cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/644kb9pvhm
title: BE.

description: We present data from a paper entitled "In Situ Growth of BiOBr on copper foam conductive substrates with Enhanced photocatalytic Properties". With the development of global industrialization, a large amount of industrial wastewater generated in the process of industrial production enters the environment, posing a serious threat to human health and ecological safety. Therefore, it is of great significance to develop a green, efficient and energy-saving technology to reduce organic pollutants in industrial wastewater. Semiconductor photocatalysis technology powered by solar energy is considered as a potential technology to achieve green, safe and sustainable degradation of organic pollutants. However, in the process of photocatalysis, the common photocatalysts have some shortcomings, such as wide band gap, fast photoexcited electron/hole recombination, and complex separation and recovery process. This study provides a new idea for the design and synthesis of highly practical photocatalysts using conductive substrates. In this study, by in-situ growing BiOBr (BiOBr/Cu foam) on Cu foam, the shortcomings of common photocatalysts such as wide band gap, fast photoexcited electron/hole recombination, complex separation and recovery process are avoided. MB represents organic pollutant. The photodegradation performance of copper foam at different BiOBr dosages was evaluated. The photocatalytic performance of BiOBr/Cu foams under sunlight irradiation was evaluated with the photodegradation rate of 10 mg L-1 to 1 MB. As shown in Figure 4a, in the absence of catalyst, the removal rate of MB was 22.5% after 100 min of sunlight irradiation. The reason may be due to its photolysis self-degradation. In the case of Cu foam, the photodegradation rate of MB is not different from that without catalyst, indicating that Cu foam has no photocatalytic activity. In contrast, in the presence of BiOBr under solar light, the concentration of MB is significantly photodegraded. In particular, by loading BiOBr onto Cu foam, 0.1 BiOBr/Cu foam, 0.2 BiOBr/Cu foam, and 0.3 BiOBr/Cu foam showed significantly higher photocatalytic activity than the original BiOBr. The photodegradation rates of 0.1 BiOBr/Cu foam, 0.2 BiOBr/Cu foam and 0.3 BiOBr/Cu foam on MB were 45.6%, 52.4% and 98.9%, respectively, indicating that 0.3 BiOBr/Cu foam showed excellent photocatalytic performance in other samples. And it is easily separated from the solution for reuse. According to quenching analysis, •OH is a key factor in MB photodegradation. Loading BiOBr on Cu foam improves the photodegradation performance of MB, because Cu foam acts as an electron scavenger in BiOBr/Cu foam, promoting charge separation and the generation of light pores, thus producing more hydroxyl radicals. These findings are expected to provide new strategies for the design and synthesis of conductive substrate composite photocatalysts to efficiently photodegrade contaminants in the environment.
DOI: 10.6084/m9.figshare.14558184.v1
title: Normalized Dataset

description: Normalized.mat contains the data parsed and normalized by stride.
DOI: 10.6084/m9.figshare.24305758.v2
title: UnitMatch Demo - data

description: This dataset contains electrophysiological data recorded in five mice chronically implanted with a Neuropixels probe. For each mouse it contains two recordings on consecutive days. We provide the data that is necessary to run UnitMatch and validate the results (https://github.com/EnnyvanBeest/UnitMatch/tree/v1.0.0_UnitMatch), as described in “Tracking neurons across days with high-density probes” (DOI: 10.1101/2023.10.12.562040).<br>These are the mice corresponding to ID 1-5 from Table S1 in the manuscript.
DOI: 10.6084/m9.figshare.28882562.v1
title: <b>Analysis of Trade Relations and Regional Cooperation Prospects among RCEP Member Countries</b><b>-From the Perspective of Social Network Methods</b>

description: Against the backdrop of the profound adjustment of the global economic pattern and regional governance, the entry into force of the Regional Comprehensive Economic Partnership Agreement (RCEP) marks the establishment of the world's largest and most complex free trade network in the Asia - Pacific region, the network effect of regional trade agreements has become an important topic in the research of international political economy. Existing literature mostly focuses on the assessment of the static economic effects of RCEP, lacking dynamic observations of the structural evolution of trade relations and overlooking the application potential of social network analysis in the research of ultra - large - scale free trade agreements. This paper innovatively constructs a weighted directed network model. By comparing the trade data of 2021 (before the formal entry into force of the RCEP agreement) and 2023 (after its entry into force), using social network analysis methods to analysis trade relations and regional cooperation prospects among RCEP member countries. This paper found that after the entry into force of RCEP, the density of the regional trade network has increased, and the trade status of some countries has changed. However, regional cooperation still faces challenges such as geopolitical risks and differences in trade rules. Based on this, RCEP countries need to further deepen policy coordination and strengthen trade facilitation cooperation to promote the continuous and stable development of regional trade cooperation.
DOI: 10.17632/cns762g3j6
title: GTX Financial Analysis

description: GTX is a leading manufacturer in the moat-rich turbocharger (TB) market, with a global end-market and industry-leading margins. As TBs are not used in battery electric vehicles (BEVs), the market has concerns about GTX’s terminal value, which is suppressing its valuation. GTX trades ~5x my 2025 levered FCF with leverage at 2x EBITDA. Beyond its core business in TBs, GTX has a separate BEV growth story that is currently pre-revenue with high upfront costs, depressing GTX’s reported run-rate FCF. As a result, I believe GTX is even cheaper on owners' earnings than the headline numbers suggest. Beyond its BEV investments, GTX has been using its FCF to buy back significant amounts of stock. Since 2022, GTX has retired almost one-third of its shares outstanding. If either BEV penetration is less bad than feared or GTX has success in its BEV investments, I believe GTX shares are significantly undervalued.

 

Before I dig into numbers, I want to analyze GTX’s TB business, which I believe has a deep moat and is highly predictable. TBs are a high-tech, mission-critical component of a car’s engine. The TB market is a duopoly between BWA and GTX. While there are also smaller Asian competitors, GTX and BWA enjoy significant engineering and R&D advantages over their peers, which creates a moat and allows GTX to earn among the highest margins and lowest annual price downs of any publicly traded auto supplier. TBs are essentially mini-jet engines that take the exhaust fumes and push that air back into the engine, increasing power and fuel efficiency. TBs are highly sophisticated devices – the TB’s turbine spins at up to 150,000 RPMs, yet the distance between the spinning turbine and the wall of the TB can be as small as a seventh the width of a human hair. GTX’s years of R&D allow them to deliver products that competitors cannot match. As a testament to this, Bosch and Mahle, two of the largest auto suppliers in the world, launched a TB joint venture in the late 2000s with the explicit blessing and support of GTX’s customers, the auto OEMs. A scaled competitor teaming up with your customers to break your duopoly is a business nightmare, yet after a decade, Bosch-Mahle gave up and exited the space. They could not match GTX’s products. Finally, the TB is a critical component of an engine, which is, in turn, the most important component of a car. Engines are designed years in advance, and once a product is designed into an engine, it is virtually impossible to design out. Once Mercedes designs a Garrett TB into an AMG engine, GTX has an almost guaranteed 100% renewal product with a multi-year life cycle. GTX’s backlog is exceptionally sticky and 90% booked 3+ years out. While BEV is a wild card, GTX has visibility on its core operations for years.
DOI: 10.17632/njy67t7nwv
title: Industry 4.0 and performance

description: This data set contains 157 records based on interviews with supply chain managers who have implemented the concept of Industry 4.0 in various firms in France.
DOI: 10.6084/m9.figshare.12382268.v1
title: corresponding data - factors influencing foraging efficiency in macaroni penguins

description: corresponding data for the manuscript factors influencing foraging efficiency in macaroni penguins
DOI: 10.6084/m9.figshare.20438288.v1
title: Additional file 3 of Analysis of archaic human haplotypes suggests that 5hmC acts as an epigenetic guide for NCO recombination

description: Additional file 3: Table S2. Details of the Mann-Whitney test statistics on the impact of epigenetic marks on the NCO recombination rate in genomic subregions (Fig. 3A). A description of all the columns in the table is provided in the worksheet "Description" of the ‘supplemental Table 2.xlsx’ file.
DOI: 10.6084/m9.figshare.20488290.v1
title: 养老服务产品质量评估

description: 养老服务产品质量评估
DOI: 10.6084/m9.figshare.21905166.v1
title: Data for "Extra-pair paternity, breeding density and synchrony in natural cavities versus nestboxes in two passerine birds"

description: Data for "Extra-pair paternity, breeding density and synchrony in natural cavities versus nestboxes in two passerine birds":
"nests_blue_tits.xlsx" contains nest data for blue tits;
"nests_great_tits.xlsx" contains nest data for great tits and
"nestlings.xlsx" contains nestling data for both blue and great tits.
DOI: 10.6084/m9.figshare.25959403.v1
title: <i>Vibration Sensor Dataset for Estimating Fan Coil Motor Health</i>

description: <i>To enhance the field of continuous motor health monitoring, we present FAN-COIL-I, an extensive vibration sensor dataset derived from a Fan Coil motor. This dataset is uniquely positioned to facilitate the detection and prediction of motor health issues, enabling a more efficient maintenance scheduling process that can potentially obviate the need for regular checks. Unlike existing datasets, often created under controlled conditions or through simulations, FAN-COIL-I is compiled from real-world operational data, providing an invaluable resource for authentic motor diagnosis and predictive maintenance research. Gathered using a high-resolution 32KHz sampling rate, the dataset encompasses comprehensive vibration readings from both the forward and rear sides of the Fan Coil motor over a continuous two-week period, offering a rare glimpse into the dynamic operational patterns of these systems in a corporate setting. FAN-COIL-I stands out not only for its real-world applicability but also for its potential to serve as a reliable benchmark for researchers and practitioners seeking to validate their models against genuine engine conditions.</i>
DOI: 10.6084/m9.figshare.28235480.v2
title: Dataset

description: The data is provided for the review in Political Communication
DOI: 10.17632/dsmrndnmyy
title: The First FOSD-Tacotron-2-based Text-to-Speech Model Dataset for Vietnamese

description: This is the 1st FPT Open Speech Data (FOSD) and Tacotron-2 -based Text-to-Speech Model Dataset for Vietnamese. It comprises of: - A configuration file in *.json format; - Training and validation text input files (in *.csv format); - A trained model (checkpoint file, after 225,000 steps); - Sample generated audios from the trained model. This dataset is useful for research related to TTS and its applications, text processing and especially TTS output optimization given a set of predefined input texts. Copyright 2018 FPT Corporation Permission is hereby granted, free of charge, non-exclusive, worldwide, irrevocable, to any person obtaining a copy of this data or software and associated documentation files (the “Data or Software”), to deal in the Data or Software without restriction, including without limitation the rights to use, copy, modify, remix, transform, merge, build upon, publish, distribute and redistribute, sublicense, and/or sell copies of the Data or Software, for any purpose, even commercially, and to permit persons to whom the Data or Software is furnished to do so, subject to the following conditions: The above copyright notice, and this permission notice, and indication of any modification to the Data or Software, shall be included in all copies or substantial portions of the Data or Software. THE DATA OR SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE DATA OR SOFTWARE OR THE USE OR OTHER DEALINGS IN THE DATA OR SOFTWARE. Patent and trademark rights are not licensed under this FPT Public License.
DOI: 10.6084/m9.figshare.23791719.v4
title: Tailed amplification protocols for arbovirus genome sequencing

description: Description of the protocols developed within the WallauLab for tailed amplicon sequencing of arboviruses. We tested them using either Nextera Flex or CovidSeq library preparation protocols from Illumina, but it should also work with other NGS platforms and library prep kits.
DOI: 10.6084/m9.figshare.6233570.v1
title: Protein-coding transcript sequence set (Dataset3)

description: Protein-coding transcript sequence set
DOI: 10.6084/m9.figshare.646175.v1
title: Phylogenetic tree from RDP showing Kocuria sp str UCD-OTCP

description: This is an RDP-generated 16S tree showing Kocuria sp str UCD-OTCP in the context of 160 other Kocuria isolates and one outgroup.
DOI: 10.6084/m9.figshare.7781777.v1
title: Dataset for MMS

description: This dataset includes raw c.elegans membrane and nucleus stack images. Segmentation results from 3DMMS are also included. For more details, please consider referring our paper "<b>3DMMS: Robust 3D Membrane Morphological Segmentation of C. elegans Embryo</b>" (https://doi.org/10.1186/s12859-019-2720-x<i> BMC Bio</i>).
DOI: 10.17632/by523ywzs9
title: Dataset on Density Functional Theory investigation of Ternary Heusler Alloys

description: This data set includes Density Functional Theory (DFT) results for 423 distinct X2YZ ternary full Heusler alloys, where X and Y represent elements from the d-block of the periodic table and Z signifies element from main group. This study encompasses both “regular” and “inverse” Heusler phases of these alloys for a total of 846 potential materials. For each specific alloy and each phase, a range of information is provided including total energy, formation energy, lattice constant, total and site-specific magnetic moments, spin polarization as well as total and projected density of electronic states.
DOI: 10.6084/m9.figshare.27366285.v1
title: Inter-Observer Reliability of Kinovea® Software in Dynamic Foot Posture Analysis in Healthy Population

description: This is a dataset of patient foot angles recorded at various speeds conducted by two different observers to analyze the consistency and reliability of the examination.
DOI: 10.6084/m9.figshare.5861538.v1
title: Self-supporting tests in lattice joists subject to negative bending

description: Abstract During the construction of bridges, cantilever roofs and eaves, assembling formworks and scaffold that will support the slabs is a point of difficulty in the construction phase. Therefore, it is relevant the study of the lattice joists which serve as self-supporting formwork, supporting its weight, the weight of the fresh concrete, the weight of workers and the weight of concreting equipment. The analysis of the bearing capacity of lattice joists subject to negative bending with base concrete opening enables checking the maximum span that each lattice truss model bears, either cantilevered or between continuous spans with reduced or no scaffold. The concrete opening enables the monolithism between the slab and its support. This paper presents the results of tests on lattice joist with concrete opening. By the results analysis, formulations for designing the spacing between prop lines were found. The results are promising and indicate great possibilities of using lattice joists with concrete opening over the supports (beams), in order to optimize the slab shuttering.
DOI: 10.17632/r5bztdd766
title: Script for: Zhou et al. (2024). A Simulation Study of the Performance of Statistical Models for Count Outcomes with Excessive Zeros

description: This repository contains the R code for the data generation and analysis for the paper: 

Zhou, Z., Li, D., Huh, D., Xie, M., & Mun, E. Y. (2024). A Simulation Study of the Performance of Statistical Models for Count Outcomes with Excessive Zeros. Statistics in Medicine. https://doi.org/10.1002/sim.10198


Abstract 

Background: Outcome measures that are count variables with excessive zeros are common in health behaviors research. Examples include the number of standard drinks consumed or alcohol-related problems experienced over time. There is a lack of empirical data about the relative performance of prevailing statistical models for assessing the efficacy of interventions when outcomes are zero-inflated, particularly compared with recently developed marginalized count regression approaches for such data.
Methods: The current simulation study examined five commonly used approaches for analyzing count outcomes, including two linear models (with outcomes on raw and log-transformed scales, respectively) and three prevailing count distribution-based models (i.e., Poisson, negative binomial, and zero-inflated Poisson (ZIP) models). We also considered the marginalized zero-inflated Poisson (MZIP) model, a novel alternative that estimates the overall effects on the population mean while adjusting for zero-inflation. Motivated by alcohol misuse prevention trials, extensive simulations were conducted to evaluate and compare the statistical power and Type I error rate of candidate statistical models and approaches across data conditions that varied in sample size (N = 100 to 500), zero rate (0.2 to 0.8), and intervention effect sizes conditions.
Results: Under zero-inflation, the Poisson model failed to control the Type I error rate, resulting in higher than expected false positive results. When the intervention effects on the zero (vs. non-zero) and count parts were in the same direction, the MZIP model had the highest statistical power, followed by the linear model with outcomes on the raw scale, negative binomial model, and ZIP model. The performance of linear model with a log-transformed outcome variable was unsatisfactory. When only one of the effects on the zero (vs. non-zero) part and the count part existed, the ZIP model had the highest statistical power.
Conclusions: The MZIP model demonstrated better statistical properties in detecting true intervention effects and controlling false positive results for zero-inflated count outcomes. This MZIP model may serve as an appealing analytical approach to evaluating overall intervention effects in studies with count outcomes marked by excessive zeros.
DOI: 10.6084/m9.figshare.12848966.v1
title: The case data of the Chinese government's environmental governance effectiveness

description: We aimed to determine the effective environmental governance model and its constituent factors. This paper explored the combinations of multiple factors as condition variables and the effectiveness of the environmental governance cases as the outcome variables. We collected 48 multi-factor cases of environmental governance of the Chinese government. In order to ensure that the selected cases were compatible with the condition and outcome variables in the study design, the actual case selection and condition variable design were used as references. On the basis of a certain case, the main condition variables were selected, and the condition variables were used to find relevant cases. These two related efforts were continuously adjusted to ensure that case selection and research variables reached internal consistency. In order to facilitate a balance between the number of cases and the number of condition variables in csQCA research design and general research practice, we excluded the influence of some variable factors in case selection to ensure external consistency of our study. Specifically, the case selection in this study mostly followed the following criteria:• Environmental governance cases were limited mainly to environmental governance in China and contained multiple influencing factors.• The selected cases have high universality and representativeness for the environmental governance of the Chinese government.• Most of the influencing factors of case selection are important topics studied by researchers and have accumulated research findings.• The influencing factors in the cases are obvious and can be clearly defined and extracted.• The selected cases are more obvious in the results of environmental governance and can help reach a general consensus in the judgment of effectiveness.<br>
DOI: 10.6084/m9.figshare.13714165.v1
title: DXS.fas

description: <b>Background</b>Isoprenoids are the most ancient and essential class of metabolites produced in all organisms, either via mevalonate (MVA)-and/or methylerythritol phosphate (MEP)-pathways. The MEP-pathway is present in all plastid-bearing organisms and most eubacteria. However, no comprehensive study reveals the origination and evolutionary characteristics of MEP-pathway genes in eukaryotes.<b>Results</b>Here, detailed bioinformatics analyses of the MEP-pathway provide an in-depth understanding the evolutionary history of this indispensable biochemical route, and offer a basis for the co-existence of the cytosolic MVA- and plastidial MEP-pathway in plants given the established exchange of the end products between the two isoprenoid-biosynthesis pathways. Here, phylogenetic analyses establish the contributions of both cyanobacteria and Chlamydiae sequences to the plant’s MEP-pathway genes. Moreover, Phylogenetic and inter-species syntenic block analyses demonstrate that six of the seven MEP-pathway genes have predominantly remained as single-copy in land plants in spite of multiple whole-genome duplication events (WGDs). Substitution rate and domain studies display the evolutionary conservation of these genes, reinforced by their high expression levels. Distinct phenotypic variation among plants with reduced expression levels of individual MEP-pathway genes confirm the indispensable function of each nuclear-encoded plastid-targeted MEP-pathway enzyme in plant growth and development.<b>Conclusion</b>Collectively, these findings reveal the polyphyletic origin and restrict conservation of MEP-pathway genes, and reinforce the potential function of the individual enzymes beyond production of the isoprenoids intermediates.