cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/csj4k2zgd2.1
title: Does Intravenous Tranexamic Acid Reduce Blood Loss at the Time of Total Colpocleisis? A Randomized Double-Blind Placebo-Controlled Trial

description: Objective: To determine the efficacy of intravenous (IV) tranexamic acid (TXA) in reducing blood loss and minimizing the necessity for blood transfusion among women undergoing total colpocleisis, relative to a placebo control group. 
Design: Double-blind, randomized controlled trial.
Setting: Tertiary academic urogynecology practice. 
Participants: Consenting women undergoing total colpocleisis (+/-midurethral sling) for treatment of posthysterectomy pelvic organ prolapse.
Interventions: Patients were randomly assigned to either TXA or placebo groups. TXA (1 gram dose) and placebo IV bags were given after anesthesia induction and prepared identically to maintain blinding. Primary outcome measures were the differences in hemoglobin (hgb) and hematocrit (hct) from preoperative testing to 24 hours after surgery. Secondary outcomes included the difference in intraoperative calculated blood loss (CBL – blood in canister plus weighed sponges) and the need for blood transfusion during hospital stay. Safety outcomes were assessed six weeks after surgery. 
Results: Thirty patients completed the study (TXA: 14; placebo: 16). All preoperative variables were similar between groups. Intraoperative outcomes were also comparable, and all surgeries were done under general anesthesia. No significant differences were observed in any blood loss outcomes between groups (TXA – median hgb difference 3.2g/dL, median hct difference 0.09, median CBL 340mL; placebo – median hgb difference 2.6g/dL, median hct difference 0.08, median CBL 405mL). One patient in the TXA group received a blood transfusion one day after surgery due to medically significant anemia. There were no significant adverse events related to the study intervention in the TXA group. 
Conclusion: This study showed no disparity in blood loss outcomes with the use of IV TXA at the time of total colpocleisis (+/-midurethral sling). While TXA administration showed no advantage regarding blood loss, it demonstrated no significant adverse effects. This study enforces judicious use of TXA at the time of colpocleisis rather than use as a prophylactic drug.
DOI: 10.17632/kdyt24tsh5.1
title: Global multi-hazard risk to port infrastructure and trade

description: The datafiles created as part of the following publication:
Verschuur et al. (2022), "'Multi-hazard risk to global port infrastructure and resulting trade and logistics losses', published in Communications Earth & Environment.

The data is included in three folders that contains output of analysis and new port-asset databases constructed:
-Port_area: total port area estimates per port
-Port_asset_database: the port assets database created, which includes the port assets, breakwaters, and critical infrastructure in the port vicinity (1km buffer).
-Risk_output: the various risk output of the analysis, including the port-specific risk and trade-risk, as well a the risk output per hazard type. 

All information per data file are included in the respective 'readme' files included per folder and subfolder. 

The code to reproduce the results presented in the paper is available from Github:
https://github.com/jasperverschuur/Port_multi_hazard_risk

For any questions or additional data requests, feel free to contact me:
Jasper Verschuur, jasper.verschuur@keble.ox.ac.uk
DOI: 10.17632/3rw227zxt7.2
title: Manufacturing Data Shared Facility - Discrete-Event Simulation

description: This data set was generated using Arena Simulation
DOI: 10.17632/2n8cbgvspy.1
title: Data of CNC Incorporation in PVA-reinforced Geopolymer Composites: Mechanical performance, Bending and Fractural Behavior, and Reaction Heat Release.

description: Cellulose nanocrystals (CNC) were incorporated in PVA-Reinforced geopolymer composites. This Data set presents the results of introducing different cellulose nanocrystals contents in PVA-Reinforced geopolymer composites.

Data is organized as the following:

1. Mechanical testing data:

1.1. Stress vs. strain data for bending data

1.2. Mechanical properties summary


2. Digital Image Correlation (DIC) videos

2.1. DIC videos for bending

2.2. DIC videos for fracture

3. Heat release data
DOI: 10.17632/7trwzz77xh.1
title: Multi-domain vibration dataset with various bearing types under compound machine fault scenarios: subset 2 (cylindrical roller bearing)

description: Note: Due to the data storage limitation, our dataset is divided into three subsets for each bearing type. This subset includes the data collected from the cylindrical roller bearing (NTN N204 and NJ204).

This dataset provides vibration data collected under various fault conditions, including compound faults, and multiple domain environments. The faults include three single-bearing faults, seven single rotating component faults, and 21 compound faults. The domain configurations are categorized into the rotating speed, bearing type, and sampling rate. The data were collected for 160 seconds at an 8 kHz sampling rate and 80 seconds at a 16 kHz sampling rate, resulting in a uniform sample length of 1,280,000 for each raw vibration signal.

The data files are organized in a hierarchical directory structure. The top-level directories are based on the sampling rate (8 kHz and 16 kHz). Each sampling rate directory has subdirectories for six rotating speeds (600, 800, 1,000, 1,200, 1,400, and 1,600 RPM). Each rotating speed subdirectory contains 32 files collected under different fault conditions.

Data samples are stored in binary MATLAB (MAT) file. The naming convention of each file follows the format comprising five properties: {rotating component condition}_{bearing condition}_{sampling rate}_{bearing model}_{rotating speed}.mat.

The fault conditions are denoted by one capital letter, and unbalance and misalignment faults include three severity levels, where a higher number indicates that a more significant fault occurs. Available values of each property in the file name are as follows:
1. Rotating component condition
- ‘H’: healthy (no severity level)
- ‘M’: misalignment (severity level 1-3)
- ‘U’: unbalance (severity level 1-3)
- ‘L’: looseness (no severity level)
2. Bearing condition
- ‘H’: healthy
- ‘B’: ball fault
- ‘IR’: inner race fault
- ‘OR’: outer race fault
3. Sampling rate
- ‘8’: 8 kHz
- ‘16’: 16 kHz
4. Bearing model
- ‘N204’: bearing model for H, B, and OR conditions
- ‘NJ204’: bearing model for IR condition
5. Rotating speed
- ‘600’, ‘800’, ‘1000’, ‘1200’, ‘1400’, or ‘1600’: numbers represent RPM.

The data are available in two formats: 1-D raw vibration signal and 2-D spectrogram. These time and time-frequency domain data are stored in separate fields of a MAT file. Data fields in each MAT file are as follows:
1. ‘Data’: raw vibration signal (unit: g [9.80665 m/s2]).
2. ‘Spectrogram’: spectrograms (unit: dB scale magnitude).
3. ‘STFTFreq’: frequency instant vector of the spectrogram (unit: Hz).
4. ‘STFTTime’: time instant vector of the spectrogram (unit: seconds).

For each data file, 78 spectrograms with a size of 128 x 128 were generated by the short-time Fourier transform (STFT) method with the Kaiser window function. In doing so, raw vibration data were sliced into 16,384-length segments without overlapping. Each segment was then converted to a spectrogram with a window size of 192, an FFT size of 256, and an overlap size of 65.
DOI: 10.17632/cj4cp92pkm.1
title: Data for: Determination of Factors Affecting Transport Mode Choice in an Urban City of a Developing Country using Analytic Hierarchy Process: The Case of Metro Cebu, Philippines

description: The data comprises of demographic and socioeconomic profile, as well as reason for traveling, that are gathered from a survey of commuters in Metro Cebu, Philippines. Survey respondents make pairwise comparisons of five factors, namely (1) availability, (2) comfort, (3) cost, (4) safety, and (5) concern for the environment, that can affect their transport mode choice and are indicated in the spreadsheet to generate priority vectors of factors. Nine modes of transportation are also identified and compared in the same pairwise fashion - (1) Jeepney, (2) taxi, (3) private-hire cars, (4) for-hire motorcycle, (5) Multicab, (6) bus, (7) tricycle, (8) ferryboat, and (9) private car/motorcycle. Comparisons of modes of transportation are separately done based on each of the five factors to generate priority vector for each mode of transportation.
DOI: 10.17632/3myh3nzcy3.1
title: Encuesta Nacional de Salud, Chile ENS2016-2017

description: La realización de la tercera Encuesta Nacional de Salud (ENS 2016-2017) consolida a este instrumento como una herramienta de vigilancia epidemiológica nacional objetiva con énfasis en los temas de salud y determinantes biopsicosociales de las enfermedades no transmisibles (ENT) del adulto. La Encuesta Nacional de Salud fue licitada por la Subsecretaría de Salud Pública del Ministerio de Salud de Chile, siendo adjudicado a la propuesta presentada por el equipo de profesionales investigadores del Departamento de Salud Pública de la Pontificia Universidad Católica de Chile. La Pontificia Universidad Católica de Chile (PUC) ha diseñado en conjunto con MINSAL una propuesta metodológica para optimizar el uso de los recursos nacionales proponiendo un diseño estratégico de los contenidos y el trabajo de campo con una visión de futuro, que permita el mayor impacto en planificación sanitaria y, en consecuencia, en el nivel de salud y calidad de vida de los chilenos y chilenas.
DOI: 10.17632/ry392rp8cj.1
title: MaVeCoDD Dataset: Marine Vessel Hull Corrosion in Dry-Dock Images

description: Following SOLAS regulations sea-going vessels have to undergo at least two dry docks at a minimum every three (operational) years. The process refers to a vessel brought to dry land so that submerged portions of the hull can be cleaned and inspected. Both the docking process and the defect inspection is time consuming and expensive. Human experts are performing the inspection by means of visual inspection. Several image processing algorithms have been proposed to perform corrosion detection and could be used for vessel defect detection. However, to the best of our knowledge, there are no image sequences for benchmarking the performance of any algorithm and method. The purpose of this dataset is precisely to provide a benchmark dataset for current and future use. This dataset was collected and took the current form over the period of summer 2019 and 2020. The dataset of images was collected during dry docking of large vessels via two different cameras. The image folder contains high resolution images in one folder, and low resolution images in a second folder, alongside the labeled images that can be used as ground truth. Other issues, such as changing lighting conditions and general surface artifacts, are also evident, particularly in the low resolution images folder. Visual inspections were performed by trained professionals. The collected images correspond to hull areas that are deemed by the human inspector as being problematic. The inspector then highlights the regions of interest by manually labeling regions of interest identified as corroded. Note that these manually labeled images are deemed to be corroded and/or could produce rust on the surface of the hull in the (near) future. You can use the dataset provided herein to test any machine vision / deep learning algorithm. For that purpose, we further offer a python script (under the utils folder) to transform our image labels into JSON format coco annotations for use with deep learning frameworks (e.g. Keras API).
DOI: 10.17632/2zbxzgggjg.1
title: Data of Petroleum Hydrocarbon Concentration across Woji Creek in Rivers State, Nigeria

description: A weekly sampling of water and sediment was carried out for four months (June- September). Samples of surface water were collected in a well- labelled 1000 ml volume glass container and placed in a cooler at a temperature of 4 ºC, while sediment samples were collected in Ziploc bags at a penetration depth of 5 cm using a trowel. Samples of water and sediment collected were a composite sample from five points identified in each station (Patil, 2002). Compounds were extracted with anhydrous sodium sulphate, dichloromethane (DCM) and hexane (Ratio 1:1) and activated silica gel accordingly to the methodology described in Ilavsk and Hriv (2004) and USEPA (1999). The analysis of hydrocarbon concentrations (Table 1S) in samples extracts was performed using an Agilent 7890A Gas Chromatograph according to EPA 8015 – GC/FID (Ilavsk and Hriv, 2004; USEPA, 1999). Ilavsk, J., Hriv, J., 2004. Determination of Petroleum Hydrocarbons in Water by Microextraction and Capillary Gas Chromatography. Slovak Journal of Civil Engineering l, 13–17. Lloyd-Roberts, S., 2009. Fighting for Nigeria’s oil wealth [WWW Document]. BBC Two. URL http://news.bbc.co.uk/2/hi/programmes/newsnight/7816654.stm (accessed 12.29.19). Patil, G.P., 2002. Composite Sampling, in: El-Shaarawi, A.H., Piegorsch, W.W. (Eds.), Encyclopedia of Environmetrics. John Wiley & Sons, Ltd, Chichester, pp. 387–391. https://doi.org/10.2307/2529498 USEPA, 1999. Method 1664, Revision A: n-Hexane extractable material (HEM; oil and grease) and silica gel treated n-hexane extractable material (SGTHEM; non-polar material) by extraction and gravimetry. Washington, DC.
DOI: 10.17632/7km7vmk4f3.1
title: Southeast Asian ecological dependency on Tibetan Plateau streamflow over the last millennia

description: The great river systems originating from the Tibetan Plateau are pivotal for the well-being of more than half the global population. Our understanding of historical ranges and future changes in water availability for much of southeast Asia is, however, limited by short observational records and complex environmental factors. Here, we present annually resolved and absolutely dated tree ring-based streamflow reconstructions for the Mekong, Salween and Yarlung Tsangpo Rivers since 1000 CE, which are supplemented by corresponding model projections until 2100 CE. We show a significant positive correlation between streamflow and dry season vegetation indices over the Indochinese Peninsula, revealing the importance of the Tibetan Water Tower for the functioning and productivity of ecological and societal systems in southeast Asia. The streamflow variability is associated with low-frequency sea-surface temperature variability in the North Atlantic and North Pacific. We find that streamflow extremes coincide with distinct shifts in local populations that occurred during medieval times, including the occupation and subsequent collapse of Angkor Wat from the 11th to the 16th century. Finally, our projections suggest that future streamflow changes will reach, or even exceed, historical ranges by the end of this century, posing unprecedented risks for inner Eurasia and southeast Asia.
DOI: 10.17632/v8bndp5xth.1
title: Hair Loss on Social Media Supplement Materials

description: Supplementary materials for Journal of Cosmetic Dermatology article 'Alopecia Areata and Pattern Hair Loss (Androgenetic Alopecia) on Social Media – Current Public Interest Trends and Cross-Sectional Analysis of YouTube and TikTok Contents'.
DOI: 10.17632/4wr58rrc8r.1
title: Measuring the importance of the Global Supply Chain for economic development based on diachronic data of the Logistics Performance Index (LPI)

description: Research Hypotheses
Our research focuses on understanding the relationship between the Logistics Performance Index (LPI) and GDP per capita across 169 countries over a span of 16 years, from 2007 to 2023. The hypothesis driving this study is twofold:
1. Primary Hypothesis: There is a statistically significant and positive correlation between a country’s LPI and its GDP per capita. This hypothesis is grounded in the understanding that higher logistics performance, as measured by the LPI, reflects more efficient trade and economic activities, which in turn should contribute to higher economic outputs and, therefore, higher GDP per capita.
2. Secondary Hypothesis: Among various indicators related to supply chain efficiency, the LPI is the most accurate predictor of GDP per capita. 
To test these hypotheses, we compiled a dataset that includes annual LPI scores, other supply chain performance variables and GDP per capita values for 169 countries from 2007 to 2023
Data Analysis
The data was analyzed using SPSS, a statistical software package widely used in academic research. The analysis involved several key steps:
• Correlation Analysis: Pearson correlation coefficients were calculated to assess the strength and direction of the relationship between LPI and GDP per capita across different countries and years.
• Multivariate Linear Regression: A series of regression models were developed to determine the extent to which LPI and other logistics-related variables predict GDP per capita. 
• Proximity to Mean Analysis: This analysis was conducted to evaluate the consistency of the relationship between LPI and GDP per capita across different contexts, identifying variables that showed a stable and significant impact on economic outcomes.
How to Interpret the Data
The dataset provides a comprehensive view of the relationship between logistics performance and economic output. When analyzing the data, the following points should be considered:
1. Correlation Between LPI and GDP per Capita:
o The data reveals a strong positive correlation between the LPI and GDP per capita, indicating that countries with higher logistics performance tend to have higher economic output per person. This suggests that improvements in logistics efficiency, such as better customs procedures and infrastructure, can significantly contribute to economic growth.
2. Significance of LPI Components:
o Each component of the LPI plays a role in the overall score, and understanding these components can provide deeper insights into specific areas of strength or weakness in a country’s logistics performance. 
3. Impact of External Factors:
o The data spans a period that includes significant global events, such as the 2008 financial crisis and the COVID-19 pandemic. These events may cause noticeable fluctuations in both LPI scores and GDP per capita.
DOI: 10.17632/dy2smpf277.2
title: Open dataset of duplicate publications

description: Dataset for "Duplicate publication: Analysis of scientific misconduct in Russian journals" paper. Contains information about near-duplicate publications in Russian scientific library eLIBRARY.RU
DOI: 10.17632/fgsyppvpnc.1
title: Behavior_Early_Stress_2

description: PART 2- C elegans behavior across development following early-life starvation
(XY position of each animal in each experimental condition)

Link to code and dataset of individuality analysis -https://github.com/yha/ElegansIndividuality
DOI: 10.17632/99j9t7f8kj.1
title: Home Energy Management System Dataset

description: Of course, here's the improved version in English:

---

The present dataset was collected in a controlled environment. For this purpose, a test bench was created that includes five typical household appliances: TV, air conditioner, fan, computer, and lamp. Each of these devices is connected to individual smart meters, allowing for detailed monitoring of their energy consumption, thereby forming a Home Energy Management System (HEMS). Additionally, a meter was installed in the distribution box to measure the total consumption generated by the appliances connected to the test bench.

The dataset used to train the model consists of real-time data collected by the HEMS. This dataset includes detailed records of the energy consumption of each appliance connected to the test bench. The data was collected at regular intervals of fifteen minutes, capturing daily patterns over a 30-day period.
DOI: 10.17632/bs3dnpr2g4.1
title: Gasdermin D maintains bone mass by rewiring the endo-lysosomal pathway of osteoclastic bone resorption 

description: Gasdermin D (GSDMD)-mediated pyroptosis induces immunogenic cell death and promotes inflammation. However, the functions of GSDMD in tissue homeostasis remain unclear. Here, we identify a physiological function of GSDMD in osteoclasts via a non-lytic p20 generated protein, which prevents bone loss to maintain bone homeostasis. In the late stage of RANKL-induced osteoclastogenesis, GSDMD underwent cleavage dependent on RIPK1 and caspase-8/-3 to yield this p20 product. Gsdmd-deficient osteoclasts showed normal differentiation but enhanced bone resorption with excessive lysosomal activity. Mice with complete or myeloid-specific Gsdmd deletion exhibited increased trabecular bone loss and more severe aging/ovariectomy-induced osteoporosis. GSDMD p20 was preferentially localized to early endosomes and limited endo-lysosomal trafficking and maturation, relying on its oligomerization and control of phosphoinositide conversion by binding to phosphatidylinositol 3-phosphate (PI(3)P). We have thus identified an anti-osteoclastic function of GSDMD as a checkpoint for lysosomal maturation and secretion, and linked this to bone homeostasis and endosome-lysosome biology.
DOI: 10.17632/67952fgw4f.1
title: Burnout Syndrome Through the Prism of Positive Psychotherapy by N. Peseschkian 

description: Presented in the file: 
Information about participants;
Processed data: Burnout Inventory (Maslach, Jackson, 1981; Vodop’yanova, Starchenkova, 2005);
Processed data: WIPPF (The First Interview questionnaire and the Wiesbaden Inventory);
Raw data: Burnout Inventory (Maslach, Jackson, 1981; Vodop’yanova, Starchenkova, 2005)
Raw data: WIPPF (The First Interview questionnaire and the Wiesbaden Inventory);
Spearman's rank correlation between the WIPPF and MBI-HSS questionnaires.