cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7477697.v1
title: Supplementary Material for: The Motion of An <b><i>Inv</i></b> Nodal Cilium: a Realistic Model Revealing Dynein-Driven Ciliary Motion with Microtubule Mislocalization

description: <b><i>Background/Aims:</i></b> Nodal cilia that rotate in the ventral node play an important role in establishing left-right asymmetry during embryogenesis; however, <i>inv</i> mutant cilia present abnormal movement and induce laterality defects. The mechanism of their motility, which is regulated by dynein activation and microtubule arrangement, has not been fully understood. This study analyzed the dynein-triggered ciliary motion in the abnormal ultrastructure of the <i>inv</i> mutant, aiming to quantitatively evaluate the influence of microtubule mislocalization on the movement of the cilium. <b><i>Methods:</i></b> We established a realistic 3-D model of an <i>inv</i> mutant cilium with an ultrastructure based on tomographic datasets generated by ultra-high voltage electron microscopy. The time-variant activation of the axonemal dynein force was simulated by pairs of point loads and embedded at dynein-mounted positions between adjacent microtubule doublets in this mathematical model. Utilizing the finite element method and deformable grid, the motility of the mutant cilium that is induced by various dynein activation hypotheses was investigated and compared to experimental observation. <b><i>Results:</i></b> The results indicate that for the <i>inv</i> mutant, simulations of the ciliary movement with the engagement of dyneins based on the distance-controlled pattern in the partially activation scenario are broadly consistent with the observation; the shortening of the microtubules induces smaller movement amplitudes, while the angles of the mislocalized microtubules affect the pattern of the ciliary movement, and during the ciliary movement, the microtubules swing and twist in the mutant ciliary body. <b><i>Conclusion:</i></b> More generally, this study implies that dynein engagement is sensitive to subtle geometric changes in the axoneme, and thus, this geometry greatly influences the integrity of a well-formed ciliary rotation.
DOI: 10.17632/79mkfmfrvw
title: Quality of Health Insurance Service and Customer Intention to Stay

description: Health Insurance Market is very competitive in recent days after covid’19. In order to retain and attract new policy holders, the insurer is expected to understand the specific requirements of the target market. The data set listed here will be of potential use to health insurance companies in understanding the service quality expectations of customers and design products accordingly. The dataset will answer the following questions:
i)	The geographical segmentation of demographic and socio-economic profile of the policy holders with specific reference to the state of TamilNadu.
ii)	What are the expectations of service quality of health insurance from the policy holders perspective?
iii)	What factors drive the health insurance policyholders to stay connected with the same service provder?
DOI: 10.6084/m9.figshare.12555170.v3
title: Continent Polygons

description: Shapefiles for each conttinent, subset of publicly available shapefile from ESRI.
DOI: 10.6084/m9.figshare.23851695.v2
title: #GlobalCollembola - full sample-level database

description: Here, we present a global, spatially-explicit database on springtail communities that includes 249,912 occurrences from 44,999 samples and 2,990 sites. These data are mainly raw sample-level records at the species level collected predominantly from private archives of the authors that were quality-controlled and taxonomically-standardised. Despite covering all continents, most of the sample-level data come from the European continent (82.5% of all samples) and represent four habitats: woodlands (57.4%), grasslands (14.0%), agrosystems (13.7%) and scrublands (9.0%). We included sampling by soil layers, and across seasons and years, representing temporal and spatial within-site variation in springtail communities. We also provided data use and sharing guidelines and R code to facilitate the use of the database by other researchers. The database will be further expanded to include underrepresented regions and linked with trait data.
DOI: 10.17632/5d3y8v68sd
title: Dataset for cyberbullying comments derived from Nigerian topmost influential Twitter handles

description: We retrieved 7,547 tweets from comment section of Nigerian topmost influential twitter handles from July 12, 2022 to September 22, 2022. The acquired datasets of comments were then cleaned, keeping only the text (remove User handle, URL, emotional signs, etc.) and filtered to remove duplicated comments using Python.
DOI: 10.17632/hp5gpb6399
title: Data for: Analyses on Transient Thermal Behavior of Micro Heat Pipe Array-Air Cooling Battery Thermal Management System

description: All datas in the manuscript are provided in Origin files.
DOI: 10.17632/jxg4x9t8tz
title: ABPM anxiety disorders

description: Fifty consecutive outpatients with anxiety disorders and personality disorders who participated in intensive group psychotherapy were included. Diagnoses were made according to DSM-IV-TR criteria using the PSE-10 questionnaire. Out of 50 patients, 17 were diagnosed with Panic Disorder and 21 with Generalized Anxiety Disorder. The control group consisted of 40 healthy people from the general population. 
None of the people included in any of the groups had a diagnosis of hypertension nor cardiovascular disease or any serious somatic disease. To study the 24-hour automatic monitoring of blood there were used ABPM recorders (ambulatory blood pressure measurement) Medilog Accutracker DX that combine auscultatory and ECG techniques. For the day record (from 7.01 to 22.00) time interval was 20 minutes and for the night record (from 22.01 to 7.00) it was 30 minutes. For the analysis of the obtained record, the ABP Suprima – Medilog Oxford system was used. The result of this phase of the analysis was the digital record containing the set of systolic and diastolic pressure values. Taking into consideration the diverse circadian activity of the studied people, the comparison of average blood pressure during periods of day and night – excluding waking up and falling asleep – was made. Based on the analysis of the studied people’s circadian activity, to estimate the average blood pressure during the day, the period between 10 a.m. and 8 p.m. was assumed, and to estimate the average blood pressure during the night, the period between midnight and 6 a.m. was assumed.
variables: variables: age, sex, dwelling	(1 city>0.5 mln, 2 small city or suburbs) education (1 primary, 2 secondary, 3 higer), work (1 working, 2 student, 3 does not work), group (2-panic attacs, 1-withot panic attacs, 0-healthy controls), diag_ (1-panic, 2-GAD, 3-other), valid (0 rejected due to diagnosis, 1 included), DSM-IV-TR
(diagnoses DSM-IV-TR code), ICD-10 (diagnoses ICD-10 code), SDBP (mean systolic day blood pressure), SNBP mean systolic night blood pressure),  SDN_diff (SDBP-SNBP),  s_dipper (SDN_diff%), DDBP (mean diastolic day blood pressure),  DNBP (mean diastolic night blood pressure), DDN_diff	(DDBP-DNBP) d_dipper  d_dipper (DDN_diff%), s_dipp (systolic dipper), d_dipp (diastolic dipper),  t_dipp (systolic and diastolic dipper), SD_ndipp (reverse dipper),  BPs_7_04... (systolic BP, hour_sampleID)	BPd_7_2... (diastolic BP, hour_sample ID) 
i.e. 	BPs_7_05 means systolic blood pressure value at 7 am with index 04
	BPd_7_2 means diastolic blood pressure valus at 7 am with index 2
The indices corresponding to the same measuring point are the same
This version of data contains ICD-10 diagnoses and dwelling, education and work wariables
DOI: 10.6084/m9.figshare.12631655.v1
title: Supplementary Table S1 from Multifractal signatures of perceptual processing on anatomical sleeves of the human body

description: Complete output of the full-factorial regression model of Impulse × Response × Trial, with Impulse and Response serving as class variables indicating the locations of the impulse variables and the responding variables, respectively.
DOI: 10.6084/m9.figshare.14959833.v1
title: Article overlap calculation (Corrected covered area CAA)

description: Using Pieper et al 2014 calculation to determine the overlap of primary articles in similar systematic reviews. Sharing an example for Turmeric and nonalcoholic fatty liver disease.
DOI: 10.6084/m9.figshare.16802350.v1
title: Supplementary Audio SA1 to SA9 from Vocal size exaggeration may have contributed to the origins of vocalic complexity

description: Examples of the synthesised acoustic stimuli used in each experiment. The full set of audio stimuli is freely available on the Open Science Framework (https://osf.io/z6tuv/, DOI 10.17605/OSF.IO/Z6TUV).
DOI: 10.6084/m9.figshare.21837195.v1
title: Dataset and code for bulk materials flows and GHG emission reduction potential in China.

description: These datasets include material flows and GHG emissions for circular economy stategies in China. These datasets are constructed for peer review.
DOI: 10.6084/m9.figshare.3452711.v1
title: Supplementary Material for: Mutant p53 Gain of Function and Chemoresistance: The Role of Mutant p53 in Response to Clinical Chemotherapy

description: <b><i>Purpose:</i></b> To review mechanisms underlying mutant p53 (mutp53) gain of function (GOF) and mutp53-induced chemoresistance, and to investigate the role of mutp53 in response to clinical chemotherapy. <b><i>Methods:</i></b> We searched the PubMed database for clinical studies from the past decade, including data evaluating the impact of mutp53 in clinical chemotherapy response. <b><i>Results:</i></b> Interactions between mutp53 and transcriptional factors, proteins or DNA structures, as well as epigenetic regulation, contribute to mutp53 GOF. Major mechanisms of mutp53-induced chemoresistance include enhanced drug efflux and metabolism, promoting survival, inhibiting apoptosis, upregulating DNA repair, suppressing autophagy, elevating microenvironmental resistance and inducing a stem-like phenotype. Clinically, mutp53 predicted resistance to chemotherapy in diffuse large B-cell lymphoma, and esophageal and oropharyngeal cancers, but its impact on chronic lymphocytic leukemia was unclear. In bladder cancer, mutp53 did not predict resistance, whereas in some breast and ovarian cancers, it was associated with sensitivity to certain chemotherapeutic agents. <b><i>Conclusion:</i></b> mutp53 has an intricate role in the response to clinical chemotherapy and should not be interpreted in isolation. Furthermore, when predicting tumor response to chemotherapy based on the p53 status, the drugs used should also be taken into consideration. These concepts require further investigation.
DOI: 10.17632/4wrk4fr69w
title: BCG - patient deterioration impending death

description: The presented dataset consists of 16 ballistocardiographic records of patient deterioration impending death. It was obtained by ballistocardiographical sensory pads equipped by 2 (or 4) piezoceramic sensors with sampling frequency 330 Hz. When measuring, the pad is placed under the mattress of the patient's bed. In the case of a 4-sensors pad, the sensors are placed: (i) approximately under the heart, (ii) under the right lunge on the same level as a sensor (i), (iii) under the left hip approximately on the level of the patient's centroid, and (iv) on the same level under the right hip. On the other hand, in 2-sensors pads, only sensors (i) and (iii) are deployed. The lengths of records differ due to the different time intervals from onset of deterioration to death. The text file shows, when deterioration occurs by individual patients. The patients' sex, age, height, weight and other descriptors are unknown.
DOI: 10.17632/fx6jjwtrvy
title: Soil Biogeochemistry Pacific Northwest

description: This dataset includes data files with soil, plant and nitrogen fixation rate data for the grassland plots studied along the Pacific Northwest gradient. In this study, we test the hypothesis that the impact of climatic stress (i.e. experimental warming and drought) on PNW grasslands are mediated by interactions between plant functional diversity and soil biogeochemical processes, including symbiotic nitrogen (N) fixation in legumes and free-living asymbiotic nitrogen fixation (ANF) by soil microorganisms. To test this hypothesis, we measured the response of plants and soils to three years of warming (+2.5ºC) and drought (-40% precipitation) in field experiments, replicated at three different sites across a ~520-km latitudinal gradient.
DOI: 10.17632/mhpt73w2y2
title: Comparative Analysis of Software Solutions for Preventative Testing and Test Prioritization

description: In order to collect the data for this comparison study, the programme was independently tested and evaluated according to predefined criteria. A lot of study has been done to find possible tools that can meet our demands. Online assessments, industry expert advice, and input from the development and testing teams have all been considered in this study.
Software comparison and code review tools are included in Code Review Tools Comparison.xlsx.
Desktop Automation Framework Comparison.xlsx: This is a comparison between the desktop automation framework and binaries.
Comparing dynamic code analysis tools is included in Dynamic Code Analysis Tool Comparison.xlsx.
This contains a comparison of the mobile automation framework and binaries (mobile automation framework comparison.xlsx).
Comparison of mobile testing cloud services and platforms is included in Mobile Testing Cloud Comparison.xlsx.
Static Code Analysis Tool Comparison.xlsx: This compares security analysis solutions with static code analysis tools.
Comparing unit testing frameworks and tools is included in Unit Testing Tools Comparison.xlsx.
Web Automation Framework Comparison.xlsx: This file contains a comparison of web automation frameworks.
DOI: 10.6084/m9.figshare.22735124.v1
title: Towards Automatic Labeling of Exception Handling Bugs: A Case Study of 10 Years Bug-Fixing in Apache Hadoop

description: <strong>Context:</strong> Exception handling (EH) bugs stem from incorrect usage of exception handling mechanisms (EHMs) and often incur severe consequences (e.g., system downtime, data loss, and security risk). Tracking EH bugs is particularly relevant for contemporary systems (e.g., cloud- and AI-based systems), in which the software's sophisticated logic is an additional threat to the correct use of the EHM. On top of that, bug reporters seldom can tag EH bugs --- since it may require an encompassing knowledge of the software's EH strategy.
Surprisingly, to the best of our knowledge, there is no automated procedure to identify EH bugs from report descriptions.
<br>
<strong>Objective:</strong> First, we aim at evaluating the extent to which Natural Language Processing (NLP) and Machine Learning (ML) can be used to reliably label EH bugs using the text fields from bug reports (e.g., summary, description, and comments). Second, we aim at providing a reliably labeled dataset that the community can use  in future endeavors. Overall, we expect our work to raise the community's awareness regarding the importance of EH bugs.
<br>
<strong>Method:</strong> We manually analyzed 4,516 bug reports from the four main components of Apache’s Hadoop project, out of which we labeled  ~ 943 as EH bugs. Then, we used word embedding techniques (Bag-of-Words and TF-IDF) to summarize the textual fields of bug reports. Subsequently, we used these embeddings to fit four classes of ML methods and record their performance on unseen data. We have also evaluated whether considering only EH keywords is enough to achieve high predictive performance.
<br>
<strong>Results:</strong> Our results show that the combination of NLP and ML techniques can label EH bugs reasonably well, achieving ROC-AUC scores of up to 0.70 and recall ranging from 0.50 up to 0.62. As a sanity check, we also evaluate methods using embeddings extracted solely from keywords. While keyword-based embeddings yield similar AUC, we observe a steep decrease in recall (0.53). This suggests that keywords alone are not sufficient to characterize reports of EH bugs --- and there is an avenue for more complex text analyses. 
<br>
<strong>Conclusions:</strong> To the best of our knowledge, this is the first study addressing the problem of automatic labeling of EH bugs. Based on our results, we can conclude that the combination of NLP and ML techniques sounds promising to automate the task of labeling EH bugs.   Overall, we hope (i) that our work will contribute towards raising awareness around EH bugs; and (ii) that our (publicly available) dataset will serve as a benchmarking dataset, paving the way for follow-up works. Additionally, our findings can be used to build tools that help maintainers flesh out EH bugs during the triage process.
DOI: 10.6084/m9.figshare.27625965.v1
title: Processed Data for Not only transitions in nutritional modes but also niche shifts facilitate mycorrhizal fungal specialization in <i>Burmannia</i>

description: Mycoheterotrophs are non-photosynthetic plants that obtain all of their carbon requirements through parasitizing mycorrhizal fungi. They originated from the autotrophic ancestors and usually have more specific relationships with fungi than that of green plants, for reasons that are largely unknown. Determining the factors that lead to specificity in mycoheterotrophs could provide insights on the constraints to mycoheterotrophic evolution.Here we assess the fungal diversities in mycoheterotrophic plants and their co-occurring plants to determine the roles of ecological factors on the specific fungal associations in mycoheterotrophic plants. We investigated mycorrhizal fungal communities in 16 populations of seven <i>Burmannia </i>species with different trophic modes and their co-occurring plants using high-throughput sequencing to assess the tripartite relationships of fungi, mycoheterotrophs, and co-occurring autotrophs.We found that mycoheterotrophic species have similar fungal richness to their chlorophyllous relatives, indicating that they are not associated with a reduced set of fungal partners. The preference of mycoheterotrophic species toward specialized fungal assemblages is consistent with the pattern found in the green autotrophic plants within forest habitats, suggesting a coupling of the fungal phylogenetic constraints between mycoheterotrophs and their co-occurring autotrophs. We furthermore show that the turning to fungal communities having closer phylogenetic relationships during habitat shifts from open grasslands to shaded forests might provide the basis for the specialization of mycorrhizal associations in mycoheterotrophic species of <i>Burmannia</i>.Our findings<b> </b>suggest that fungal niche shifts may have promoted fungal partner changes and specialization in mycoheterotrophic plants.
DOI: 10.6084/m9.figshare.28873919.v1
title: <b>Temperature variability homogenized thermal responses in an herbivore community along a European longitudinal gradient</b>

description: This dataset accompanies a study on the physiological thermal limits of cereal aphids collected across a longitudinal gradient in Western and Central Europe. The dataset comprises three primary data tables and one R script. It is designed to support analyses of species- and population-level thermal tolerance variation, functional trait diversity, and their relationship to local climate conditions. The data were collected using a standardized experimental protocol and are suitable for evolutionary, ecological, and biogeographical research on insect thermal adaptation.
DOI: 10.6084/m9.figshare.5667610.v1
title: HERBICIDE SELECTIVITY TO SIGNAL GRASS AND CONGO GRASS

description: ABSTRACT This study was conducted in order to evaluate the selectivity of signal grass and congo grass, submitted to post-emergence herbicide application. The experiment was conducted under greenhouse conditions, in Diamantina, Minas Gerais state, and it was arranged in a randomized block design, with five replications. Treatments were set in factor scheme (8 x 2) + 2. Eight herbicides (nicosulfuron; clomazone; glyphosate; fluazifop-p-butyl + fomesafen; lactofen; fomesafen; fluazifop-p-butyl and mesotrione) were applied in doses recommended by the manufacturer on two fodder species: Brachiaria decumbens cv. Basilisk (signal grass) and Brachiaria ruziziensis (congo grass); in addition, there were two control samples without herbicide application, for a total of 18 treatments. The evaluated herbicides showed less intoxication on signal grass when compared to congo grass. Nicosulfuron and glyphosate promoted higher intoxication on both species when compared to the other herbicides. Glyphosate, fluazifop-p-butyl + fomesafen, fluazifop-p-butyl, mesotrione and nicosulfuron affected the ratio variable / maximum fluorescence (Fv/Fm) in both species, indicating an effect provided by these herbicides on the electron transport chain. Results demonstrated that signal grass and congo grass have higher susceptibility to glyphosate, fluazifop-p-butyl + fomesafen, fluazifop-p-butyl, mesotrione and nicosulfuron. congo grass shows higher susceptibility to the studied herbicides when compared to signal grass.
DOI: 10.17632/9m5p848fcz
title: Arquivos de informações da Pesquisa Geração de resíduos sólidos e ações voltadas para sustentabilidade ambiental de Mercados Municipais da cidade de Teresina, Piauí, Brasil

description: Arquivo de informações referente a um estudo transversal descritivo e exploratório de Restaurantes Comerciais em mercados públicos de Teresina, Piauí, Brasil. A pesquisa visou estudar aspectos de sustentabilidade ambiental na produção e destinação de resíduos sólidos nestes restaurantes.  O objetivo foi analisar a produção e destinação de resíduos sólidos, bem como a existência de ações voltadas para a sustentabilidade ambiental, em restaurantes comerciais de mercados municipais de Teresina.
DOI: 10.17632/f6fcsy9hnx
title: Abis Lines Mutual Fund Strategy Descriptions
DOI: 10.17632/j47m3nw4mc
title: Autism Face Biometrics (AutFBio)

description: In this repository, you will find a set of facial features of individuals with Autism Spectrum Disorder (ASD) and Typical Development (TD). The data contains CSV files with the subject metadata and the features from the whole face and eye region extracted using HOG, LBP, Optical Flow, and Geometric methods.
DOI: 10.6084/m9.figshare.22678138.v1
title: Global distributions of 205 wide-range families with associated environmental variables

description: This is the global distribution data set for 205 wide-range families involved in a macroecological study to investigate the scale dependence of environmental effects on plant distributions.
DOI: 10.6084/m9.figshare.28792430.v1
title: GraphVelo Benchmark

description: Benchmark data containing scVelo, VeloVI, DeepVelo, UniTVelo, CellDancer and GraphVelo results.