cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ffn745r57z.1
title: Data for "Prediction of Phakic Intraocular Lens Vault Using Machine Learning of Anterior Segment Optical Coherence Tomography Metrics"

description: Prediction of Phakic Intraocular Lens Vault Using Machine Learning of Anterior Segment Optical Coherence Tomography Metrics. Authors: Kazutaka Kamiya, MD, PhD1, Ik Hee Ryu, MD, MS2, Tae Keun Yoo, MD2, Jung Sub Kim MD2, In Sik Lee, MD, PhD2, Jin Kook Kim MD2, Wakako Ando CO3, Nobuyuki Shoji, MD, PhD3, Tomofusa, Yamauchi, MD, PhD4, Hitoshi Tabuchi, MD, PhD4. Author Affiliation: 1Visual Physiology, School of Allied Health Sciences, Kitasato University, Kanagawa, Japan, 2B&VIIT Eye Center, Seoul, Korea, 3Department of Ophthalmology, School of Medicine, Kitasato University, Kanagawa, Japan, 4Department of Ophthalmology, Tsukazaki Hospital, Hyogo, Japan. We hypothesize that machine learning of preoperative biometric data obtained by the As-OCT may be clinically beneficial for predicting the actual ICL vault. Therefore, we built the machine learning model using Random Forest to predict ICL vault after surgery. This multicenter study comprised one thousand seven hundred forty-five eyes of 1745 consecutive patients (656 men and 1089 women), who underwent EVO ICL implantation (V4c and V5 Visian ICL with KS-AquaPORT) for the correction of moderate to high myopia and myopic astigmatism, and who completed at least a 1-month follow-up, at Kitasato University Hospital (Kanagawa, Japan), or at B&VIIT Eye Center (Seoul, Korea). This data file (RFR_model(feature=12).mat) is the final trained random forest model for MATLAB 2020a. Python version: *************************************************************** from sklearn.model_selection import train_test_split import pandas as pd import numpy as np from sklearn.ensemble import RandomForestClassifier from sklearn.ensemble import RandomForestRegressor # connect data in your google drive from google.colab import auth auth.authenticate_user() from google.colab import drive drive.mount('/content/gdrive') # Change the path for the custom data # In this case, we used ICL vault prediction using preop measurement dataset = pd.read_csv('gdrive/My Drive/ICL/data_icl.csv') dataset.head() #optimal features (sorted by importance) : # 1. ICL size 2. ICL power 3. LV 4. CLR 5. ACD 6. ATA # 7. MSE 8.Age 9. Pupil size 10. WTW 11. CCT 12. ACW y = dataset['Vault_1M'] X = dataset.drop(['Vault_1M'], axis = 1) # Split the dataset to train and test data # For a simple validation test, we split data to 8:2 train_X, test_X, train_y, test_y = train_test_split(X, y, test_size=0.2, random_state=0) # Optimal parameter search could be performed in this section parameters = {'bootstrap': True, 'min_samples_leaf': 3, 'n_estimators': 500, 'criterion': 'mae' 'min_samples_split': 10, 'max_features': 'sqrt', 'max_depth': 6, 'max_leaf_nodes': None} RF_model = RandomForestRegressor(**parameters) RF_model.fit(train_X, train_y) RF_predictions = RF_model.predict(test_X) importance = RF_model.feature_importances_
DOI: 10.17632/jw5zd3zbhw.2
title: Microstructures generated by phase field simulated Al-Si solidification

description: Liquid phase fraction resulting from phase field simulations of the microstructure evolution during solidification of an AlSi7Mg0.3 alloy used for premeability simulations. RVE: cube of 150 micrometers edge length, resolution 0.5 micrometer. Format: VTK packed with gzip. Solidification conditions: 240 W/ccm heat extraction rate "equiaxed": No temperature gradient, xyz-periodic "directional": Temperature gradient 5K/mm, xy-periodic
DOI: 10.17632/mtd59df24s.1
title: Datset for "Social Media Use, Self-Efficacy, Perceived Threat and Preventive Behavior in Pakistan in Times of COVID-19: Results of a Cross-Sectional Study in Pakistan"

description: We aimed to determine whether there is a relationship between social media use, preventive behavior, the perceived threat of coronavirus, self-efficacy, and socio-demographic characteristics. We used the online sampling technique to interview 310 respondents across Pakistan for a cross-sectional survey. The paper from this data titled "Social Media Use, Self-Efficacy, Perceived Threat and Preventive Behavior in Pakistan in Times of COVID-19: Results of a Cross-Sectional Study in Pakistan" is currently under consideration for publication in Frontiers in Psychology.
DOI: 10.17632/wxsxx3yt3y.6
title: Forest Fires in Spain

description: Data and code used in the paper: Forest Fires in Spain updated 2020/11/17
DOI: 10.17632/c87gn8c7bf.1
title: Sincosite Raman IR XRD

description: sincosite Raman spectra, IR Spectra and XRD
DOI: 10.17632/wmp3ng3n57.1
title: Geochron Geochem Data Compilation_Circum-Sulu Sea

description: Compilation of zircon U-Pb-Hf isotope, K-Ar age, and whole-rock geochemical data across the circum-Sulu Sea region. Table 1 (new data plus representative samples from Tsikouras et al., 2021) Table 2 (compiled age and geochemical data)
DOI: 10.17632/zxtzr3zpmr.1
title: JAAD 2020

description: Supplemental Figures Related to JAAD. Skin biopsy and skin cancer treatment use in the Medicare population, 1993 to 2016
DOI: 10.17632/3p28zvpx58.2
title: Chuya-Kurai Source Code

description: This is an open-source code for finite-difference analysis of faulting and seismicity near the Chuya and Kurai depressions, Gorny Altai. Published as a supplementary material for reproducibility of the results.
DOI: 10.17632/bk23zc75jt.1
title: Human-machine tool shop management system

description: The article describes a human-machine tool shop management system based on the developed models and algorithms of production division management tasks. The calculation of the economic efficiency of the developed management system is carried out. The developed online management system increases the economic efficiency of managing a modern production unit. This management system, as shown by its operation, has the ability to form management decisions, making extensive use of the ability of operational shop staff to navigate in informal situations due to their experience, intuition, and forecasting the development of the production situation. With this approach to the management process, it is possible to involve hidden reserves and other resources in the production sphere on the basis of the development of creative initiative of the heads of production units and site management personnel. In addition, having the ability to quickly respond to changes in the production environment, the dialog control system allows you to more effectively than with batch information processing systems to stabilize the course of the production process when it is affected by various random factors. The ability to synchronize in real time the interaction of all workplaces (WP) of production sites is implemented, thereby significantly reducing the duration of production cycles for manufacturing products, work in progress, improving the rhythm of production, increasing labor productivity.
DOI: 10.5281/zenodo.3978317
title: First evaluation of an absolute quantum gravimeter (AQG#B01) for future field experiments

description: Quantum gravimeters are a promising new development allowing for continuous absolute gravity monitoring while<br> remaining user-friendly and transportable. In this study, we present experiments carried out to assess the capacity of the<br> AQG#B01 in view of future deployment as a field gravimeter for hydro-geophysical applications. The AQG#B01 is the field<br> version follow-up of the AQG#A01 portable absolute quantum gravimeter developed by the French quantum sensor company<br> Muquans. We assess the instrument’s performance in terms of stability (absence of instrumental drift), sensitivity in relation to<br> other gravimeters. Furthermore, the measurements allowed for the successful monitoring of a hydrological mass change. We<br> discuss the observations concerning the accuracy of the AQG#B01 in comparison with a state-of-the-art absolute gravimeter<br> (Micro-g-LaCoste, FG5#228). Repeatability is tested by instrument displacement between close-by measurement positions.<br> We report the repeatability to be better than 50 nm.s−2 . No significant instrumental drift was observed over several weeks<br> of measurement. This study furthermore investigates whether changes of instrument tilt and external temperature and com-<br> bination of both, which are likely to occur during field campaigns, influence the measurement of gravitational attraction. We<br> ◦repeatedly tested external temperatures between 20 and 30 C and did not find any significant effect. We report two weeks<br> of stable operation under semi-terrain conditions in a garage without temperature-control. As an example of a geophysical<br> signal, a 100 nm.s−2 gravity change is detected with the AQG#B01 after a rainfall event at the Larzac geodetic observatory<br> (Southern France). The data agreed with the gravity changes measured with a superconducting relative gravimeter (GWR,<br> iGrav#002) and the expected gravity change simulated as an infinite Bouguer slab approximation. We close with operational<br> recommendations for potential users and discuss specific possible future field applications. While not claiming completeness,<br> we nevertheless present the first characterisation of a quantum gravimeter carried out by future users. Crucial criteria for the<br> assessment of its suitability in field applications have been investigated and are complemented with a discussion of further<br> necessary experiments.
description: "First evaluation of an absolute quantum gravimeter (AQG#B01) for future field experiments " submitted to the journal: Geoscientific Instrumentation, Methods and Data Systems (GI)
DOI: 10.17632/82dj2gmf88.1
title: Algorithmic And Mathematical Methods For Solving The Problem Of Calendar Planning Based On Dynamic Functioning Tables.

description: In small-scale and individual production, with frequent changes in the nomenclature, with participation in the production of parts for Assembly of a large number of different sites and workshops, where in turn there are extreme situations, it is not so much impossible to set a single criterion for evaluating the plan, as it is impractical. The planning and management system should be adaptive, with a changing production situation, and be able to adapt to the situation on the site and in the production as a whole. In these conditions, it is necessary to develop new approaches and methods to solve the problems of cladding and management. In this paper, we consider increasing production efficiency using the first method, implemented by managing the organization of production and operational management of the production unit. The most important and complex task in the operational management of a production unit is the task of scheduling. Therefore, the main task of this management problem is the task of calendar planning. The solution of the calendar planning problem is related to the state of a number of internal factors (organizational structures of the placement of workers, equipment, equipment specialization) of the organizational environment of the shop. Therefore, to successfully solve the problems of managing production units, a complex solution of the problems of managing the organization of production and operational management is required.
DOI: 10.17632/hk8dyxr6f3.1
title: Risk of NCD on productive aged (15-45 years old) in Blitar

description: Data on the risk level of suffering from NCD at the age of 15-45 years in Blitar, data collected from July to August 2020, data from 238 respondents.
DOI: 10.17632/37jrsxvk9s.1
title: Food Trade and Food Security

description: Data used to infer the impact of food trade liberalisation on food security. Food security is measured using two measures; daily per capita dietary energy supply and undernourishment prevalence. They are proxies of two key components of food security, food availability and access respectively. Key explanatory variables are food trade openness, nominal rate of protection on food security commodities and agricultural total factor productivity growth. Most of the data was collected from Food and Agriculture Organization (FAO) website.
DOI: 10.17632/c7kn6dy5ch.1
title: Keeping the lights on

description: A study of whether Management Information systems assisted or resisted executive decision making through Covid-19
DOI: 10.17632/mgt348y6kv.1
title: Data for: A general model for predicting the airflow rates of a vertically installed solar chimney with connecting ducts

description: Contains the excutable file for the calculation of solar chimney airflow rates. It applies to the vertical, square type of solar chimneys. It is an improved and expanded version of version 3. The updated excutable file is able to calculate when the heat input in the chimney chanell q=0. In this inverse condition, it is assumed that the air enters the chimney channel from the room and thus the density of the chimney channel is the same as that in the room. The new exe file also improves in the searching method for solutions or optimal values.
DOI: 10.5281/zenodo.4279248
title: Acute exposure of silver catfish (Rhamdia quelen) to chlorantraniliprole insecticide

description: This study aimed to verify whether exposure to a commercial formulation of the chlorantraniliprole insecticide, which is used on rice crops, alters biochemical parameters in silver catfish (<em>Rhamdia quelen</em>). Fifty-four animals were distributed in six units per tank (n=6/repetition), in triplicate for each treatment: T1 - control (no insecticide), T2 (0.02 μg/L insecticide) and T3 (0.20 μg/L insecticide). Exposure lasted 24 or 96h, followed by a 96-h recovery in water free of pesticide. Results indicated biochemical changes in the levels of cortisol, glucose, lactate and plasma protein as well as few ionic alterations in the gills during exposure and recovery. The presence of chlorantraniliprole at 0.02 and 0.20 μg/L in water for acute exposure (sub-lethal) of silver catfish triggered osmoregulatory and/or biochemical imbalance under the tested conditions, and most of these alterations did not recover within 96h in clear water.
DOI: 10.5281/zenodo.4279247
title: Acute exposure of silver catfish (Rhamdia quelen) to chlorantraniliprole insecticide

description: This study aimed to verify whether exposure to a commercial formulation of the chlorantraniliprole insecticide, which is used on rice crops, alters biochemical parameters in silver catfish (<em>Rhamdia quelen</em>). Fifty-four animals were distributed in six units per tank (n=6/repetition), in triplicate for each treatment: T1 - control (no insecticide), T2 (0.02 μg/L insecticide) and T3 (0.20 μg/L insecticide). Exposure lasted 24 or 96h, followed by a 96-h recovery in water free of pesticide. Results indicated biochemical changes in the levels of cortisol, glucose, lactate and plasma protein as well as few ionic alterations in the gills during exposure and recovery. The presence of chlorantraniliprole at 0.02 and 0.20 μg/L in water for acute exposure (sub-lethal) of silver catfish triggered osmoregulatory and/or biochemical imbalance under the tested conditions, and most of these alterations did not recover within 96h in clear water.
DOI: 10.5281/zenodo.4279170
title: DEXOM: Diversity-based enumeration of optimal context-specific metabolic networks

description: Matlab output files and raw data used for the evaluation presented in "DEXOM: Diversity-based enumeration of optimal context-specific metabolic networks" https://github.com/MetExplore/dexom
description: {"references": ["Rodr\u00edguez-Mier, Pablo, et al. \"DEXOM: Diversity-based enumeration of optimal context-specific metabolic networks.\" bioRxiv (2020).", "Rintala, Eija, et al. \"Low oxygen levels as a trigger for enhancement of respiratory metabolism in Saccharomyces cerevisiae.\" BMC genomics 10.1 (2009): 461.", "Machado, Daniel, and Markus Herrg\u00e5rd. \"Systematic evaluation of methods for integration of transcriptomic data into constraint-based models of metabolism.\" PLoS Comput Biol 10.4 (2014): e1003580.", "Opdam, Sjoerd, et al. \"A systematic evaluation of methods for tailoring genome-scale metabolic models.\" Cell systems 4.3 (2017): 318-329.", "Duarte, Natalie C., et al. \"Global reconstruction of the human metabolic network based on genomic and bibliomic data.\" Proceedings of the National Academy of Sciences 104.6 (2007): 1777-1782.", "Heavner, Benjamin D., et al. \"Version 6 of the consensus yeast metabolic network refines biochemical coverage and improves model performance.\" Database 2013 (2013)."]}
DOI: 10.5281/zenodo.4279169
title: DEXOM: Diversity-based enumeration of optimal context-specific metabolic networks

description: Matlab output files and raw data used for the evaluation presented in "DEXOM: Diversity-based enumeration of optimal context-specific metabolic networks" https://github.com/MetExplore/dexom
description: {"references": ["Rodr\u00edguez-Mier, Pablo, et al. \"DEXOM: Diversity-based enumeration of optimal context-specific metabolic networks.\" bioRxiv (2020).", "Rintala, Eija, et al. \"Low oxygen levels as a trigger for enhancement of respiratory metabolism in Saccharomyces cerevisiae.\" BMC genomics 10.1 (2009): 461.", "Machado, Daniel, and Markus Herrg\u00e5rd. \"Systematic evaluation of methods for integration of transcriptomic data into constraint-based models of metabolism.\" PLoS Comput Biol 10.4 (2014): e1003580.", "Opdam, Sjoerd, et al. \"A systematic evaluation of methods for tailoring genome-scale metabolic models.\" Cell systems 4.3 (2017): 318-329.", "Duarte, Natalie C., et al. \"Global reconstruction of the human metabolic network based on genomic and bibliomic data.\" Proceedings of the National Academy of Sciences 104.6 (2007): 1777-1782.", "Heavner, Benjamin D., et al. \"Version 6 of the consensus yeast metabolic network refines biochemical coverage and improves model performance.\" Database 2013 (2013)."]}
DOI: 10.5281/zenodo.4279151
title: Dataset related to article: "Are Strategies Favoring Pattern Matching a Viable Way to Improve Complexity Estimation Based on Sample Entropy?"

description: This record contains data related to article "Are Strategies Favoring Pattern Matching a Viable Way to Improve Complexity Estimation Based on Sample Entropy?" It has been suggested that a viable strategy to improve complexity estimation based on the assessment of pattern similarity is to increase the pattern matching rate without enlarging the series length. We tested this hypothesis over short simulations of nonlinear deterministic and linear stochastic dynamics affected by various noise amounts. Several transformations featuring a different ability to increase the pattern matching rate were tested and compared to the usual strategy adopted in sample entropy (SampEn) computation. The approaches were applied to evaluate the complexity of short-term cardiac and vascular controls from the beat-to-beat variability of heart period (HP) and systolic arterial pressure (SAP) in 12 Parkinson disease patients and 12 age- and gender-matched healthy subjects at supine resting and during head-up tilt. Over simulations, the strategies estimated a larger complexity over nonlinear deterministic signals and a greater regularity over linear stochastic series or deterministic dynamics importantly contaminated by noise. Over short HP and SAP series the techniques did not produce any practical advantage, with an unvaried ability to discriminate groups and experimental conditions compared to the traditional SampEn. Procedures designed to artificially increase the number of matches are of no methodological and practical value when applied to assess complexity indexes.
description: This work was partially supported by Ricerca Corrente from the Italian Ministry of Health to IRCCS Policlinico San Donato.
DOI: 10.5281/zenodo.4279150
title: Dataset related to article: "Are Strategies Favoring Pattern Matching a Viable Way to Improve Complexity Estimation Based on Sample Entropy?"

description: This record contains data related to article "Are Strategies Favoring Pattern Matching a Viable Way to Improve Complexity Estimation Based on Sample Entropy?" It has been suggested that a viable strategy to improve complexity estimation based on the assessment of pattern similarity is to increase the pattern matching rate without enlarging the series length. We tested this hypothesis over short simulations of nonlinear deterministic and linear stochastic dynamics affected by various noise amounts. Several transformations featuring a different ability to increase the pattern matching rate were tested and compared to the usual strategy adopted in sample entropy (SampEn) computation. The approaches were applied to evaluate the complexity of short-term cardiac and vascular controls from the beat-to-beat variability of heart period (HP) and systolic arterial pressure (SAP) in 12 Parkinson disease patients and 12 age- and gender-matched healthy subjects at supine resting and during head-up tilt. Over simulations, the strategies estimated a larger complexity over nonlinear deterministic signals and a greater regularity over linear stochastic series or deterministic dynamics importantly contaminated by noise. Over short HP and SAP series the techniques did not produce any practical advantage, with an unvaried ability to discriminate groups and experimental conditions compared to the traditional SampEn. Procedures designed to artificially increase the number of matches are of no methodological and practical value when applied to assess complexity indexes.
description: This work was partially supported by Ricerca Corrente from the Italian Ministry of Health to IRCCS Policlinico San Donato.
DOI: 10.5519/qd.47ntov5c
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (11002 records)
DOI: 10.6084/m9.figshare.13251815
title: Interview transcripts Public Sector Management

description: Interview transcripts<br>
DOI: 10.6084/m9.figshare.13251818
title: Survey data

description: Survey data Public Agency<br>
DOI: 10.6084/m9.figshare.13251818.v1
title: Survey data

description: Survey data Public Agency<br>
DOI: 10.6084/m9.figshare.13251746
title: Forest_Biomass_Map.zip

description: Forest Biomass map of Europe for 2010 - 32 bit version
DOI: 10.5519/qd.bqjylnpt
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (290 records)
DOI: 10.25646/7659
title: Tagesdaten-CSV aus dem DIVI-Intensivregister

description: Die Tagesdaten-CSV entspricht einem Auszug der Daten des DIVI-Intensivregisters. Die Datei enthält eine Aggregation der aktuellsten Meldungen pro Landkreis. Es werden die aktuell gemeldeten Anzahlen der COVID-19 Intensivfälle sowie die gemeldeten intensivmedizinischen Behandlungskapazitäten angezeigt. Die Tagesdaten-CSV liefert dabei ausschließlich einen Blick auf die Daten gemäß dem Stand des betrachteten Tages. Die Daten sind im situationsbedingten Kontext aufbereitet, damit sind verschiedene Tagesdaten-CSVs u.U. nicht direkt miteinander vergleichbar. Die aktuellsten Meldungen werden im gewählten Betrachtungszeitfenster über alle Meldebereiche und Standorte aufsummiert. Weitere Informationen sind zu finden unter https://www.intensivregister.de/#/faq
DOI: 10.5517/ccdc.csd.cc10jbvq
title: CCDC 939233: Experimental Crystal Structure Determination

description: Related Article: Mani Jeeva|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc13h83z
title: CCDC 1027560: Experimental Crystal Structure Determination

description: Related Article: Mani Jeeva|2020|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc21kt5m
title: CCDC 1893950: Experimental Crystal Structure Determination

description: Related Article: Vasant S. Naik, Parutagouda Shankaragouda Patil, Neelamma B. Gummagol, Qin Ai Wong, Ching Kheng Quah, H.S. Jayanna|2020|Opt.Mater.|110|110462|doi:10.1016/j.optmat.2020.110462
DOI: 10.5517/ccdc.csd.cc21kt6n
title: CCDC 1893951: Experimental Crystal Structure Determination

description: Related Article: Vasant S. Naik, Parutagouda Shankaragouda Patil, Neelamma B. Gummagol, Qin Ai Wong, Ching Kheng Quah, H.S. Jayanna|2020|Opt.Mater.|110|110462|doi:10.1016/j.optmat.2020.110462