cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25955/28900901.v1
title: A systematic review of preceptor's experience in supervising undergrdauate nursing students

description: Abstract Background: Preceptorship in nursing has been a valued concept in nursing. Speciality area such as mental health nursing has a massive gap in research study. To develop sturdy mental health nursing workforce, it is necessary to conduct more studies. Aim: This literature review aims to explore preceptor's experience in precepting un?dergraduate nursing students in mental health. Design: Systematic review of literature. Methods: The systematic review was conducted from January 2021 to August 2021. Population of the studies included Registered Nurses supervising nursing students in the clinical area. Only studies conducted in English were included. A systematic search using EBSCO Host databases, CINAHL Complete, MEDLINE APA Psycinfo & APA PsycArticles, has been used in this review paper. Papers were also selected from the citation reference of included papers. The new version of the PRISMA 2020 guidelines used to represent the process of selection of papers has been incorporated as part of this review. The final set of data included 14 original papers meeting the eligibility criteria which involved quantitative (n = 5), qualitative (n = 4) and mixed?method studies (n = 5). Result: Results were presented under three major themes: time-consuming, lack of recognition and need extra support. Further research is required in the mental health clinical setting to effectively explore the impact of relationships between preceptors and the preceptees. Conclusion: Preceptors reported supervising students in the clinical area has many benefits. However, some challenges they raised were increase in workload, requiring some guidance and acknowledgement from the organization
DOI: 10.6084/m9.figshare.11558973.v2
title: Long-term effects of sons in bighorn sheep

description: The file contains longitudinal data collected on female bighorn sheep at Ram Mountain, Alberta, Canada.Explanation of the different columns:id = female identifieryear = year of observationreproductive_success = whether or not a female produced a lamb surviving to 1 year of agefecundity = evidence of lactation (1 = yes, 0 = no)lamb_summer_survival = offspring survival to weaning (1 = yes, 0 = no)lamb_winter_survival = offspring survival from weaning to 1 year of age (1 = yes, 0 = no)Lamb_sex = lamb sex (0 = female, 1 = male)previous_reproductive_status = female reproductive status in preceding year (0 = failed, 1 = weaned a female, 2 = weaned a male).Longevity = standardized female longevity in yearsAge = standardized female age in yearsDensity = standardized population size in June of the year of observationearly_Nlamb = standardized number of offspring weaned by a female between 2 and 7 years of ageearly_sexratio = standardized proportion of sons weaned by a female between 2 and 7 years of age<br>
DOI: 10.6084/m9.figshare.11759433.v1
title: Additional file 1 of Cost-Constrained feature selection in binary classification: adaptations for greedy forward selection and genetic algorithms

description: Additional file 1 Run-time overview table. Median run-time in seconds for the execution of one feature selection run. All results of methods and Settings analyzed in the simulations of this paper are given rounded to two digits.
DOI: 10.6084/m9.figshare.12246218.v1
title: EEG data

description: The present item contains the EEG data of the 48 subjects included in the manuscript
DOI: 10.6084/m9.figshare.27091777.v1
title: Polymer Functionalized Perovskite Piezocomposites with Large Current Density Output Data sets.xlsx

description: The data used for plotting the figures
DOI: 10.6084/m9.figshare.28545578.v1
title: Dataset for AGILE paper "Measuring Landmark Salience in Rural Areas: A Comparative Study of Two Models"

description: This is the dataset for the AGILE paper "Measuring Landmark Salience in Rural Areas: A Comparative Study of Two Models". The paper focuses on measures for calculating the landmark salience of geographic features in rural areas. Two models are examined: one explicitly designed to identify landmarks in rural areas, and one originally focused on urban areas. The identified landmarks are compared with those from a survey. The results show that the differences between the models and the survey results are not statistically significant. The results of the two models are statistically significantly different. The first model identifies highly semantically salient geographic features as landmarks, while the second model does not consider semantic salience and prefers natural geographic features.
DOI: 10.6084/m9.figshare.28818401.v1
title: Learning_style_data

description: Learning style changing
DOI: 10.17632/kszvs7wmyg
title: URBANIZATION IN INDIA

description: Urbanization is a form of social transformation from traditional rural societies to societies. modern urban community. It's a long and continuous process. the goal of this paper aims to understand the extent, trends, and patterns of urbanization, Results in the Indian Socioeconomic Context Using Data from the Census India, LSS, 1901-2001. Both natural increase and local urban migration. It has contributed to the growth of Indian cities. The biggest contributor is in 1971-81 the natural growth rate is 41.7%, in 1981-91 it is 58.7%. net migration and Boundary changes contributed 39.4% between 1971 and 1981, decreasing to 22% Percent from 1981-91. Urbanization in India not only leads to migration, but Demographic factors also have a strong say in determining the urban population. Paper. The findings show that the value of Z was approximately 0.74 in 1991 and decreased to 0.69. Therefore, in 2001, Urban populations have become more even.
DOI: 10.17632/y2jfk63tpd
title: Asbest veins in the open pit conditions

description: Database includes 1660 images of asbestos rock-chunks with asbestos veins  taken in the different weather and day time conditions.  All Data taken in the Bazhenovskoye field, Russia. All data are labeled for instance segmentation (as well as object detection and semantic segmentation) problems and have labeling in the COCO format. The archive contains both: all data in the images folder and annotation in the annotations folder. The labeling was performed manually in the CVAT software. The image size is 2592 × 2048.
DOI: 10.6084/m9.figshare.22770212.v1
title: DNA sequences encoding mammalian expression of Staphylococcal nuclease variants

description: Sequence data evidencing synthesis and assembly of three plasmids encoding variants of the <em>Staphylococcus aureus </em>nuclease, nucB, for secretion from mammalian cells. Please open the file: "READ ME Nuclease Seq 090523.pdf" for an explanation of the plasmid design and assembly, and description of each of the sequencing files.
DOI: 10.6084/m9.figshare.23634687.v1
title: RNAseq dataset.xlsx

description: RNA was extracted from the rhizosphere samples using a PowerSoil® RNA extraction kit (Qiagen Iberia S.L., Madrid, Spain) following the manufacturer's instructions and its amount was quantified using a NanoDrop 2000 spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA). For the RNAseq experiment, the quantity and quality of RNA were verified by the Genomics and Ultrasequencing Service Unit (University of Malaga) and subsequently sequenced using NextSeq550 equipment (Illumina). The raw reads and their subsequent processing were carried out by the Centre for Supercomputing and Bioinnovation (University of Malaga). Once the expression profile was calculated, the differentially expressed genes (<em>P</em> values &lt; 0.05 and Log2 Fold Change &gt; 1 or &lt; −1) between the wild-type strain PcPCL1606 and Δ<em>darB</em> in interaction with the roots of avocado plants were obtained in order to identify possible genes regulated by HPR.
DOI: 10.6084/m9.figshare.23652000.v1
title: <strong>Repository of molecular docking analysis from the chickpea peptides with DPP-IV (PDB: 4PNZ)</strong>

description: The present repository contains the results of 46 molecular docking analysis of provicilin- and legumin-derived chickpea peptides with the active site of DPP-IV (PDB: 4PNZ) in a PDB format and 2D-visualization.
DOI: 10.6084/m9.figshare.27688671.v1
title: Minor Water Body Survey using UAV

description: The study area includes a pond named Nayan Sagar, located in the Dharamgarh subdivision of Kalahandi district, Odisha, India. The pond’s left top boundary coordinate is 19.87325000 & 82.76707778, the right top boundary coordinate is 19.87270833 & 82.76843611, the left bottom boundary coordinate is 19.87214167 & 82.76662222, and the right bottom boundary coordinate is 19.87180833 & 82.76795833. The chosen output coordinate system is WGS84 / UTM zone 44N (EGM96 Geoid).The dataset contains 280 images captured by an RGB sensor mounted on a UAV. These images are geotagged before beginning post-processing. For geotagging, data (.ubx extension) collected by the base station and the rover are used. The raw data (U-center UBX GPS log data) from both the base station and the rover are converted into an object script (.obs extension) and a navigation mesh (.nav extension). After processing the object scripts from the base station and the rover and the navigation mesh from the rover, a position file (.pos extension) is generated, which facilitates the geotagging process.
DOI: 10.6084/m9.figshare.27924519.v1
title: The data and code used to analyze how multiple stressors modify virus-host interactions

description: The data and code are used to analyze the impact of environmental stressors on virus-host interaction based on mesocosm experiments.
DOI: 10.6084/m9.figshare.5799003.v1
title: ADVANCED DESIGN SOLUTIONS FOR HIGH-PRECISION WOODWORKING MACHINES

description: With the aim at performing the highest precision during woodworking, a mix of alternative approaches, fruitfully integrated in a common design strategy, is essential. This paper represents an overview of technical solutions, recently developed by authors, in design of machine tools and their final effects on manufacturing. The most advanced solutions in machine design are reported side by side with common practices or little everyday expedients. These design actions are directly or indirectly related to the rational use of materials, sometimes very uncommon, as in the case of magnetorheological fluids chosen to implement an active control in speed and force on the electro-spindle, and permitting to improve the quality of wood machining. Other actions are less unusual, as in the case of the adoption of innovative anti-vibration supports for basement. Tradition or innovation, all these technical solutions contribute to the final result: the highest precision in wood machining.
DOI: 10.17632/m4r5nkbm9c
title: Bangla-REX: A Distinct Dataset for Relation Extraction

description: The dataset is grounded in theoretical and methodological frameworks that emphasize the importance of structured knowledge bases and annotated corpora for effective relation extraction. To generate this dataset, we compiled a comprehensive Bangla Knowledge Base (KB) consisting of 63,256 entries, which serves as a foundation for automating the labeling process with relation tags. The corpus itself is extensive, comprising 90,441 text entries that have been meticulously processed to include Named Entity Recognition (NER) and Part-of-Speech (POS) tagging, ensuring that it is ready for immediate use in relation extraction tasks.
Additionally, we developed mnemonics for 440 distinct locations in Bangla, specifically tailored to enhance performance in location-based relation extraction. These mnemonics are particularly beneficial in the context of distant supervision-based relation extraction, where they help in establishing clear associations between locations and their corresponding entities or contexts.
DOI: 10.6084/m9.figshare.1185723.v5
title: Review materials for Tressoldi et al 2014, version 2

description: Supplementary materials for my review of Tressoldi et al. 2014. "Brain-to-Brain (mind-to-mind) interaction at distance: a confirmatory study" version 2. StimulusTimecourses.png: Stimulus time courses were extracted from coincidences data files. Each row corresponds to the stimulus time course for one of the 20 pairs of participants. Upwards bumps in these plots indicate stimulus (signal) periods, the rest are baseline (silence) periods. The strong correlation between the different stimulus protocols is immediately obvious. For the majority (13) of pairs the first stimulus occurred after one minute. For the remainder (7) the first stimulus occurred after 2 minutes. In addition to the high predictability of these time courses, this plot also demonstrates that the intial silence period was not randomized to be 1, 2, or 3 minutes as claimed in the manuscript, but simply either 1 or 2 minutes. TemporalCorrelations.png: Temporal correlations between raw data randomly sampled into 50% training and 50% testing samples as done in the analysis by Tressoldi et al. Each panel shows a 2D density histogram. Hotter colours indicate a greater frequency of data points clustering in that location. These plots compare the randomly assigned "training samples" (x-axis) to the remaining "testing samples" (y-axis). The four columns correspond to EEG channels 1-4. The four rows are four repetitions in which a new set of training/test samples have been assigned randomly. For most plots the strong correlation between the randomly assigned samples is evident even on visual inspection. Even for the plots that seem to show less of a correlation (e.g. the fourth column) the Pearson's correlation is extremely significant. It should not be surprising that a powerful classifier can exploit such correlations to decode arbitrary stimulus labels provided the stimulus labels aren't too high frequency.
DOI: 10.6084/m9.figshare.13927292.v2
title: Phylogenomic log files for: Gregarine single-cell transcriptomics reveals differential mitochondrial remodeling and adaptation in apicomplexans

description: Log Files from Phylogenomic analyses<br>
DOI: 10.6084/m9.figshare.19153166.v2
title: Effects of the camera's exposure time on Rolling Shutter based Optical Camera Communication Links.

description: This dataset contains <b>7281</b> example images of a <b>Rolling shutter</b>-based <b>Optical Camera Communication</b> Link. Those images are affected by <b>increasing exposure times</b>.Moreover, the transmitted symbol duration is <b>increased</b>. Both quantities are related to the <b>ESR</b> (Exposure to Symbol Ratio) that indicates how affected is the signal by the exposure time (ESR = symbol/exposure). The ESR ranges from 1 to 7 in steps of 0.5 units (i.e., the exposure time is 1 to 7 times the transmitted symbol time). Furthermore, the transmitted symbol time is related to the camera's row sampling frequency by the <b>NPPS</b> (Number of Pixels per Symbol) (NPPS = symbol/sampling). The NPPS ranges from 4 to 7 in steps of 0.5 units (i.e., the symbol time is 4 to 7 times the sampling frequency of the camera).The purpose of this dataset is to provide:A tool for <b>analyzing</b> how the exposure time affects the received signal.A tool for <b>validating</b> novel artificial-based approaches for the exposure equalization of the received signal.A tool for <b>validating</b> novel estimator models of the intrinsic parameters of the received signal.It contains a CSV file with the following columns:<i>sample_uuid</i>: UUID used to identify the image file.<i>relative_path</i>: Relative path where the image files can be found.<i>dims</i>: The image file dimensions (1080,1920,3)<i>tclk</i>: The reference clock tick used as the time resolution.<i>sampling_ticks</i>: The number of ticks for sampling period. (Sampling period = sampling_ticks * tclk)<i>exposure_ticks</i>: The number of ticks for the exposure time. (Exposure time = exposure_ticks*tclk)<i>txsymbol_ticks</i>: The number of ticks for the symbol duration. (Symbol duration = txsymbol_ticks*tclk)<i>npps</i>: The ratio between txsymbol_ticks and sampling_ticks<i>esr</i>: The ratio between exposure_ticks and txsymbol_ticks<i>camera_model</i>: The camera used (PiCamera V2)<i>analog_gain</i>: Analog gain of the camera.<i>digital_gain</i>: Digital gain of the camera.<i>awbg_gains</i>: Vector containing the relative gains of the blue and green vs the red channel. (Used to control the white image balance).<i>led_color</i>: Label for the lamp used.<i>power</i>: The power units of the signal.<i>power_reference</i>: Label for the power level unit.<i>modulation</i>: Modulation used. (On-Off Keying (OOK))<i>encoding</i>: The encoding strategy for the data. (NRZ Manchester encoding)<i>framing</i>: Framing strategy of the packets. (11111-ABC~C-0). This case represents five one-bit headers, followed by bit A, bit B, and bit C, then the NOT version of bit C (stuffed bit), and a zero-bit trailer.<i>data_length</i>: Length of the payload.<i>data</i>: The payload bits.
DOI: 10.6084/m9.figshare.21287112.v1
title: Genetic potential for exopolysaccharide synthesis in activated sludge bacteria uncovered by genome-resolved metagenomics

description: Raw data used for the article "Genetic potential for exopolysaccharide synthesis in activated sludge bacteria uncovered by genome-resolved metagenomics" by Morten Kam Dahl Dueholm, Maaike Besteman, Emil Juel Zeuner, Marie Riisgaard-Jensen, Morten Eneberg Nielsen, Sofie Zacho Vestergaard, Søren Heidelbach, Nicolai Sundgaard Bekker and Per Halkjær Nielsen.
DOI: 10.6084/m9.figshare.22313689.v1
title: Histology data of an <i>Octopus rubescens</i> arm

description: Contains the raw histology data of an <em>Octopus rubescens</em> arm described in the paper "Topology, dynamics, and control of an octopus-analog soft arm." 
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Cross-sectional and frontal planes were acquired. The frontal plane consists of a plane running along the arm's central axis and cutting through the transverse muscle in the center and the right and left longitudinal muscle groups on the sides. In some frontal slices, the top longitudinal muscles are also visible. 
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Tissue was H&E stained and microscopy was performed using a Hamamatsu Nanozoomer 2.0-HT Slide Scanner. Image data is provided in a ndpi format. Software that can open and display this file format is available from Hamamatsu with their NDP.view2 software (https://www.hamamatsu.com/jp/en/product/life-science-and-medical-systems/digital-slide-scanner/U12388-01.html) or else using the open source OpenSlide software (openslide.org).
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DOI: 10.6084/m9.figshare.27146745.v3
title: FPS/Status: ASL data and calculations

description: This folder contains the files used in the ASL analyses of my study: All of the data and calculations for my primary analysis, my exploratory analyses (except the one using a video from The Daily Moth, which can be found in a separate folder), and the ASL portions of my secondary analysis. As described in my dissertation, I am not sharing the original video files in order to protect the privacy of those who participated in my study.Each file is shared in one or more of the formats listed below, as appropriate:PDF.csv files (one file for each sheet)Link to my Google Sheets file
DOI: 10.6084/m9.figshare.28885865.v1
title: A Real-Time Dielectric Spectroscopy System to Control Ice Formation and Drip Loss During Food Freezing

description: Efficient monitoring of ice formation during freezing processes is critical for understanding phase transition dynamics in complex solutions, yet real-time, non-destructive monitoring remains a technical challenge. In this study, we developed a high-frequency dielectric spectroscopy system capable of continuously tracking changes in dielectric properties during the freezing of sucrose solutions. The system captures significant shifts in dielectric constant (ε′) and loss factor (ε′′), which strongly correlate with phase transitions in water-based solutions.
DOI: 10.6084/m9.figshare.5122825.v1
title: Supplementary Material for: Concerns for the Reliability and Validity of the National Stroke Project Stroke Severity Scale

description: <i>Background:</i> The National Stroke Project (NSP) was a retrospective cohort study of US Medicare beneficiaries hospitalized with stroke or transient ischemic attack (TIA). The NSP included a simple assessment of stroke severity (NSP-Stroke Scale, NSP-SS). Used for risk adjustment in outcome studies, the reliability and validity of the NSP-SS have not been assessed. We determined the reliability, concurrent and construct validity of theNSP-SS. <i>Methods:</i> The initial neurologic examinations of 100 consecutive patients hospitalized with ischemic stroke/TIA in a single academic medical center were reviewed. The NSP-SS was retrospectively scored twice by the same rater and independently by a second rater to assess reliability. The National Institutes of Health Stroke Scale (NIH-SS) was also scored retrospectively and used as the criterion standard for concurrent validity. Construct validity was based on discharge status. <i>Results:</i> The NSP-SS had moderate-substantial inter-rater (weighted kappa, ĸ<sub>w</sub> = 0.66, 95% CI 0.55–0.77) and intra-rater (ĸ<sub>w</sub> = 0.63, 95% CI 0.52–0.75) reliability. Correlation between NSP-SS and NIH-SS scores was moderate (Spearman r = 0.65, 95% CI 0.52–0.75, p &lt; 0.0001) but some categorizations in the NSP-SS seemed inappropriate reflecting poor content validity. Each NSP-SS point was associated with a greater likelihood of poor outcome (OR = 2.1, 95% CI 1.1–3.7, p = 0.016). Based on dichotomized scores (NSP 0–2 and NIH-SS &lt;6; mild deficits), the NSP-SS sensitivity was 70.9% (95% CI 57.9–81.2%), specificity 82.2% (95% CI 68.7–90.7%), likelihood ratio for severe stroke 4.0 (95% CI 2.1–7.6) and likelihood ratio for mild stroke 0.3 (95% CI 0.20–0.5). The dichotomized NSP-SS and NIH-SS similarly predicted poor outcome (NSP-SS &gt;2, OR = 4.7, 95% CI 1.7–13.0, p = 0.003 vs. NIH-SS ≧6, OR = 4.4, 95% CI 1.5–13.0, p = 0.006) with excellent discrimination (C = 0.827 and 0.826, respectively). <i>Conclusion:</i> The NSP-SS has moderate-substantial reliability but poor content validity and poor to moderate concurrent validity as compared with the NIH-SS. In addition, it is not clear that the NSP-SS is easier to extract from medical records than the NIH-SS. Given this, and its other limitations, the utility of this scale for risk adjustment in future stroke outcome studies is questionable.
DOI: 10.6084/m9.figshare.5125726.v1
title: Supplementary Material for: Comparison of Ductoscopy, Galactography, and Imaging Modalities for the Evaluation of Intraductal Lesions: A Critical Review

description: <b><i>Background: </i></b>Today, in cases of nipple discharge of unclear origin, the abundance of diagnostic procedures - a ‚diagnostic dilemma' - becomes apparent, because unequivocal indications and a current, standardized examination sequence are presently not available. The diagnostic workup of patients with nipple discharge usually includes the clinical history, physical examination, mammography, ultrasonography, galactography, and nipple discharge cytology, but not ductoscopy. <b><i>Methods: </i></b>In this review we analyze and discuss the possible role of ductoscopy in evaluating intraductal pathologies and its combined use with diagnostic imaging modalities. For this purpose, we reviewed and compared the results of the radiological, pathological, and surgical studies independently. <b><i>Conclusions: </i></b>Currently, there is no solitary accurate modality to reach our definitive purpose. Being aware of the capability of each diagnostic modality may take us closer to our target. Therefore, adjunct and appropriate use of multiple imaging modalities and ductoscopy is necessary to evaluate patients with nipple discharge.