cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1312875.v1
title: Life history data for Rhizoglyphus robini

description: Data are for individual life history of the bulb mite (Rhizoglyphus robini). Growth measurements, survival, and offspring data were collected daily and for both sexes until death of individuals. Mites were fed ad libitum oats and kept in unlit incubators at 24°C and &gt;70%. Data were collected between August 2012 and May 2013. Data file is in Microsoft excel format that includes a sheet with raw data and a detailed metafile sheet.
DOI: 10.6084/m9.figshare.19915139.v1
title: CARDIOVASCULAR MONITORING IN THE TRAINING OF LONG-DISTANCE RUNNERS

description: ABSTRACT Introduction Strengthening research on cardiac function risk assessment in running sports is beneficial to prevent sport-related cardiovascular injuries and sudden deaths in sports. Objective To study changes in cardiovascular response in athletes after long-distance running. Methods Changes in cardiovascular response indicators of long-distance runners before and after the five-kilometer race were monitored. Analyzed indices included heart rate, blood pressure, hemoglobin, and a cardiac function index. Results There were no statistically significant differences in heart rate, blood pressure, and hemoglobin levels before and after the long-distance run (P&gt;0.05). There was no significant difference in the proportion of sinus arrhythmia before and after long-distance running (P&gt;0.05). Conclusion Long-distance running did not cause abnormal changes in blood indicators. No cardiovascular discomfort or changes in the electrocardiogram, heart rate, blood pressure, hemoglobin, and cardiac function index were reported. These young men were not enlisted, despite undergoing adaptive training. In conclusion, the five-kilometer run is safe for young men in the reserve. Evidence Level II; Therapeutic Studies - Investigating the result.
DOI: 10.6084/m9.figshare.3795330.v1
title: Data and code to reproduce Dallas, Park, and Drake 2016 "Predictability of helminth parasite host range using information on geography, host traits and parasite community structure"

description: This repository contains files necessary to reproduce analyses and figures from <br>Dallas, T., A.W. Park, and J.M. Drake. 2016. Predictability of helminth parasite host range using information on geography, host traits and parasite community structure. <i>Parasitology</i>. doi:10.1017/S0031182016001608. <br>The aim of the paper was to predict the set of host species capable of being infected by a given parasite. Models were trained for each parasite species in a set of over 500 helminth parasites. We found that the existing parasite community was important to accurate identification of permissive host species, suggesting that the parasite community of a host species contains information that is more useful for predicting host suitability than host traits, geographic location, or host taxonomy. <br><i>Note</i>: the code currently requires a minimum of a 5 core workstation (the n.cores argument can be changed though in the gbm function). Be mindful of memory usage as well. While I don't recall exact benchmarks, I believe the full set of models took at least 48 hours to run on a decently equipped workstation (16 core; 3.0 Ghz processor). <br><br><br>
DOI: 10.17632/37c6kc6yv6
title: Educating university teachers about sustainability: the impact of a massive open online course

description: Data of a study that seeks to evaluate the efficacy of a massive online open course (MOOC) in promoting the development of sustainability and Education for Sustainable Development (ESD) competences among university teachers. The information emerges from a pre-post survey (with open questions in the post part) and a follow-up survey.
DOI: 10.17632/3b98g5fyff
title: Dataset on isometric contractions of the ankle joint in typically developed children: HD-EMG and torque

description: High-density electromyographic and torque data were collected during isometric contractions (force ramp) of the ankle joint with contraction levels ranging between 15-70% of the MVC. Typically developed children aged 5-15 years were recruited for the study.
DOI: 10.17632/hp8gzksjb4
title: detecting anomalies in time series

description: detecting anomalies in time series
DOI: 10.17632/wcdtwfmtkb
title: Data for: Do Criminally Accused Politicians Affect Economic Outcomes? Evidence from India
DOI: 10.6084/m9.figshare.20238006.v2
title: Full-body mobility data to validate inertial measurement unit algorithms in healthy and neurological cohorts

description: Gait and balance dysfunctions are common in neurological disorders and have a negative effect on the quality of life. Regularly quantifying these mobility limitations can be used to measure the disease progression and the effect of treatment. This information can be used to provide a more individualised treatment. Inertial measurement units (IMUs) can be utilized to quantify mobility in different contexts. However, algorithms are required to extract valuable parameters out of the raw IMU data. These algorithms need to be validated to make sure that they extract the features they should extract. This validation should be done per disease, since different mobility limitations or symptoms can influence the performance of an algorithm in different ways. Therefore, this dataset contains data from both healthy participants and patients with neurological diseases (Parkinson disease, stroke, multiple sclerosis, chronic low back pain). The full-body of 167 participants were measured with IMUs and an optical motion capture (reference) system. Participants performed multiple standardized mobility assessments and non-standardized activities of daily living.
DOI: 10.6084/m9.figshare.6200957.v2
title: Code to reproduce the analysis in Benedetti-Cecchi_etal hybrid paper

description: Code to reproduce the results in Benedetti-Cecchi et al<b>. </b>Hybrid analysis. A description of these functions is provided in Appendix S1 of the paper.
DOI: 10.17632/3rtdhcrwjg
title: An organelle-tethering mechanism couples flagellation to cell division in bacteria

description: Original immunoblot and motility assay images corresponding to the manuscript.
DOI: 10.17632/d2b5gzssjt
title: Safety and Efficacy of Topical Simvastatin Plus Cholesterol Cream vs Topical Simvastatin Cream Alone for Porokeratosis Ptychotropica: A randomized, single-blind, split-body, placebo-controlled investigator-initiated trial

description: Supplementary Fig 1. The genotype and phenotype of the 18 enrolled patients.
Supplementary Fig 2. The clinical responses of porokeratosis ptychotropica patients after topical simvastatin treatment.
Supplementary Fig 3. The improvement ratio of porokeratosis ptychotropica patients from the 2% simvastatin and the 2% simvastatin/2% cholesterol group at preliminary assessment (week 8).
Supplementary Fig 4. Analysis of the PPASI score decline from baseline to week 48 of porokeratosis ptychotropica patients between the 2% simvastatin and the 2% simvastatin/2% cholesterol group.
Supplementary Fig 5. The responses of erythema, thickness, and scaling after topical simvastatin treatment.
Supplementary Table I. The PPASI score about the degree of redness (erythema, E), thickness (induration, I), and scaling (desquamation, D) of the lesions.
Supplementary Table II. The score of the affected area was assigned with the percentage of affected body surface area (BSA) on the buttocks.
DOI: 10.17632/k698sznwf6
title: The Mediating Role Of Life Satisfaction, Internet Gaming Disorder, And Negative Affect Within The Relationship Of Basic Psychological Needs Satisfaction And Depression

description: Abstract The purpose of this study was to propose a model in order to examine the relationships between Internet Gaming Disorder (IGD), depression, life satisfaction (LS), basic psychological needs satisfaction (BPNS), and negative affect (NA). A total of 339 university students participated in this study. Of the participants, 244 mentioned that they played digital games, and 95 mentioned that did not play any games. Of these 244 students, 131 were female (53.7%) and 113 were male (46.3%). In the study, Personal Information Form, Internet Gaming Disorder-ShortForm, Basic Psychological Needs Satisfaction Scale, Negative Affect Scale, and The Satisfaction With Life Scale were used as data collection tools. As a result of the structural equation model, it was found that the relationship between basic psychological needs and IGD was mediated by life satisfaction. Besides, it was concluded that negative affect mediated the relationship between IGD and depression. Key Words: IGD, Basic Psychological Need Satisfaction, Life satisfaction, Negative Affect, Depression
DOI: 10.6084/m9.figshare.25442140.v2
title: Multi-Taxa Biodiversity Data from Mangrove Ecosystems in Grenada

description: This dataset supports the study investigating species sorting and biodiversity in Grenada’s mangrove ecosystems. It includes comprehensive data collected from four mangrove sites: Mt. Hartman, Westerhall, Conference, and Levera, during February–June 2020. These mangals represent a range of site sizes, shapes, species compositions, and levels of anthropogenic disturbance, providing critical baseline data for future research on Caribbean mangroves.The dataset contains:<b>Bird Data</b>: Detection histories, species abundance, functional diversity metrics, and trait data from point counts conducted monthly at each site.<b>Vegetation Data</b>: Species composition, size class distributions, canopy width, basal area, and tree height measurements collected along transects with equidistant plots.<b>Fish Data</b>: Species composition and abundance in mangrove-associated waters, sampled using standardized netting methods.<b>Water and Plant Stable Isotope Data</b>: δ²H and δ¹⁸O measurements for water samples and plant material, collected to investigate water source use and plant-water interactions.<b>Invasive Mammal Data</b>: Detection histories for species such as rats, dogs, and cats, recorded using trail cameras.
DOI: 10.6084/m9.figshare.28887740.v1
title: The uncropped raw gel images.xlsx

description: Herein, we present the uncropped raw gel images associated with our manuscript titled "<i>Enhancement of CRISPR-Cas12a System through Universal Circular RNA Design</i>," published in <i>Cell Reports Methods</i>. These images provide the complete, unaltered experimental data supporting the findings presented in the study.
DOI: 10.6084/m9.figshare.6025748.v1
title: dx.doi.org/10.6084/m9.figshare.6025748

description: Source data for the figures of the article
DOI: 10.6084/m9.figshare.7655150.v1
title: DepMap Achilles 19Q1 Public

description: This dataset contains the results of screening 558 cancer cell lines with the Avana CRISPR-Cas9 genome-scale knockout library generated as part of the Broad Institute's Cancer Dependency Map project. <br><br>As our screening efforts continue, we will be releasing additional cancer dependency data on a quarterly basis for unrestricted use. For the latest datasets available, further analyses, and to subscribe to our mailing list visit https://depmap.org.<br>Descriptions of the experimental methods and the CERES algorithm are published in http://dx.doi.org/10.1038/ng.3984. Some cell lines were process using copy number data based on the Sanger Institute whole exome sequencing data (COSMIC: http://cancer.sanger.ac.uk.cell_lines, EGA accession number: EGAD00001001039) reprocessed using CCLE pipelines.
DOI: 10.6084/m9.figshare.20310195.v2
title: Anharmonicity in Thermal Insulators - An Analysis from First Principles

description: Figure and data for the publication "Anharmonicity in Thermal Insulators - An Analysis from First Principles"
DOI: 10.6084/m9.figshare.27176829.v3
title: <b>Di STR (AT+CG) for </b><b>Novel recombination hotspots</b>

description: Here we extended our study to dinucleotide two repeat units (D2Us) of AT/TA and CG/GC compositions, and investigated colonization of these units (distance between consecutive units &lt;500 bp) across the human genome. We optimized the extraction algorithm to exclude isolate instances of D2Us, and included the basic overlapping units of D2Us, i.e., 3-repeat units (D3Us), consisting of TATATA, ATATAT, CGCGCG, and GCGCGC. We also studied several of the largest colonies across 100 vertebrates, using the UCSC and ENSEMBL Genome Browsers.
DOI: 10.17632/7v8tyy9nj6
title: Eye-tracking Experiment 1 and 2

description: This visual-world eye-tracking study examines listeners' strategies and patterns in using and integrating multiple language cues during real-time spoken sentence comprehension of their first language (L1) and second language (L2). Listener listened to English (Experiment 1) and Mandarin (Experiment 2) sentences within a brief discourse context, while their gazes were tracked as they viewed a display of four objects. Each trial began with a statement naming one of the objects (\emph{Here is a cabbage}), after which a second sentence described an action (\emph{Now Susan will shred the cabbage after school}). Participants were instructed to click on the object named in the second sentence. These sentences varied in three binary factors: whether the the target object carried prosodic pitch accent or not; whether the target object was old in the first statement and the target sentence, or new in the second sentence; and whether the preceding verb was semantically appropriate for the target object. Results revealed that both L1 and L2 listeners, in both English and Mandarin, adopted similar cue integration strategies when they were listening to sentences containing a old noun. When sentences contained a new target noun, however, L1 and L2 listeners differed. L1 listeners were sensitive to both semantic and prosodic information and interactively combined them across a variety of contexts. In contrast, L2 listeners showed a reduced ability to integrate different cues, with their performance influenced by the specific prosodic systems of English and Mandarin.
DOI: 10.6084/m9.figshare.11874783.v2
title: FB15k

description: This FREEBASE FB15k DATA consists of a collection of triplets (synset, relation_type, triplet) extracted from Freebase (http://www.freebase.com). This data set can be seen as a 3-mode tensor depicting ternary relationships between synsets. <br>All freebase_mtr100_mte100-*.txt files contain one triplet per line, with 2 mids (unique Freebase entity identifier) and relation type identifier in a tab separated format. The first element is the mid of the left hand side (of head) of the relation triple, the third one is the mid of the right hand side (or tail) and the second element is the name of the relationship between them.<br><br>There are 14,951 mids and 1,345 relation types among them. The training set contains 483,142 triplets, the validation set 50,000 and the test set 59,071.<br>All triplets are unique and we made sure that all synsets appearing in the validation or test sets were occurring in the training set.<br>The FB15k.zip file contains the other files, with more compression than the default "download all".
DOI: 10.6084/m9.figshare.19295609.v3
title: Data and code for the paper entitled as "Functional connections between bird eggshell stiffness and nest characteristics through risk of egg collision in nests"

description: Data and code for the paper entitled as "Functional connections between bird eggshell stiffness and nest characteristics through risk of egg collision in nests", which is accepted by Ecology Letters. This item includes four datasets and an R code used in the study. The four datasets are: <br> 1. All_trees.nex Phylogenetic trees downloaded from birdtree.org for 1866 avian species with eggshell data <br> 2. Consensus_tree.tre Consensus tree for 1850 avian species studied <br> 3. Nest_egg_data_v3.csv Dataset on the nest characters, eggshell C number and clutch size of the 1850 avian species studied; including the following columns: Species: species names used as the tip labels in the phylogenetic trees Order: order of the species Family: family of the species Species_IOC: Scientific names of the species used in the IOC World Bird List BirdMass_g: adult body mass in gram EggMass_g: egg mass in gram LongAxis_mm: length of the long axis of the egg in mm ShortAxis_mm: length of the short axis of the egg in mm AxisRatio: ratio of the long axis length to the short axis length Asymmetry: asymmetry of egg shell Ellipticity: ellipticity of egg shell Thickness_mm: thickness of the egg shell in mm Stiffness_N/mm: stiffness of the egg shell in N/mm C: C number of the species Site: category of nest site (A: Other; B: Tree; C: Non-tree vegetation) Structure: category of nest structure (A: Scrape/Platform; B: Cavity; C: Cup; D: Dome) Attachment: category of nest attachment (A: Basal; B: Lateral/Horizontal; C: Pensile) ClutchSize: clutch size of the species <br> 4. C_node_depth.csv Dataset on the C number values for the 1850 avian species and their ancestors estimated by BayesTrait; including the following columns: node: node IDs or tip labels in the consensus tree C: C number of the species or the ancestors node depth: branch length of the species or the ancestors in the consensus tree Passeriformes: passerine status (Y: passerine; N: non-passerine)
DOI: 10.6084/m9.figshare.21097804.v1
title: Northern elephant seal inner and outer blubber transcriptome assembly

description: Blubber samples were collected from 3 female juvenile northern elephant seals (Mirounga angustirostris) in January 2020. Samples were divided into 3 similarly-sized pieces; RNA was extracted from the outermost and innermost blubber portions using Qiagen RNeasy Lipid Mini Kit (RIN: 7.7-8.8). Strand-specific 150-bp paired-end cDNA library preparation and NovaSeq S4 sequencing were conducted by QB3 Genomics, UC Berkeley, Berkeley, CA (RRID:SCR_022170). Raw data were uploaded to NCBI Sequence Read Archive (BioProject ID: PRJNA874098). Transcriptome assembly, annotation, and transcript abundance estimation were conducted using the Extreme Science and Engineering Discovery Environment (XSEDE) Bridges2 Large High Performance Computing Cluster at the Pittsburg Supercomputing Center (allocation TG-IBN150010; Towns et al., 2014). The transcriptome was assembled de novo using the default Trinity v2.11.0 pipeline with no modifications (Haas et al., 2013). Assembled transcripts were annotated by blastx against the UniProt Caniformia database (Taxonomy ID: 379584, 549,465 sequences, downloaded 8/10/2021) using Diamond v0.8.31 run in ultra-sensitive mode (k = 1, e-value = 1e-3; Buchfink et al., 2015).
DOI: 10.6084/m9.figshare.28559318.v1
title: The Self-Inflicted Collapse: How Recursive Training Undermines Large Language Models in Automated Software Engineering Tasks

description: Large Language Models (LLMs) have revolutionized natural language processing and are now integral to various automated software engineering tasks, such as code generation, vulnerability detection, and code summarization. However, the way these models are trained critically affects their long-term performance. In particular, recursive self-training—where models are continuously fine-tuned on data generated by their own outputs—poses a significant challenge, as it can lead to the gradual accumulation of errors and a phenomenon known as model collapse.This paper, "The Self-Inflicted Collapse: How Recursive Training Undermines Large Language Models in Automated Software Engineering Tasks," investigates the impact of recursive training on LLMs. Our study leverages three well-known datasets:<b>HumanEval</b> is used for the code generation task, providing a collection of programming problems with reference solutions to measure accuracy through the pass@1 metric.<b>CodeSearchNet</b> serves the code summarization task, offering paired code snippets and human-written summaries, with performance evaluated using BLEU-4 scores.<b>ReVeal Dataset</b> is employed for the vulnerability detection task, containing annotated smart contract code and detailed vulnerability reports, with performance assessed via the F1 score.We benchmark six models—ChatGPT 4o, ChatGPT 4.5, Claude 3.5 Sonnet, Claude 3.7 Sonnet, DeepSeek R1, and Llama 3.2—across these tasks. First, baseline performance is established by fine-tuning each model exclusively on high-quality human-generated data. Then, we simulate a recursive training scenario in which the models are continuously fine-tuned on their own generated outputs over 10 generations. Performance is monitored through various metrics, including pass@1, F1 score, BLEU-4, and perplexity, to capture how recursive self-training affects each model's predictive capability.Our experimental results reveal a consistent pattern of performance degradation when models are trained solely on their own outputs. As the generations progress, key metrics decline and perplexity increases, providing quantitative evidence of model collapse. This study highlights the risks associated with recursive self-training and underscores the need for improved training paradigms to maintain the robustness of LLMs in automated software engineering applications.
DOI: 10.6084/m9.figshare.20288769.v1
title: Information of patients - ANID Fondecyt 11180170 (CR)

description: We prospectively collected 118 salivary samples from 68 volunteers after obtaining informed consent. The subjects were divided into healthy controls (n = 31; people with no history of oral ulcers) and recurrent aphthous stomatitis (n = 36). The latter group was evaluated at study entry, during the ulcerative stage, and when lesions disappeared (remission stage, n = 36). Additionally, we collected samples from recurrences that occurred after the remission phase (<em>n</em> = 15).
DOI: 10.6084/m9.figshare.5590024.v1
title: Table S1 BLAST2GO functional annotation against nr database.xlsx

description: BLAST2GO functional annotation of <i>Eisenia fetida</i> nerve cord transcripts against nr database
DOI: 10.6084/m9.figshare.884509.v1
title: AFM data

description: This data set is a selection of AFM images taken from gold samples. Some of these samples have been annealled to create sections of Au(111). AFM images files will require special software to view. WSxM from Nanotec.es should work. http://www.nanotec.es/products/wsxm/download.php
DOI: 10.6084/m9.figshare.24922572.v1
title: Dynamic X-ray imaging with screen-printed perovskite CMOS array

description: This study reports a dynamic direct-conversion CMOS X-ray detector assembled with screen-printed CsPbBr<sub>3</sub> thick film.
DOI: 10.6084/m9.figshare.29156048.v1
title: Key Factors Influencing Competitive Success in Counter-Strike 2_ Strategy, Communication, and Leadership

description: deltoan