cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4zf5rj6zhh
title: ICAO USOAP CMA dataset issues 2022-2025

description: This dataset includes International Civil Aviation Organization (ICAO) Universal Safety Oversight Audit Programme (USOAP) Continuous Monitoring Approach (CMA) public online data covering Effective implementation (EI) of ICAO Standards and Recommended Practices (SARPs) in relation to Accident Investigation (AIG). Because the USOAP database (see https://www.icao.int/safety/CMAForum/Pages/USOAP-Results.aspx) varies continuously, it is not possible to view historical data unless it has been downloaded and copied on a particular date and time in relation to one or more of ICAO's approximately 190 Member States. This also applies to the global average EI compliance for AIG. Initially, relevant ICAO Member State data was downloaded on 3 September 2022 to provide context for broader research in relation to those ICAO Member States that were members of the International Transportation Safety Association (ITSA). When an additional ITSA Accident Investigation Authority (AIA) had its first ICAO USOAP AIG audit, the USOAP online results for it and the other participants were reviewed on 15 April 2023. Some major discrepancies were found between the two dates without any change to the most recent (last) audit date underpinning the data. Ongoing liaison with ICAO and provision of the problematic data to them did not lead to an explanation for most of the issues. Additional ITSA research participants also had problematic data when the online database was accessed on 29 July 2024, 28 December 2024 and 19 March 2025. Further data has been added for 1 May 2025 and 12 May 2025. 
A draft manuscript with detailed analysis of the issues did not lead to a substantive response from ICAO. Additional ICAO subscription API datasets with USOAP data recorded conflicting results for the same last Mission audit year and Member States, compared with each other and with the accessed online data. After almost 2 years of raising these concerns, a manuscript has been completed that addresses the issues and their likely significance which may be much greater than for the 12 sampled ITSA AIAs. While the USOAP data is tabulated and discussed in this manuscript, it is not possible for other researchers to access the historical data unless they are separately made available by ICAO through restricted internal sources (if feasible). The files provided in the dataset provide this information. Because the issues were unexpected, the files include rough handwritten comments on the hard copies downloaded at the time.
DOI: 10.17632/g9shp2gxhy
title: EEG Dataset for natural image recognition through Visual Stimuli

description: Electroencephalography (EEG) is a technique for measuring the electrical activity of the brain in the form of action potentials using electrodes placed on the scalp. The technique is gaining popularity for research investigations due to its non-invasive nature and ease of application. EEG exposes a wide range of human brain potentials, including event-related, sensory, and visually evoked potentials (VEPs), and helps to build complex applications. The current dataset consists of thirty-two subjects' EEG recordings in response to visual stimuli (VEPs). The purpose of collecting such data is because of its contribution in the advancement of visual decoding and supporting EEG-based image classification and reconstruction. The primary goal is to investigate the cognitive mechanisms behind known and unknown perceptions. The dataset was collected using a standardised experimental setup that included several experimental phases to capture the essence of the experiment. Thirty-five adult participants participated in the data collection process. They had no visual impairment and took the Vividness of Visual Imagery Questionnaire (VVIQ) test to answer sixteen questions based on their memory and imagination. Out of the thirty-five participants, thirty-two cleared the test and their EEG were recorded. The data was collected using a 14-channel EPOC X – 14 EEG device. The recordings were sampled at 128 Hz, and the 10 – 20 system was followed for electrode placement. EMOTIVPro software was used for collection and annotation. The brain activity signals were collected while the participants were viewing an image displayed on a white screen. The image consists of natural objects like apple (class A), flower (class F), car (class C) and human face (class P). The file “VVIQuestionnaire.pdf” is the questionnaire used to ascertain the visual imagination of the participants. The other file “Participant_info.csv” contains the details of the participants (age, gender, image class viewed, and Participant ID) and their VVIQ score. The names of the participants have been purposely removed for reasons of anonymity and a unique participant ID has been assigned to each participant. These IDs are further used to represent the EEG of the participants. Each class folder further contains two subfolders: A1, A2 (for class A); C1, C2 (for class C); P1, P2 (for class P); and F1, F2 (for class F). All these folders contain the data acquired from the different participants who were shown these images as a csv and edf file. This file structure makes data easier to access and analyse based on the class of visual stimuli images and experimental design employed.
DOI: 10.6084/m9.figshare.10258430.v1
title: How much do we know about the groundwater quality and its impact on Brazilian society today?

description: Abstract Groundwater is an essential resource for society and the environment in Brazil. More than 557 m3/s (17.5 km3/y) are extracted through 2.5 million wells to meet demand in cities and the countryside, generating an economy of R$ 56 billion per year (US$ 14 billion/year). The aquifer has a remarkable function in the hydrological cycle because its large storage regulates the perenniality of rivers, lakes and preserves mangroves, marshes, and vegetation in dry periods. Aquifer discharges maintain between 24% (annual average) and 49% (dry season) of the flow of these surface water bodies. Although studies on groundwater quality are still restricted, it is known that most aquifers still preserve their excellent natural quality. Nevertheless, over the past years, there has been a growing increase in cases of contamination associated with: (i) natural geochemical anomalies (iron, manganese, and fluorine, secondarily, chromium, and barium, and rarely arsenic) due to the dissolution of specific minerals; and (ii) human contaminant activities, related to urban areas without sewage network, or with industrial activities, storage of hazardous products, and solid waste facilities. Among the anthropic compounds commonly handled, the most problematic are the chlorinated organic solvents and heavy metals, and in non-sewage areas, nitrate. The precarious knowledge of aquifer-quality, especially in cities, demonstrates the need to invest in regular and systematic hydrogeological research and mapping projects that drive to the improvement of the practices on aquifer quality protection.
DOI: 10.6084/m9.figshare.13135738.v2
title: Assistive technology for visual impairment and trainers at schools for the blind in Delhi

description: The aim of the study was to assess the availability of assistive technology (AT) for visual impairment and trainers in schools for the blind in Delhi. A cross-sectional study was conducted in 22 of the 24 schools in Delhi. The headteacher of each school was asked about availability of 52 ATs divided into writing, reading, math, sciences, sports, mobility, and daily living, using a questionnaire. Information on availability of trainers was also collected. Of the 52 ATs, the most frequently available were Braille slate with stylus and abacus (&gt;90% of schools), followed by Taylor frame, long cane and talking watch (80% to 90% of schools). Only 11 of 52 AT devices were available in 60% or more of the schools. Tactile-based ATs were more available than vision-based ATs. In the 22 schools, 63 trainers for reading & writing were available (80% of posts), 18 for sciences (59%), 25 for math (70%), and 11 for mobility (50% of posts). Except Braille slate and stylus, there is a huge shortage of AT in these schools. The educational needs and performance of students could be helped by developing and using a list of priority Assistive Products for example, the WHO AP list.
DOI: 10.6084/m9.figshare.25295743.v1
title: Grammar Error Correction

description: Dataset of Japanese university students' writing, expert correction and machine correction of grammar errors.
DOI: 10.6084/m9.figshare.27601101.v4
title: Children and Adolescents Meibomian Glands (CAMG) Dataset

description: This dataset includes 1,114 infrared images of upper eyelid meibomian glands collected between June 2020 and July 2024 in 600 participants aged 4 to 18 years. Images were pre-processed including denoising and normalized and manually annotated by 3 junior ophthalmologists and 1 senior ophthalmologist. Subsequently, segmentation is performed using an AI algorithm, and the results are reviewed and corrected by an experienced ophthalmologist. The dataset also includes demographic data and various quantitative parameters of meibomian glands. In addition, we also provide meibomian gland parameters for children and adolescents of different ages and genders to inform clinical practice.
DOI: 10.6084/m9.figshare.8856161.v3
title: Data and code for: Range of motion in the avian wing is strongly associated with flight behavior and body mass

description: Data and code for:<br>Baliga VB, Szabo I, and Altshuler DL. 2019. Range of motion in the avian wing is strongly associated with flight behavior and body mass. <em>Science Advances. </em>5, eaaw6670. doi:10.1126/sciadv.aaw6670
DOI: 10.17632/k7m3gnswdj
title: Data from: Solar heating may explain extreme diel flight altitude changes in migrating birds

description: Great reed warblers Acrocephalus arundinaceus and great snipes Gallinago media exhibit a diel cycle in flight altitudes, flying much higher during day than night, when performing migratory flights covering both night and day (Fig 1). One hypothesis proposed to explain this behaviour is that the birds face additional heating by solar radiation during daytime and hence must climb to very high, and thus also very cold, altitudes to avoid overheating during daytime flights. Yet, solar heat gain in birds has been shown to drastically decrease with wind speed, and the quantitative heating effect by solar radiation on a bird flying with an airspeed of 10 m/s or more, is unknown. We analysed temperature data from multisensor data loggers placed without direct exposure to solar radiation on great reed warblers (the logger covered by feathers on the back) and great snipes (the logger on the leg, covered from the sun by the tail). We found that logger temperatures were significantly higher (5.9–8.8 °C in great reed warblers and 4.8–5.4 °C in great snipes) during the day than during the night, in birds flying at the same altitudes (and thus also the same expected ambient air temperatures; Tables 1, 2; Fig 2). These results strongly indicate that the heat balance of the flying birds is indeed affected by solar radiation, which is in accordance with the hypothesis that solar radiation is a key factor causing the remarkable diel cycles in flight altitude observed in these two long-distance migrant bird species.

This dataset contains all data included in the figures and analyses included in the published paper:

Sjöberg et al., Solar heating may explain extreme diel flight altitude changes in migrating birds, Current Biology (2023), https://doi.org/10.1016/j.cub.2023.08.035
DOI: 10.6084/m9.figshare.20304702.v1
title: VACF_Vs30.xlsx

description: VACF<sub>VS30</sub> in the cases of different V<sub>S30</sub> values; each VACF<sub>VS30</sub> spectrum was calculated by averaging 100 site-specific V<sub>S</sub>H<sub>B</sub>Rs.
DOI: 10.6084/m9.figshare.27439728.v1
title: Livelihood Diversification Strategies and Food Security: the Case of Chencha Zuriya District, Southern Ethiopia

description: This project contains the following underlying data: SPSS data version file refers to livelihood diversification strategy, demographic and food security related data of the sample households. It also comprises of extended data which entails the transcripts of Focus Group Discussion (FGD), Key Informant Interview (KII), and Data collection tools.<br>
DOI: 10.6084/m9.figshare.7932113.v1
title: Re-introducing non-optimal synonymous codons into codon-optimized constructs enhances soluble recovery of recombinant proteins from Escherichia coli

description: The associated data files relating to the assessment of various molecular approaches to increase soluble expression in <i>Escherichia coli</i>. Sequences of codon optimised cDNAs used for the expression of recombinant small GTPases KRas 4B, RalA, and Rac1 are presented and positions selected for substitution with non-optimal synonymous codons are highlighted in red. In addition, the attached files contains tabulated data reporting the protein yields per litre for each replicate experiment from both soluble and denaturing IMAC purifications.
DOI: 10.17632/drxctkzb4n
title: Publication trends in Financial integration research

description: All 1131 articles on the topic of the Financial integration on Scopus for bibliometric analysis!
DOI: 10.6084/m9.figshare.12445061.v1
title: JARVIS-DFT-DFPT (JVASP-29884 to JVASP-35987)

description: DFPT input/output files for JARVIS-DFT.
DOI: 10.6084/m9.figshare.23791307.v1
title: Validation of an instrument for assessing basic science process skills in initial elementary teacher education

description: Basic science process skills (SPSs) constitute a key dimension of the scientific competence that should be developed from an early age. Therefore, preservice elementary teachers (PETs) who are preparing to teach science should have a sufficient mastery about it. This study presents a questionnaire that allows gradual levels of performance in SPSs to be established regarding formulating questions and hypotheses, identifying variables, measurement, planning an inquiry, and interpreting data. The questionnaire was validated in three phases – 1) during its design, with the external collaboration of a panel of experts, 2) by piloting of a draft versions of the questionnaire on a small sample of PETs, and 3) by applying the questionnaire to a sample of 435 PETs. Data analysis indicated that these were acceptably reliable, and the validity of the questionnaire was also verified. They also revealed the PETs’ deficient levels of SPSs. This was especially so regarding identifying suitable questions for school inquiry, understanding precision in measurement, and interpreting data in a table. There was further support for the validity of the questionnaire and the reliability of the outcomes in that it corroborated other results in the literature on the subject that were obtained with different tools and methods.
DOI: 10.6084/m9.figshare.26793058.v3
title: Supplemental Tables S1-S4 and S7-S9

description: Supplemental Data Tables supporting manuscript
DOI: 10.6084/m9.figshare.29009207.v1
title: S3.1172基因组信息

description: 毕业论文补充材料3
DOI: 10.6084/m9.figshare.5234878
title: CodeOntology OpenJDK8 Dataset

description: Dataset extracted from the source code of OpenJDK 8: http://openjdk.java.net/, generated by using the CodeOntology parser.<br>This dataset is a breakdown in 4 different files of the dataset at: https://doi.org/10.5281/zenodo.579977<i>structuralInformation.nt - Structural information on source code: 1981108 triples</i><i>annotations.nt - DBpedia links: 309688 triples</i><i>sourceCodeLiterals.nt - Actual source code as literals: 134757 triples</i><i>comments.nt - Literal Comments: 105881 triples</i>The dataset includes different kinds of triples: structural information extracted from source code, DBpedia links generated from javadoc comments, actual source code as literals and literal comments.Background:The associated publication describes the development of CodeOntology as a community-shared software framework supporting expressive queries over source code. This dataset is the product of the CodeOntology parser, which is able to analyze Java source code and serialize it into RDF triples, applied to the source code of OpenJDK 8, gathering a structured dataset consisting of more than 2 million RDF triples. CodeOntology allows the generation of Linked Data from any Java project, thereby enabling the execution of highly expressive queries over source code, by means of a powerful language like SPARQL.A tutorial video is available at https://youtu.be/bd6pvUDy8kAMore information at the CodeOntology website: http://codeontology.org/
DOI: 10.17632/hc37pyb44k
title: GSK3-DATA-inhibitors

description: Chemical structure of GSK-3 ligands, and their IC50 (nM) and pIC50 (M) values.
DOI: 10.17632/j4dhkwmw3n
title: Restless leg syndrome in peripheral artery disease patients
DOI: 10.6084/m9.figshare.18131255.v1
title: code&data.zip

description: Five data sets and FCM, ARIMA, it2fcm prediction codes
DOI: 10.6084/m9.figshare.27636150.v1
title: dataset for the 2nd and 3rd projects

description: The researchers collected the data at one Chinese university. The data covers information concerning (1) demographics, (2) specially designed items with common-sense attributes, (3) motivation items, and (4) items on MOOC.
DOI: 10.6084/m9.figshare.12101442.v1
title: Pollen data of Zhang_Sunl_2011_GPC

description: Neogene Pollen data from the southern foreland basin of Tian Shan Mlountains
DOI: 10.6084/m9.figshare.23294720.v1
title: Supplementary Material for: Disruptive and Truncating <i>TP53</i> Mutations Are Associated with African-Ancestry and Worse Prognosis in Brazilian Patients with Lung Adenocarcinoma

description: <b><i>Introduction:</i></b> <i>TP53</i> is the most frequently mutated gene in lung tumors, but its prognostic role in admixed populations, such as Brazilians, remains unclear. In this study, we aimed to evaluate the frequency and clinicopathological impact of <i>TP53</i> mutations in non-small cell lung cancer (NSCLC) patients in Brazil. <b><i>Methods:</i></b> We analyzed 446 NSCLC patients from Barretos Cancer Hospital. <i>TP53</i> mutational status was evaluated through targeted next-generation sequencing (NGS) and the variants were biologically classified as disruptive/nondisruptive and as truncating/nontruncating. We also assessed genetic ancestry using 46 ancestry-informative markers. Analysis of lung adenocarcinomas from the cBioportal dataset was performed. We further examined associations of <i>TP53</i> mutations with patients’ clinicopathological features. <b><i>Results:</i></b> <i>TP53</i> mutations were detected in 64.3% (<i>n</i> = 287/446) of NSCLC cases, with a prevalence of 60.4% (<i>n</i> = 221/366) in lung adenocarcinomas. <i>TP53</i> mutations were associated with brain metastasis at diagnosis, tobacco consumption, and higher African ancestry. Disruptive and truncating mutations were associated with a younger age at diagnosis. Additionally, cBioportal dataset revealed that <i>TP53</i> mutations were associated with younger age and Black skin color. Patients harboring disruptive/truncating <i>TP53</i> mutations had worse overall survival than nondisruptive/nontruncating and wild-type patients. <b><i>Conclusion:</i></b> <i>TP53</i> mutations are common in Brazilian lung adenocarcinomas, and their biological characterization as disruptive and truncating mutations is associated with African ancestry and shorter overall survival.
DOI: 10.6084/m9.figshare.24532951.v2
title: Source Data for Supplementary Note Figures

description: Source Data for Supplementary Note Figures from Bravo et al. 2023.
DOI: 10.6084/m9.figshare.28987250.v1
title: Supplementary Material for: CCP1 loss in bone marrow mesenchymal stem cells inhibited osteogenic differentiation by enhancing microtubule glutamylation

description: Cytosolic carboxypeptidase 1 (CCP1) is a deglutamylase that antagonizes polyglutamylation. Mutations in human CCP1 gene cause a severe disease known as childhood-onset neurodegeneration with cerebellar atrophy (CONDCA), which is characterized by marked growth retardation. However, the role and mechanisms of CCP1 in skeletal development remain unclear. In this study, we used CCP1 knockout (CCP1-KO) mice to assess bone mass changes by micro-CT, HE, alkaline phosphatase (ALP) staining, tartrateresistant acid phosphatase (TRAP) staining and immunofluorescence staining. Changes in osteogenic differentiation, proliferation and migration capacity of bone marrow mesenchymal stem cells (BMSCs) were assessed by ALP, alizarin red (ARS) staining, quantitative real-time PCR (qRT-PCR), EdU staining and cell scratching assay. Then, tubulin glutamylation and primary cilia of BMSCs after deletion of CCP1 was analyzed by western blot (WB) and immunofluorescence staining. Finally, CB839, an inhibitor of glutamine metabolism, was used to detect changes in the osteogenic differentiation ability and primary cilia of BMSCs after reducing the elevated glutamylation level. CCP1-KO mice exhibited phenotypes relevant to humans, including reduced body size, decreased bone mass, and reduced bone density during growth and development. CCP1 deficiency impairs the proliferation, migration and osteogenic differentiation of BMSCs. Meanwhile, the number of pre-osteoblasts derived from BMSCs is decreased, leading to impaired osteogenesis. At the cellular level, CCP1 loss results in aberrant tubulin glutamylation, increased microtubule glutamylation, and shortened primary cilia in BMSCs. Finally, reduction of abnormally elevated tubulin glutamylation was efficacious for promoting osteogenic differentiation of BMSCs and restoring primary cilia length of BMSCs. We propose that CCP1 plays a critical role in regulating BMSCs differentiation and promotes osteogenesis by modulating the post-translational modifications (PTM) of tubulin, with a view to provide new targets for the prevention and treatment of hard tissue diseases.
DOI: 10.15468/dl.f3qk23
title: Occurrence Download

description: A dataset containing 7177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus surinamensis Rottb."
 ]
}

 The dataset includes 7177 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013109-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3w6j4ng6g3
title: Holocene sea-level database for the Rhine-Meuse Delta, The Netherlands

description: This dataset contains the geological sea-level database for the Rhine-Meuse delta that was published by Hijma and Cohen (QSR, 2019). Details of this database our outlined in their paper. The first worksheet contains the long-form worksheet, the second the short-form worksheet and the third one the details about the radiocarbon dates and their calibrations. The fourth worksheet provides all used OxCal Sequence scripts, while the fifth and last worksheet contains the details of the calculation of the magnitude of the first sea-level jump.
DOI: 10.17632/k4bf4n537s
title: Banana Grading Project