cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1591486.v2
title: The effect of soil moisture and plants on insect diversity and abundance

description: This experiment was done at Danby grassland, York university, to determine whether plant species and soil conditions affect insect species diversity and abundance. The data was collected over two days. The temperature on October 12, 2015 was 11°C with cloudy sky and little sunlight. On October 19, 2015, the temperature was 14 °C with cloudy sky and some rain. My group members Nicole, Michael, Tonia and I split up into two groups. Nicole and I partnered up to collect the necessary data for this experiment The materials used in this experiments were a sweep net, a transect and a tape measure. The experiment started with laying down 20 meters long transect on one side of the field. Then, a 1-meter long measuring tape was placed perpendicular to the transect belt. We then caught as many insects as possible with sweep net within that 1-meter range for 2 minutes. The total number of insects caught, the insect RTUs (recognizable taxonomic units), and different plant species number within this range was recorded. Also, soil moisture in the center of the transect was also recorded ranging from 0 to 4 (0 being very dry to 4 being extremely moist). We then moved about 2 meters away from our first transect to set up our second. No random number generator application was used in this experiment, as we ended up collecting data from the entire grassland, and did not miss any spot. In two days, Nicole and I repeated this method 60 times. At the end of the experiment, we had 120 replicates in total from both groups to test our hypothesis. After analyzing the data above, we will be able to observe if there is a correlation between these three variables.
DOI: 10.17632/jbs2y2grd8
title: Bibliometric Analysis on the Effectiveness of Gamification in Education with the Software HistCite
DOI: 10.6084/m9.figshare.13336862.v1
title: Metabolic perturbation associated with COVID 19 disease severity and SARS CoV-2 replication

description: Metabolomics data set of the manuscript titled "Metabolic perturbation associated with COVID‑19 disease severity and SARS‑CoV-2 replication"
DOI: 10.6084/m9.figshare.22758134.v1
title: Phylogenetic placement of Scaphopoda

description: Phylogenetic placement of Scaphopoda
DOI: 10.6084/m9.figshare.22778162.v1
title: Data for experimental exploration of thermal comfort under MZOCC in an open-plan office

description: This folder contains data used in the publication "Evaluation of thermal comfort and age of air on employing micro zonal air-conditioning in an existing open-plan office in India" published in Science and Technology for the Built Environment.
DOI: 10.6084/m9.figshare.6477782.v6
title: Twitter corpus of Resource-Scarce Languages for Sentiment Analysis and Multilingual Emoji Prediction

description: This dataset is created by leveraging the social media platforms such as twitter for developing corpus across multiple languages. The corpus creation methodology is applicable for resource-scarce languages provided the speakers of that particular language are active users on social media platforms. We present an approach to extract social media microblogs such as tweets (Twitter). We created corpus for multilingual sentiment analysis and emoji prediction in Hindi, Bengali and Telugu. Further, we perform and analyze multiple NLP tasks utilizing the corpus to get interesting observations.
DOI: 10.6084/m9.figshare.7672343.v1
title: Additional file 7: of Exploitation of reverse vaccinology and immunoinformatics as promising platform for genome-wide screening of new effective vaccine candidates against Plasmodium falciparum

description: The PPC value of individual epitope of epitope ensemble designed from GDPAA and experimentally known epitope (EKE) of P. falciparum. (XLSX 11â kb)
DOI: 10.17632/bf76cyncdj
title: Data for: Developing a Holocene tephrostratigraphy for northern Japan using the sedimentary record from Lake Kushu, Rebun Island

description: Major element glass chemistry and glass standards for distal tephras identified in Lake Kushu and proximal deposits of Changbaishan volcano.
DOI: 10.6084/m9.figshare.25108337.v1
title: Dataset files for reviewing

description: Dataset of water quality and GHG concentration in an urban lake.
DOI: 10.6084/m9.figshare.25610667.v1
title: Supplementary Material for: Intervention Bundle for Optimization of Procedural sedation for Newborns undergoing Magnetic Resonance Imaging: A Single Center Quality Improvement Project in Qatar

description: Introduction
Magnetic resonance imaging (MRI) is a common procedure in tertiary care Neonatal intensive care units (NICU). MRIs aid in detailing structural anatomy and are increasingly utilized for prognostication. Keeping babies calm and motion-free in the MRI suite is challenging, and various approaches have been adopted to obtain the best image quality. We share our experience with the intervention bundle for procedural sedation and the novel use of buccal midazolam in our NICU for babies undergoing MRI.

Methods
This single-center quality improvement project comprised of two epochs. Epoch 1 from April 2018 to December 2020 provided baseline data regarding sedation use and helped identify causes for suboptimal images and the adverse event rate. Following the implementation of an interventional bundle comprising specific midazolam dose recommendations tailored to background risk factors and streamlining the procedural sedation process, similar comparative data was collected in Epoch 2 (May 2021 to December 2022) after a washout period.

Results
Of 424 patients, 238 and 108 had MRI done under either procedural sedation protocol or feed and wrap technique in Epoch 1 and 2, respectively. After excluding babies whose MRIs were performed under sedative infusions, 30 (13%) babies had adverse events in Epoch 1, while only 8 (7%) events occurred in Epoch 2. There was also a 37% improvement in the documentation of procedural sedation between the two epochs.

Conclusion
Procedural sedation with buccal midazolam under neonatologist supervision is safe, efficient, and effective in babies undergoing MRI in this single-center study. More extensive studies may be warranted to assess the suitability of this sedation modality for broader use.
DOI: 10.6084/m9.figshare.23574855.v1
title: Arctic cyclones have become more intense and longer-lived over the past seven decades

description: Datasets created and used for the paper:Zhang, X., Tang, H, Zhang, J., Walsh, J. E., Roesler, E. L., Hillman, B., Ballinger, T. J. & Weijer, W. Arctic cyclones have become more intense and longer-lived over the past seven decades. Commun. Earth Environ. https://doi.org/10.1038/s43247-023-01003-0 (2023).<br>EnCAI-Jan1950-Dec2021.txt: Monthly Energy-based Arctic Cyclone Activity (EnCAI) Index from January 1950 – December 2021.Count_SLP_Bins_Winter.dat: The Arctic cyclone count anomalies for winter (October – March) from 1950/51 – 2020/21.Count_SLP_Bins_Summer.dat: The Arctic cyclone count anomalies for summer (April – September) from 1950 – 2021.Duration_SLP_Bins_Winter.dat: The Arctic cyclone duration anomalies for winter (October – March) from 1950/51 – 2020/21.Duration_SLP_Bins_Summer.dat: The Arctic cyclone duration anomalies for summer (April – September) from 1950 – 2021.Freq_Winter_1985-86-2020_21.dat: Spatial frequencies of strong cyclones during winter (October – March) from 1985/86 – 2020/21.Freq_Winter_1950-51-1984-85.dat: Spatial frequencies of strong cyclones during winter (October – March) from 1950/51 – 1984/85.Freq_Winter_Diff.dat: Differences of the spatial frequencies of winter strong cyclones between 1985/86 – 2020/21 and 1950/51 - 1984/85.Freq_Summer_1986-2021.dat: Spatial frequencies of strong cyclones during summer (April - September) from 1986 – 2021.Freq_Summer_1950-1985.dat: Spatial frequencies of strong cyclones during summer (April - September) from 1950 – 1985.<br>Freq_Summer_Diff.dat: Differences of the spatial frequencies of summer strong cyclones between 1986 – 2021 and 1950 - 1985.EGR.nc: Climatological mean Maximum Eady Growth Rate (EGR) for winter (October - March) from 1950/51 - 1984/85 and from 1985/86 - 2020/21; Climatological mean Maximum Eady Growth Rate (EGR) for summer (April - September) from 1950 - 1985 and from 1986 - 2021; Differences of winter and summer EGRs between the two multidecadal time periods.z500.nc: Climatological mean 500 hPa Goepotential Height (GHT) for winter (October - March) from 1950/51 - 1984/85 and from 1985/86 - 2020/21; Climatological mean 500 hPa Goepotential Height (GHT) for summer (April - September) from 1950 - 1985 and from 1986 - 2021; Differences of winter and summer 500 hPa GHTs between the two multidecadal time periods.z300.nc: The same as z500.nc, but for 300 hPa.z50.nc: The same as z500.nc, but for 50 hPa.PV300.nc: Climatological mean 300 hPa Geopotential Vorticity (PV) for winter (October - March) from 1950/51 - 1984/85 and from 1985/86 - 2020/21; Climatological mean 300 hPa Goepotential Vorticity (PV) for summer (April - September) from 1950 - 1985 and from 1986 - 2021; Differences of winter and summer 300 hPa PVs between the two multidecadal time periods.<br>Note: the data files ending with "txt" and "dat" are in ascii format and with "nc" are in NetCDF format.<br>
DOI: 10.6084/m9.figshare.24588102.v2
title: Dataset for Abrupt ecological shift and recovery trajectory of a peri-urban lake in the Anthropocene: Insights from paleoecology and modeling projection

description: This dataset for the article DOI: 10.1029/2024WR038925
DOI: 10.17632/3hhdwz56c8
title: Researcher’s mobility in location and disciplinary focus: Bibliometric data utilization for Finland-based scholars for the duration of 2008-2018

description: Scientific discoveries are a result of global collaboration and often collaborations are multidisciplinary in nature. A core element of these successful collaborations will materialize trough researcher’s mobility in location and disciplinary focus. Researchers experience a numerous opportunity to practice locational mobility throughout their carriers as well as conducting a multidisciplinary research. Both changes have short- and long-term impact on individual researchers and science, technology and innovation system which has immediate interest for public and private research and development funding mechanisms. With advancement in data science tools and increasing of computational capacities, we are able to utilize bibliometric data for calculating researcher’s mobility on location and disciplinary focus over time. We looked at Finland as a case and by incorporating the analytical procedures, the processed data is capable to deliver insights for researchers mobilities between cities over time as well as disciplinary change over the course of time. The dataset is consists of identified Finland based scholar’s mobility (location and disciplinary focus) over the courses of 10 years (2008-2018). Clarivate Analytics’s Web of Science (WoS) is selected as the data source for compiling the dataset. We consider the WoS to be a more appropriate database for our compiled data set for several reasons. First, as a global citation database and comprehensive platform with over 159 million records and over 1.7 billion cited references, the WoS can track ideas across time and disciplines. Second, comparative and longitudinal studies have shown a consistent and reasonably stable quarterly growth for both publications and citations in the WoS Core Collection database. Third, WoS data structure is favorable so to consistently construct the scholars change of affiliation and subject category focus much accurately compared to other indexing services. We used the ”Advance Search” in the Web of Science and selected Core Collection database in order to search for all publication types between 2008-2018 where at least one of the authors has been based in Finland. From the raw bibliometric data retrieved, certain procedure took place so analyze, filter, clean and process the change of authors’ affiliation over their career trajectory also picking up the occasions where disciplinary focus has changed in authors publication profile. This dataset can reveal hidden dynamics on scholar’s career progress. The dataset (if) combined with funding information and mission-oriented policies can evaluate the long-lasting effect of instruments in mobilizing researchers, steering research agendas and consequently the resulted impacts. The final data set is provided in four individual XLSX files.
DOI: 10.17632/6n6kxj376j
title: System-dynamic model of FMCG logistics processes

description: This data created for modelling distribution supply chain in FMCG on VenSim PLE software.
DOI: 10.17632/ddm4p755yj
title: Supplemental Material for Delays in Surgical Treatment of Melanoma are Associated with Worsened Overall and Melanoma-specific Mortality: A Population-based Analysis

description: The material contained herein is supplementary to the article named in the title, which is to be found in the Journal of the American Academy of Dermatology.
DOI: 10.17632/ks4n98r5xn
title: Battery SOH estimation

description: This folder contains the raw battery data, processed data, code (including LSTM, RBF, PSO-RBF, WOA-RBF), and code for processing the results of four algorithms.If the results in LSTM, RBF, PSO-RBF, and WOA-RBF are inconsistent with the results in the 'code for processing the results of four algorithms' folder, this is a normal phenomenon because machine learning algorithms have differences in the results of each training. Please run multiple times until the results are consistent with the results in the above folder.
DOI: 10.17632/n7cb3f53g9
title: Testing Dataset for Fast Background Segmentation of the Head and Upper Body

description: Portrait segmentation is the process whereby the head and upper body of a person is separated from the background of an image or video stream. This is difficult to achieve accurately, although good results have been obtained with deep learning methods which cope well with occlusion, pose and illumination changes. These are however either slow or require a powerful system to operate in real-time. We present a new method of portrait segmentation called FaceSeg which uses fast DBSCAN clustering combined with smart face tracking that can replicate the benefits and accuracy of deep learning methods at a much faster speed. In a direct comparison using a standard testing suite, our method achieved a segmentation speed of 150 fps for a 640x480 video stream with median accuracy and F1 scores of 99.96% and 99.93% respectively on simple backgrounds, with 98.81% and 98.13% on complex backgrounds. The state-of-art deep learning based FastPortrait / Mobile Neural Network method achieved 15 fps with 99.95% accuracy and 99.91% F1 score on simple backgrounds, and 99.01% accuracy and 98.43 F1 score on complex backgrounds. An efficacy-boosted implementation for FaceSeg can achieve 75 fps with 99.23% accuracy and 98.79% F1 score on complex backgrounds.
DOI: 10.6084/m9.figshare.22284913.v1
title: Supplementary Material for: Cognitive behavioral therapy for late life depression (CBTlate): results of a multicenter, randomized, observer-blinded, controlled trial

description: Introduction: Different psychotherapeutic interventions for late-life depression (LLD) have been proposed, but their evaluation in large, multicenter trials is rare. Objective: The present study evaluated the efficacy of a specific cognitive behavioral therapy for LLD (LLD-CBT) in comparison with an unspecific supportive psychological intervention (SUI), both administered in a specialist psychiatric outpatient setting. Methods: In this randomized, controlled, parallel group trial we recruited participants (≥ 60 years) with moderate to severe depression at 7 trial sites in Germany. Participants were randomly assigned to LLD-CBT or SUI. The primary outcome was depression severity at the end of treatment measured by change on the Geriatric Depression Scale (GDS). Secondary outcomes included change in observer-rated depression, anxiety, sleep ratings, and quality of life throughout the treatment phase and at 6-month follow-up. Results: Between October 1, 2018, and November 11, 2020, we randomly assigned 251 patients to either LLD-CBT (n=126) or SUI (n=125), of whom 229 provided primary outcome data. There was no significant between-group difference in the change in GDS scores at the end of treatment (estimated marginal mean difference −1.01 [95% CI -2.88 to 0.86]; p=0.287). Secondary analyses showed significant improvements in several outcomes after 8 weeks and at follow-up in both treatment arms. Conclusions: Our data suggest that LLD-specific CBT and unspecific supportive treatment both provide clinical benefit in patients with moderate to severe LLD without evidence for superiority of LLD-CBT.
DOI: 10.6084/m9.figshare.22336465.v1
title: Lauerwald et al. 2023 GBC Repository.xlsx

description: This data set represents a collection of previously published global scale estimates of inland water greenhouse gas (carbon dioxide, methane, nitrous oxide) emissions. The estimates are listed together with literature refrences. The data was collected for a review paper published in Global Biogeochemical Cycles.
DOI: 10.6084/m9.figshare.27292140.v1
title: Stress responsive glycosylphosphatidylinositol-anchored protein SsGSP1 contributes to <i>Sclerotinia sclerotiorum</i> virulence

description: Fungal cell wall acts as a defense barrier, shielding the cell from varying environmental stresses. Cell wall proteins, such as glycosylphosphatidylinositol (GPI)-anchored proteins, are involved in swift and appropriate responses to minor environmental changes in fungi. However, the roles of these proteins in the pathogenic <i>Sclerotinia sclerotiorum</i> remain largely unexplored. Here, we identified a novel GPI-anchored protein in<i> S. sclerotiorum</i>, SsGSP1, comprising a Kre9_KNH domain. <i>SsGSP1</i> was upregulated during infection, and the loss-of-function mutants of <i>SsGSP1</i> exhibited the compromised cell wall integrity and reduced β-glucan content. During inoculation on <i>Arabidopsis thaliana</i>, <i>Nicotiana benthamiana</i>, and <i>Brassica napus</i>, the <i>SsGSP1</i>-deletion strains demonstrated the decreased virulence. The transgenic<i> A</i>.<i> thaliana</i> line carrying the sRNA targeting <i>SsGSP1</i> enhanced resistance to <i>S. sclerotiorum</i> via Host-Induced Gene Silencing (HIGS). The <i>SsGSP1</i>-deficient strains displayed the heightened sensitivity to various stresses, including osmotic pressure, oxidative stress, and heat shock. The yeast two-hybrid and BiFC assays confirmed that SsGSP1 interacted with the key stress-related proteins catalase SsCat2, heat shock protein Sshsp60, and ABC transporter SsBMR1. Accordingly, transcriptome analysis revealed that the disruption of <i>SsGSP1</i> downregulated the expression of genes involved in oxidative stress response, heat shock response, and chemical agent resistance. These results collectively delineate the intricate role of GPI-anchored protein SsGSP1 in β-glucan, cell wall integrity and virulence, and may act as a potential surface sensor to elicit signal transduction in response to environmental stresses in<i> S. sclerotiorum</i>.
DOI: 10.6084/m9.figshare.3552129.v1
title: Appendix B. Additional methods and results for multiple imputation analyses.

description: Additional methods and results for multiple imputation analyses.
DOI: 10.6084/m9.figshare.13614509.v1
title: QUESTIONNAIRE ON KNOWLEDGE MANAGEMENT TOWARDS ENHANCING ACADEMIC PERFORMANCE

description: Tertiary institution has in its possession a whole heap of knowledge flow that calls for proper management in developing countries especially in this era of knowledge economy. This study aims at empirically examining the influence of knowledge management on academic performance in Nigeria south-west tertiary institutions with a particular attention on awareness level and responsible factors to effective knowledge management and its influence on academic performance. Also the study sought to develop a model for successful knowledge management implementation in Nigeria tertiary institutions.<br>The study adopted mixed methods and survey method by employing stratified random sampling to select 11 out of 46 tertiary institutions in south-west Nigeria and purposive sampling to select 50 respondents from each institution. The closed questionnaire was designed using Likert scaling system but both the closed and open ended questionnaires were administered on the total sample population of 550. While qualitative data was analysed with content analysis, the demographic and quantitative data were analysed with SPSS version 21 over frequency count, percentage score, pie chart, Chi-Square test (X2), exploratory factor analysis, Pearson correlation, linear regression analysis and multiple regression analysis.<br>The result showed that positive and linear significant relationship exist between knowledge management capabilities (process, enabler and strategy) and knowledge management success as well as academic performance, thereby suggesting that; (1) knowledge management capabilities has a positive influence on knowledge management success and academic performance thereby acting as catalyst to them. (2) Knowledge management success has positive influence on academic performance key indicators. Therefore, for knowledge management to move from developing phase to developed phase in Nigerian institutions, the education sector must adopt and integrate these knowledge management catalysts (process, enabler and strategy) to enhance academic performance. <br><br>
DOI: 10.6084/m9.figshare.5537323.v1
title: Eye Movement Artifact Dry EEG Datasets

description: Datasets containing EEG.mat structures with raw (unprocesed) data, channel locations, and data characteristics. Data contains eye movement artifacts used to train and test SVM classifier.
DOI: 10.17632/hswn9y67rn
title: Methodology for Conference Proceedings Assessment: a Conference Proceedings Dataset

description: This dataset represents the alternative approach to research evaluation based on conference proceedings data. It contains data of 171 conference proceedings in 15 subject areas. More than half of the proceedings belong to Computer Science and Engineering. An SJR-based approach allowed us to allocate the conference proceedings into categories Q1, Q2, Q3, Q4 by analogy with journal quartiles. We would like to stress the importance of using subject-specific quartiles for conferences because the significance of the same conference in different communities varies. Thus, a conference can belong to several subject areas and can have different quartiles there. Most high-quality conference proceedings are observed in Computer Science and Engineering. It is important to note that the list reflects only non-journal and non-book sources. We have evaluated conference proceedings, not the conferences themselves (exclusively bibliometric data are not enough to assess conferences). Such a quantitative assessment may be a convenient auxiliary tool, but it does not eliminate the need for expert evaluation.
DOI: 10.6084/m9.figshare.5845083.v1
title: NaPiRE Data Set 2014

description: Data from the NaPiRE run 2013 in 10 countries. The data set includes: (1) codebooks and instrumentation, (2) complete data export, and the results of the (3) manual coding sheets. Further data, analysis scripts, or explanations upon request. Further information on the overall project can be taken from the website www.re-survey.org<br>