figshare.28233149.v1
title: BASE REVISION SISTEMATICA

description: The use of Artificial Intelligence tools in language education is an emerging trend in educational settings. Existing literature highlights the potential of AI applications to enhance English as a Foreign Language (EFL) learners' skills, including receptive and productive abilities, vocabulary acquisition, and intercultural awareness. Despite these promising outcomes, systematic reviews exploring how AI technologies contribute to the development of critical thinking in EFL students remain limited. This systematic review examines the contributions of AI tool implementation to the development of critical thinking in EFL students, identifying the methodologies used and findings obtained across different educational contexts. Articles from reputable journal databases such as ERIC, Scopus, Scielo, WOS, and Science Direct were screened by reviewing titles, abstracts, and full texts. Of the 1,319 articles analyzed, only 30 published between 2015 and 2024 were found relevant to the research topic. The findings suggest the potential of AI tools in fostering critical thinking when thoughtfully integrated with pedagogical strategies in the EFL classroom. Future research could explore the long-term effects of AI tools on critical thinking and address ethical and cultural challenges to ensure equitable adoption.
DOI: 10.6084/m9.figshare.9974609.v2
title: Supplementary materials for: Sidorov et al., 2020

description: <b>Supplementary materials for: Sidorov D.A., Labay V.S., Gontcharov A.A. 2020. New species and records of the subterranean amphipod genus <i>Pseudocrangonyx</i> Akatsuka and Komai (Crustacea: Pseudocrangonyctidae), representing the northernmost distribution of the group. Journal of Natural History.</b> 1) SEM.ZIP - scanning electron microphotographs 2) script.zip - for GMT 4.5.14. with location of the sampling sites 3) seqs_Pseudocrangonyx.fas - FASTA alignment dataset 4) COI-tree(unrooted).pdf - BioNJ tree inferred from COI alignment dataset
DOI: 10.17632/zf2bcv62vw
title: 2018 snow data in the city of Jelgava

description: Snow data collected in 2018. Analyzed with and without dust.
DOI: 10.6084/m9.figshare.11769972.v1
title: Predictive value of metabolomic biomarkers for cardiovascular disease risk: a systematic review and meta-analysis

description: <b>Background:</b> Metabolomic analysis aids in the identification of novel biomarkers by revealing the metabolic dysregulations underlying cardiovascular disease (CVD) aetiology. The aim of this study was to evaluate which metabolic biomarkers could add value for the prognosis of CVD events using meta-analysis. <b>Methods:</b> The PRISMA guideline was followed for the systematic review. For the meta-analysis, biomarkers were included if they were tested in multivariate prediction models for fatal CVD outcomes. We grouped the metabolites in biological classes for subgroup analysis. We evaluated the prediction performance of models which reported discrimination and/or reclassification statistics. <b>Results:</b> For the systematic review, there were 22 studies which met the inclusion/exclusion criteria. For the meta-analysis, there were 41 metabolites grouped into 8 classes from 19 studies (45,420 subjects, 5954 events). A total of 39 of the 41 metabolites were significant with a combined effect size of 1.14 (1.07–1.20). For the predictive performance assessment, there were 21 studies, 54,337 subjects, 6415 events. The average change in <i>c</i>-statistic after adding the biomarkers to a clinical model was 0.0417 (SE 0.008). <b>Conclusions:</b> This study provides evidence that metabolomic biomarkers, mainly lipid species, have the potential to provide additional prognostic value. Current data are promising, although approaches and results are heterogeneous.
DOI: 10.6084/m9.figshare.1309953.v1
title: Main Dataset for "Evolution of Popular Music: USA 1960–2010"

description: This is a large file (~20MB) called EvolutionPopUSA_MainData.csv, in comma-separated data format with column headers. Each row corresponds to a recording. The file is viewable in any text editor, and can also be opened in Excel or imported to other data processing programs. Below is a list of the column headers, with annotations. <strong>public_id</strong><br>unique ID of the recording <strong>artist_name</strong><br>name of the recording artist <strong>artist_name_clean</strong><br>artist name all upper case, no spaces, with secondary artists ("featuring") removed. <strong>track_name</strong><br>name of the track, i.e. usually name of the song <strong>first_entry</strong><br>date of the first entry into the Billboard Hot 100 <strong>quarter, year, fiveyear, decade</strong><br>transformations of first_entry to coarser time periods <strong>era</strong><br>era the track belongs to (1,...,4), as determined by Foote segmentation on the PC data (see below) <strong>cluster</strong><br>cluster membership of the track, as derived by k-means clustering on the PC data (see below) <strong>hTopic_01, ... , hTopic_08</strong><br>harmonic Topic weights, see description in the paper <strong>tTopic_01, ... , tTopic_08</strong><br>timbral Topic weights, see description in the paper <strong>PC1, ... , PC14</strong><br>principal components of the harmonic and timbral Topics <strong>harm_…</strong><br>193 columns of chord change counts; the chord change is indicated in the column label (e.g. harm_M.2.M means major chord followed by another major chord 2 semitones up). <strong>timb_01, ... , timb_35</strong><br>35 columns of timbre class counts (see description in supplementary information)
DOI: 10.6084/m9.figshare.25706898.v2
title: <b>Demographic and Injury Characteristics as Potential Risk </b><b>Factors for Anterior Cruciate Ligament Injuries: A Multicentric Cross-Sectional Study</b>

description: <b>Abstract: </b><b>Background:</b> Anterior cruciate ligament (ACL) injuries are prevalent and can have debilitating consequences, with various factors potentially influencing their occurrence. This multicentric study aimed to comprehensively analyze the epidemiological characteristics of ACL injuries. We hypothesized that specific patient characteristics, such as age, sex, body mass index (BMI), and sports involvement, would be associated with distinct injury patterns and risk profiles. <b>Methods:</b> This cross-sectional study analyzed the medical records of 712 patients aged 15–60 diagnosed with ACL rupture. Data on demographics, injury mechanisms, associated injuries, graft type, and sports involvement were collected. <b>Results:</b> The majority of patients were male (93.1%), aged 15–30 years (80.2%), and overweight (66.7%). Autografts were the predominant graft choice (96.07%). Associated injuries were present in 79.5% of cases, with medial meniscus ruptures being the most common (37.36%). Sports-related (49.3%) and non-sports-related (50.7%) injuries were nearly equal, with non-contact injuries more prevalent (71.1%). In the sports-related subgroup, associated injuries emerged as a significant risk factor for ACL rupture (<i>p</i> = 0.014, OR = 1.596, 95% CI: 1.101–2.314), whereas non-contact mechanisms showed borderline significance (OR = 0.75, <i>p</i> = 0.09). Moreover, younger athletes were more susceptible to sports-related injuries (<i>p</i> = 0.024), with football being the primary sport involved. <b>Conclusions: </b>This study identified a high prevalence of concomitant injuries with ACL injury, which increased the risk of ACL injury, particularly in sports-related cases. Age-related differences in injury patterns highlight the need for age-appropriate preventive measures, especially for younger athletes participating in high-risk sports. This underscores the need for comprehensive injury assessment, targeted prevention strategies, and optimized clinical management approaches tailored to different populations’ specific characteristics and risks.<b>Keywords: </b>anterior cruciate ligament; ACL injury; sports injury; risk factors; injury mechanism; injury prevention<br>
DOI: 10.6084/m9.figshare.28426187.v1
title: A call to interpret disagreement components during classification assessment DATA.xlsx

description: This foresight manuscript proposes several ideas concerning how to conduct insightful classification assessment. Authors should report disagreement components that relate to the research question, without anointing results as acceptable or good. This manuscript reviews the citations of the 2011 paper entitled ‘Death to Kappa: Birth of Quantity Disagreement and Allocation Disagreement for Accuracy Assessment’, which gave two recommendations: 1 do not use Kappa and 2 use disagreement components. We analyzed 200 articles that cited the Death to Kappa paper. A quarter of the articles followed both recommendations, another quarter followed only the first recommendation, another quarter followed only the second recommendation, and the last quarter followed neither recommendation. The attempt to replace Kappa with disagreement components has been partially effective, while Kappa continues to haunt several professions. We discuss misguided uses of Percent Correct and Kappa in Remote Sensing and Land Change Modeling. The concepts are general thus relate to additional fields. Authors frequently use arbitrary thresholds of metrics to claim that results are acceptable. However, the notion that results can be acceptable or not is inherently unscientific. Scientists must use a metric that addresses a clear research question in which the scientists have no vested interest in the results.
DOI: 10.6084/m9.figshare.28924043.v2
title: Varona et al. 2025b Metabolite abundances and info

description: Compounds identified Varona et al. 2025b, including sample name, sample-specific abundances, spectral matches, analog hits, formula and NOSC value calculation.
DOI: 10.6084/m9.figshare.3516941.v1
title: Appendix A. A table showing site information on climate, soil, and plantation history.

description: A table showing site information on climate, soil, and plantation history.
DOI: 10.6084/m9.figshare.6208082.v1
title: IN VITRO PHYTOREMEDIATION OF PERSISTENT ORGANIC POLLUTANTS BY Helianthus annuus L. PLANTS

description: Plant model systems are needed to properly conduct basic laboratory studies prior to field applications of phytoremediation. In vitro plant cultures are a useful tool for such research. This study focuses on the removal and/or degradation of 24 persistent organic pollutants under in vitro conditions by Helianthus annuus L (sunflower). The main purpose of exploiting this plant for phytoremediation process is due to its strong adaptability to adverse environments conditions such as resistance to pests, disease, and others. The study of bioremediation effects of all chemical molecules under in vitro conditions showed promising results. Sixteen out of twenty-four compounds evaluated reached up to 87% for remediation. The highest accumulation of pollutants was observed in the roots, showing that these results are consistent with the current literature. Through the study, it was observed effective absorption of POPs with logKow ranging from 4.50 to 6.91. Sunflower phytoremediation process efficiently detected heptachlor, aldrin, heptachlor epoxide, trans-chlordane, chlordane, dieldrin, DDE, DDT, methoxychlor, mirex and decachlorobiphenyl.
DOI: 10.6084/m9.figshare.7476359.v2
title: Raw data for Discovery of New Mycoviral Genomes Within Publically Available Fungal RNA-seq Datasets

description: Raw data for each main and supplemental figure plus Perl and R scripts used for data processing.
DOI: 10.17632/8jnyjyybvr
title: Reshaping of new nitrogen regime by anticyclonic eddies in the northern South China Sea

description: Sampling was conducted in the northern South China Sea during July 2020, covering a spatial range of 113°E -118°E, 16°N-20°N. The data includes the nutrient concentrations (nitrate, nitrite, phosphate), dissolved organic nitrogen (DON) and particulate nitrogen (PN) concentrations, and the measurement of nitrogen isotope values. The stable nitrogen isotopic composition of nitrate + nitrite was analyzed using the "denitrifier" method for samples with [NO3-] &gt; 0.5 μmol L-1 (Sigman et al. 2001). The content and isotopic composition of PN were analyzed on a Finnigan Delta V Advantage isotope ratio mass spectrometer interfaced with a Carlo Erba NC 2500 elemental analyzer (EA-IRMS). The detection limit for N content was 0.1 μmol N on the EA-IRMS. The concentration and δ15N of DON were measured by persulfate oxidation coupled with the denitrifying bacteria method (Zhang et al. 2020). The N2 fixation rate was measured via revised 15N2 bubble method (Klawonn et al. 2015; Li et al. 2023). The upward nitrate flux in the water column using high-resolution vertical profiles of nitrate concentration and the turbulent diffusion coefficient measured by shipborne Acoustic Doppler Current Profiler (ADCP).
DOI: 10.17632/n28txk5ytp
title: Data for: No Luck for Moral Luck

description: Data for "No luck for moral luck"
DOI: 10.6084/m9.figshare.16680613.v3
title: data-SIC_Hong et al.xlsx

description: This is a dataset of soil inorganic carbon in northern China
DOI: 10.6084/m9.figshare.20025149.v2
title: Correlation analysis of components the ISSR

description: Correlation analysis of components the ISSR
DOI: 10.6084/m9.figshare.23535606.v1
title: Untitled Item

description: This is an R data package. It provides the source data for a portion of the figures in the article <br> Buelow DR, Bhatnagar B, Orwick SJ, Jeon JY, Eisenmann ED, Stromatt JC, Pabla NS, Blachly JS, Baker SD, Blaser BW. BMX kinase mediates gilteritinib resistance in FLT3-mutated AML through microenvironmental factors. Blood Adv. 2022 Sep 13;6(17):5049-5060. doi: 10.1182/bloodadvances.2022007952. PMID: 35797240; PMCID: PMC9631628. <br> It is meant to be used with the companion analysis project which can be found at https://github.com/blaserlab/flt3_aml_bakerlab. <br> Instructions for installation and use of the data package can be found on the github site. All data objects are docuemented internally with standard R help manuals.
DOI: 10.17632/6mkfvg8cmj
title: Dataset: A complex interplay between pluton emplacement, tectonic deformation, and plate kinematics in the Late Cretaceous Sierra Nevada magmatic arc, California

description: This Supplementary information contains the location of sampling and documentation sites portrayed in Figures 4–7 in the manuscript (Table S1), stereographic projections (equal area, lower hemisphere) showing anisotropy of magnetic susceptibility (AMS) data at individual sites (Figure S2), original AMS data of the Tuolumne Intrusive Complex (Tables S3-S5) and its host rocks (Table S6), overview of Cretaceous pluton fabrics and radiometric dating for central sierra Nevada (Table S7), and associated references (Text S8). The separate Item S9 includes the Matlab numerical code used for fabric modeling (Ježek and Hrouda, 2002).