cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13385126.v2
title: Autophosphorylation-induced self-assembly and STIL-dependent reinforcement underlie Plk4’s ring-to-dot localization conversion around a human centriole

description: Polo-like kinase 4 (Plk4) is a key regulator of centriole biogenesis. Studies have shown that Plk4 undergoes dynamic relocalization from a ring-like pattern around a centriole to a dot-like morphology at the procentriole assembly site and this event is central for inducing centriole biogenesis. However, the detailed mechanisms underlying Plk4’s capacity to drive its symmetry-breaking ring-to-dot relocalization remain largely unknown. Here, we showed that Plk4 self-initiates this process in an autophosphorylation–dependent manner and that STIL, its downstream target, is not required for this event. Time-dependent analyses with mEOS-fused photoconvertible Plk4 revealed that a portion of ring-state Plk4 acquires a capacity, presumably through autophosphorylation, to linger around a centriole, ultimately generating a dot-state morphology. Interestingly, Plk4 WT, but not its catalytically inactive mutant, showed the ability to form a nanoscale spherical assembly in the cytosol of human cells or heterologous <i>E. coli</i>, demonstrating its autophosphorylation-dependent self-organizing capacity. At the biochemical level, Plk4 – unlike its N-terminal βTrCP degron motif – robustly autophosphorylated the PC3 SSTT motif within its C-terminal cryptic polo-box, an event critical for inducing its physical clustering. Additional <i>in vivo</i> experiments showed that although STIL was not required for Plk4’s initial ring-to-dot conversion, coexpressed STIL greatly enhanced Plk4’s ability to generate a spherical condensate and recruit Sas6, a major component of the centriolar cartwheel structure. We propose that Plk4’s autophosphorylation-induced clustering is sufficient to induce its ring-to-dot localization conversion and that subsequently recruited STIL potentiates this process to generate a procentriole assembly body critical for Plk4-dependent centriole biogenesis.
DOI: 10.6084/m9.figshare.19980110.v1
title: Raw data of saltwater intrusion weakens Fe-(oxyhydr)oxide-mediated (im)mobilization of Ni and Zn in redox-fluctuating soil–groundwater system.xlsx

description: <strong>Fig. 1</strong>. Comparison of the dynamics of Eh (a) and the release of Ni (b), Zn (c), and Fe (d) in DWS (control experiment), PWS (without saltwater intrusion), BWS (with low-salinity intrusion), and SWS (with high-salinity intrusion) during the RED-REOX process. <strong>Fig. 2</strong>. Principal coordinate analysis (PCoA) with Jaccard dissimilarity of the microbial community in the soil at RED-20 (a). Relative abundance of the top 20 bacterial genera in the soil microbial communities at RED-20 (b). <strong>Fig. 3.</strong> Comparison of the species transformation of F1-Ni (a), F2-Ni (b), F1-Zn (c), F2-Zn (d) in DWS (control experiment), PWS (without saltwater intrusion), BWS (with low-salinity intrusion), and SWS (with high-salinity intrusion) during the RED-REOX process. The line and “+” within the box represent the median and mean values of all data. The bottom and top edges of the box represent 25% (lower quartile) and 75% (upper quartile) of all data, respectively. The bottom and top bars represent minimal and maximal values, respectively. *<em>P</em>&lt;0.05, **<em>P</em>&lt;0.01, and ***<em>P</em>&lt;0.001; ns = no significant difference; paired t-test was performed for RED (n=12) versus REOX (n=8). F1 is the weak acid-extractable fraction, and F2 is the reducible fraction. <strong>Fig. 4. </strong>Dynamics of Feo/Fed ratio (a), and the difference of Feo/Fed ratio (b) in DWS (control experiment), PWS (without saltwater intrusion), BWS (with low-salinity intrusion), and SWS (with high-salinity intrusion) during the RED-REOX process. The line and “+” within the box represent the median and mean values of all data. The bottom and top edges of the box represent 25% (lower quartile) and 75% (upper quartile) of all data, respectively. The bottom and top bars represent minimal and maximal values, respectively. *<em>P</em>&lt;0.05, **<em>P</em>&lt;0.01, and ***<em>P</em>&lt;0.001; ns = no significant difference; paired t-test was performed for RED (n=12) versus REOX (n=8). Feo/Fed is the ratio of poorly crystalline iron oxide (Feo) to crystalline iron oxide (Fed). <strong>Fig. 5. </strong>Species distribution of Ni (a) and Zn (b) as obtained by the linear combination fitting analysis of Ni K-edge XANES and Zn K-edge XANES spectra in the Ni and Zn hotspots. Schematic diagrams of Ni/Zn species transformation driven by PW (c). Schematic diagrams of Ni/Zn species transformation driven by SW intrusion (d). <br>
DOI: 10.17632/kjd9vn9r3p
title: RNAscope Imaging of Enteric Glial Cells

description: These images were taken to test the hypothesis that glial cells within the myenteric ganglia of the enteric nervous system are enriched for cells that transcribe Gfap, Sox2, Slc18a2, Ramp1, and Cpe in adult mice as well as in young mice prior to weaning. RNAscope imaging of was performed on whole-mount longitudinal muscle-myenteric plexus (LMMP) tissue from the small intestine of Plp1::GFP mice. We found that glial cells within ganglia are markedly enriched for transcripts of these genes in both young mice (age P14) and adult mice (age 10.5 weeks).
DOI: 10.6084/m9.figshare.24614754.v2
title: SAIL - Solar radiation data

description: Quality-controlled observations of incoming (SAIL_solarIncoming.txt) and outgoing (SAIL_solarOutgoing.txt ) shortwave solar radiation measured on board the sail ship NRP Sagres during the 2020 SAIL campaign. Missing values are denoted by NA.The structure of the datafiles is the following:column 1: date (yyyy-mm-dd);column 2: time (HH:MM:SS);column 3: shortwave (incoming/outgoing) radiation (W/m<sup>2</sup>);column 4: longitude (degrees E);column 5: latitude (degrees N).<br>
DOI: 10.17632/cy46h2rvwg
title: Data for: Dataset of Vietnamese teachers' perspectives and perceived support during COVID-19

description: This dataset was constructed by 294 Vietnamese teachers' perspectives on the teaching profession, as well as the support they received from different types of stakeholders during COVID-19. A questionnaire has been spread over 2,500 randomly selected teachers in two major teacher communities on Facebook: MIE Expert Vietnam (38,600 members), and Vietnam Innovative Education Forum (14,000 members).
DOI: 10.17632/xxgbhxwd9z
title: Data for: Transfersomal nanoparticles for nose-to-brain delivery of ofloxacin for better management of bacterial meningitis: formulation, optimization by Box-Behnken design, characterization and in vivo pharmacokinetic study.

description: This data that are obtained from formulatation of a nanosystem of ofloxacin (OFLOX) for nose-to-brain delivery to enhance brain accumulation and improve management of bacterial meningitis.
DOI: 10.17632/ydmtggnzbw
title: Multispectral images of light leaf spot in oilseed rape

description: The dataset is part of a Plant Methods publication detailing the performance of active multispectral imaging when looking at early stage hemibiotrophic pathogen ingress, in this case, light leaf spot (Pyrenopeziza brassicae) in oilseed rape (Brassica napus). It comprises of normalised multispectral and photometric stereo images in RAW format (ENVI compatible). It contains data on both whole plant and detached leaf studies over a 03, 06, 09, 12, 15, 18, 21, 24, 27, 31 and 26, 28, 31, 34 days after inoculation respectively. Please see PLANT METHODS publication of the same name for detailed materials and method.
DOI: 10.17632/679tsg2c63
title: The return of the Caracal Caracal caracal: 56 Years of Population Changes in Israel

description: Long-term data on the population numbers of caracals in Israel.
DOI: 10.17632/k992knbyyv
title: Topological and Conversational Features in a Large Mastodon Network

description: This dataset was created as part of a research paper titled 'Leading the Mastodon Herd: Analysing the Traits of Influential Leaders on a Decentralised Social Media Platform' by Luke Gassmann, Dr Matthew Edwards and Dr Ryan McConville. The datasets original purpose was to analyse how influence and conversational metrics interact within a decentralised social network environment.

This dataset contains a network of Mastodon users linked by conversational traits, mentions and reposts. Between the year 2001 and 2023 this dataset has 150,000 users, 70,000,000 total collected conversational and user features, 1,000,000 repost connections, 1,000,000 mention connections, and 1,000,000 post and reply connections. This dataset was collected using a three hop method from seed users referring to BBC News in the Mastodon Network. Personal information has been redacted from the dataset.
DOI: 10.17632/mk4c23vtcx
title: Breast disease in adolescent females and males
DOI: 10.17632/tzfdvz366g
title: Age and Gender Differences in Evaluating the Pedagogical Usability of E-Learning Materials

description: Survey data of a study to examine the pedagogical usability of interactive e-learning materials for foreign language practice. It is based upon two studies of the expected between-group and within-group differences among participants in the educational process. The sample consists of two groups – lecturers and students, a total of 100 subjects, each evaluating four materials specifically prepared for this study. Two consecutive repeated measures ANOVA were conducted in which the gender/age, the position of the participants in the educational process, and usability dimensions were the independent variables. Results indicated that all independent variables and their interactions have a significant effects on the evaluations of the pedagogical usability. Women tend to assign higher values than men. Аge groups generally differ in their evaluations, although there is a tendecy to give similar ratings for the individual dimensions of pedagogical usability. The 31-40 years age group evaluates the materials higher while the lowest evaluations are given by the groups of 21-30 and 50+ year old participants. Students tend to rate the pedagogical usability systemically higher than the lecturers. Usability dimensions also have a significant effect on evaluations. The most prominent feature of the materials, by a great margin, is their Applicability. The findings corroborate previous research which show age and gender differences in web usability do exist. We conclude that these differences exist as much in pedagogical usability as in technical usability. Further investigations are suggested to explore more deeply the differences in the perceived pedagogical value of e-learning materials as this has implications for instructional designers, teachers and learners alike.
DOI: 10.17632/9r2j42vdgs
title: data

description: Simulation data sources include data recorded in the published literature and the results of our studies. The data content is based on the various elements of the alloy and the content of each element as the input layer data, and the tensile strength and conductivity as the output layer. The aim is to design a new composition and use the model to simulate the tensile strength and conductivity of an alloy with that composition.
DOI: 10.17632/ch6ys3gz82
title: AIcon2abs Empirical Evaluation Data

description: Original data sources (Raw and processed ) from the pre-test/post-test questionaries of the article How do Machines learn. xlsx and pdf files are provided. Links for supplementary materials are also avaiable here.
DOI: 10.17632/t8tm3ygfff
title: Online Child Sexual Abuse BD

description: A concurrent mixed-method study was conducted among grade 9-10 students from four randomly selected secondary schools in both urban and rural areas. Quantitative data were collected by a self-administered questionnaire and qualitative data by a semi-structure in-depth interview guideline. Among 456 participants in quantitative strand, about 86% of girls and 91% of boys reported using the Internet.
DOI: 10.6084/m9.figshare.13290200.v3
title: Classification after linear regression

description: There are 10 leadtime folders, which include Classification_afterLR.png, Classification_afterLR_Nino34index_prediction_leadtime1.txt and Classification_afterLR_forecast.png for different time span
DOI: 10.6084/m9.figshare.25611933.v1
title: PRISMA -P Checklist Effects Of Paediatric Rehabilitation On Children With Gullian Barre Syndrome A Systematic Review Protocol .pdf

description: PRISMA CHECKLIST
DOI: 10.6084/m9.figshare.28692338.v1
title: Hippocampal-Cortical High-Fidelity Memory Networks in Healthy Older Adults During the Mnemonic Discrimination Task

description: This data accompanies manuscript entitled: "Hippocampal-Cortical High-Fidelity Memory Networks in Healthy Older Adults During the Mnemonic Discrimination Task"
DOI: 10.6084/m9.figshare.28926386.v1
title: BAZA DANYCH 2018.xlsx

description: Baza danych na rok 2018
DOI: 10.17632/2mnnrd7nwb
title: Evaluation Dataset for RCT Classification by LLMs and Cochrane RCT Classifier

description: This dataset contains the evaluation results of multiple large language models (LLMs) and the Cochrane RCT classifier in classifying biomedical abstracts as randomized controlled trials (RCTs) or non-RCTs. The dataset was constructed by retrieving 2,252 articles related to "Thrombectomy" from PubMed, then manually labeled by two independent reviewers to establish a gold standard. Six LLMs (5 foundational LLMs, 1 fine-tuned LLMs) were then prompted to classify the same set of abstracts using a consistent instruction template. The Cochrane RCT classifier output is included for benchmarking. Each model’s binary decision (“Include” for probable RCT; “Exclude” otherwise) and a brief justification are recorded. 

Column Definitions:

Title: Title of the article.

Abstract: Abstract of the article.

Gold_Standard: Manual label assigned by consensus review (1 = RCT, 0 = non-RCT).

Cochrane_decision: Output from the Cochrane RCT classifier (1 = probable RCT, 0 = not RCT).

GPT_4.1_decision: Output from the GPT-4.1 model (1 = Include, 0 = Exclude).

Reason: Brief justification from the GPT-4.1 model.

Llama_4_Maverick_decision: Output from the Llama-4-Maverick model (1 = Include, 0 = Exclude).

Reason: Brief justification from the Llama-4-Maverick model.

R1_Distilled_Qwen_32B_decision: Output from the R1 Distilled Qwen-32B model (1 = Include, 0 = Exclude).

Reason: Brief justification from the Qwen-32B model.

Qwen3_14B_decision: Output from the Qwen3-14B model (1 = Include, 0 = Exclude).

Reason: Brief justification from the Qwen3-14B model.

Mistral_Nemo_Instruct_2407_decision: Output from the pre-fine-tuned Mistral model (1 = Include, 0 = Exclude).

Reason: Brief justification from the pre-fine-tuned Mistral model.

Fine_tuned_Mistral_Nemo_Instruct_2407_decision: Output from the fine-tuned Mistral model (1 = Include, 0 = Exclude).

Reason: Brief justification from the fine-tuned Mistral model.
DOI: 10.17632/j386wp59tt
title: Genome sequences of extant and extinct gibbons reveal their phylogeny, demographic history, and conservation status

description: Genome annotation (GFF files) of four chromosome-level gibbon genomes and genome sequences of gibbon mitochondrial genomes.
DOI: 10.17632/ph2hbkdt8d
title: Economic Policy Uncertainty and Stock Liquidity: Evidence from China

description: This is the original data of our research about economic policy uncertainty and stock liquidity from China. Our data come from two main sources, that is CSMAR and Wind database. The sample consists of the A-share listed companies from 2004 to 2017 in both Shanghai and Shenzhen Stock Exchange. We then filter the sample by: (1) delete the sample of financial and insurance industry; (2) remove the sample of abnormal companies such as special treated firms and particular transfer firms; (3) delete samples with asset-liability ratio greater than 1 and other variables with missing values; (4) winsorise the continuous variables at the 1st and 99th percentiles in order to eliminate potential outlier effects. The final sample consists of 97,729 firms.
DOI: 10.17632/xghc5thpc3
title: Accelerating composite sandwich plate analysis: a hybrid higher-order XFEM and ANN approach for natural frequency prediction

description: Free vibration analysis of laminated composites using ANN
DOI: 10.17632/dyd858nvmc
title: All India Load Profile Data and IIT Kanpur Load Profile Data

description: The load profile reflects the activity of a population of society with respect to electrical power consumption over a given period of time. 24 Hours is divided into 94 time slots. Length of each time slot is 15 Minutes.
DOI: 10.17632/g5hhnd5bc9
title: Data for A conservation genomics workflow to guide practical management actions.

description: 11/02/2021 This archive contains code and data associated with a manuscript: A conservation genomics workflow to guide practical management actions. Note: the code is intended to serve as an archive in association with a published article. You are welcome to contact samantha.yap@rbgsyd.nsw.gov.au about the script or data. It contains the following directories: - code 1OPTGENMIX_data cleaning.R & 2OPTGENMIX.R Implementation of algorithms for performing optimizations Banksia code.R Code used to perform analyses of Banksia Daphnandra code.R Code used to perform analyses of Daphnandra - data / Banksia Report_DBank18-3485_SNP_singlerow.csv genotype data supplied by DArT (Note: data in DArT format, with 0=hom ref; 1=hom alt; 2=het) Vinc_DBank18-3485_meta.xlsx metadata information. / Daphnandra Report-DDap9-4181.xlsx genotype data supplied by DArT Note: samples from different taxa, and not analyzed in this study, removed for this archive. (Note: data in DArT format, with 0=hom ref; 1=hom alt; 2=het) Daphnandra_DDap9-4181_meta.xlsx metadata information.
DOI: 10.17632/jfjx8752c7
title: Crop diversity and susceptibility of crop fields to elephant raids in eastern Okavango Panhandle, northern Botswana

description: Elephant crop raiding is increasingly and negatively impacting subsistence farmers. Elephants have raided farmers’ crops for many years. However, many studies, which assessed fields' susceptibility, have based this on field characteristics like size and proximity to water sources rather than crop type. However, there still is an existing gap regarding the extent to which different crops individually and cumulatively influence fields’ susceptibility to crop-raiding. Therefore, the objectives of this data is to communicate and enable the assessment of (a) how susceptible individual crops are to elephant crop raiding and (b) how a combination of crops cumulatively influences the fields’ susceptibility to elephant raiding. This study obtained data from fields, which were all raided and assessed by Ecoexist from 2008 until 2018. Incidence risks (IR) and risk value (RV) were computed using an adaptive epidemiological approach. IRs were calculated to examine each crop's susceptibility to crop raiding. The RVs for each farm were then calculated as a cumulative impact of all the crops in the field. The correlation was also used to establish whether crop diversification has an effect on RV (at P<0.05). Confidence intervals will show that the raiding of crops by elephants is increasing or decreasing at certain periods.  The confidence intervals will further indicate which crop is most raided by elephants. The findings implicated that crop raiding was changing over time (P=0.00) and crop raiding was significantly different for individual crops. IRs showed the most susceptible crop to elephant raiding and the least vulnerable crop to elephant crop raiding. Field RVs significantly varied depending on which crop was present on the farm. Pearson’s correlation coefficient showed that an increase in the number of crops planted reduced the susceptibility of the whole field.  Therefore, the number and type of crops in a field could be used as a determinant for a farmer's field being more or less vulnerable to elephant crop raiding.
DOI: 10.6084/m9.figshare.8031644.v1
title: PHYSICAL CONNECTION BETWEEN BVRF SEGMENTS BASED ON LEVELING ASSOCIATED WITH GRAVIMETRY

description: Abstract Considering the efforts to establish Global Reference Systems linked to the geopotential space, new alternatives are sought to address the problems found in the classic national vertical networks. The Brazilian Vertical Reference Frame (BVRF) was materialized in two different segments with independent datums (Imbituba and Santana tide gauges) due to the terrain difficulties for conventional leveling. The 2018 BVRF realization, in the geopotential space, still remains without interoperability between its segments. We analyze alternatives for physical connection based on the new precepts of the International Association of Geodesy (IAG) involving the geopotential space. Some proposed solutions for physical connection based on GPS leveling associated with gravimetry are presented. These solutions were developed with the aim of evidencing the discrepancy between the two BVRF segments, now carried out in terms of geopotential numbers and normal heights. The results indicate differences ranging from about 45 cm to 140 cm between the two segments depending on the strategy employed. Comparisons with previous determinations based on indirect strategies and involving previous BVRF realizations are made.
DOI: 10.17632/hpc4rpv6j8
title: Efficacy and safety of the oral Janus kinase 1 inhibitor povorcitinib (INCB054707) in patients with hidradenitis suppurativa in a phase 2, randomized, double-blind, dose-ranging, placebo-controlled study

description: Supplementary appendix for an article "Efficacy and safety of the oral Janus kinase 1 inhibitor povorcitinib (INCB054707) in patients with hidradenitis suppurativa in a phase 2, randomized, double-blind, dose-ranging, placebo-controlled study" for The Journal of the American Academy of Dermatology
DOI: 10.17632/wk3nwsmr77
title: ANSOFF STRATEGIC POSTURE ANALYSIS

description: Dataset Description: NASDAQ 100 Strategic Posture Metrics (2006–2015)
Creator: Marco I. Bonelli, PhD

1. Overview
This dataset spans 2006–2015 for 107 NASDAQ 100 firms, analyzing relationships between strategic posture (X1), environmental responsiveness (X3, Bloomberg-derived), and performance.

2. Dataset Composition
Time Frame: 2006–2015.

Companies: 107 firms (e.g., Apple, Amazon).

Entries: 617 company-year observations.

Variables: 7 fields (see Section 3).

Sectors: Technology, Consumer Discretionary, Healthcare, Communications.

3. Variable Definitions
Variable Description Source Relevance
Company Ticker (e.g., AAPL). NASDAQ Firm identifier.
Year Fiscal year. Financials Temporal tracking.
X1 Strategic posture (e.g., R&D). Internal Data Strategic aggressiveness.
X2 Internal metric (e.g., efficiency). Internal Data Capability control.
Diff X1 – X3. Calculated External alignment proxy.
Growth Short-term performance (e.g., revenue). Financials Performance metric.
Estimated Growth Long-term forecasts. Bloomberg Market expectations.
4. Data Collection
Sources:

X1/X2: Financial filings (10-K/10-Q).

X3: Bloomberg (e.g., ESG scores).

Growth/Estimated Growth: Bloomberg/analysts.

Derived: Diff = X1 – X3.

5. Usage Notes
Strategic Posture: Use X1 and X3 (X1 – Diff).

Bonelli (2017): Includes X2, Growth, Estimated Growth.

Missing Data: 23 firms incomplete (e.g., AAL).

6. Limitations
X3: Validate reverse-engineered values.

Time Frame: Ends in 2015.

Sectors: Heterogeneity requires controls.