cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12752453.v3
title: Black Soldier Fly Reproduction under Different Adult Densities and Light Regimes

description: The black soldier fly (BSF) <i>Hermetia illucens</i> L. (Diptera: Stratiomyidae) has been recognised as a promising insect species for sustainable management of organic waste and by-products. Indoor breeding of BSF with artificial lighting has been proved successful, but efforts are still needed to efficiently maximise BSF indoors’ reproductive output. Increasing adult density seems a viable option to exploit the limited space constraint under indoor breeding, whereas decreasing artificial lighting duration may reduce unnecessary power consumption. This study aimed at investigating the effects of adult density (370, 926, and 1852 pairs/m<sup>3</sup>), light regime (8L : 16D, 12L : 12D, and 16L : 8D), and their possible interactions, on some BSF life history traits that are relevant to BSF reproduction. The results show that the overall BSF reproductive output increased with increasing adult density, but was not affected by light regime <i>per se</i>. With a BSF adult density of 1852 pairs/m<sup>3</sup>, a hatchling production of 7.5 × 10<sup>5</sup>/m<sup>3</sup> was achieved within 10 days. At the highest adult density, increasing photoperiod increased hatchling production, but also decreased the number of hatchlings per watt used for artificial illumination. The temporal oviposition patterns, individual female reproductive output, mating success, egg hatching rate, and insect survival rate were not significantly affected by adult density or light regime as simple effects. However, the interaction between adult density and light regime was significant for the first oviposition peak, individual female reproductive output, and insect survival rate. The possible mechanisms behind our results are discussed.
DOI: 10.25721/3f8m-t459
title: Musique de bal
DOI: 10.17632/yg2bgzpn4m.1
title: Occupational Therapist Guided Cognitive Interventions_Oct 2021

description: Intensive care unit (ICU) delirium is a common complication of critical illness requiring a multi-modal approach to treatment.  Evidence supporting the use of early cognitive interventions in ICU patients for the prevention or management of delirium is lacking. We report a post hoc feasibility analysis of an occupational therapy (OT) guided cognitive intervention protocol.  Patients admitted to an urban ICU were randomized to the standard of care delirium prevention protocol or to the OT-guided cognitive intervention protocol in addition to the standard of care. We conclude that a novel OT-guided cognitive intervention protocol is feasible in general medical/surgical ICU patients. A larger RCT is required to determine the impact of such a protocol on delirium prevalence or duration. 

Highlights:
•	ICU delirium is a common complication of critical illness with the potential for long-term cognitive impairments and requires a multi-modal approach to treatment. 
•	An OT-guided cognitive intervention protocol can be titrated according to the level of sedation and is feasible in critically ill patients. 
•	Larger sample sizes are required to determine the effects of a protocol on delirium prevalence and duration
DOI: 10.13012/b2idb-7683513_v1
title: Data for “Invasive virile crayfish (Faxonius virilis Hagen, 1870) hybridizes with native spothanded crayfish (Faxonius punctimanus Creaser, 1933) in the Current River watershed of Missouri, U.S.”

description: This dataset contains 1 CSV file: RozanskyLarsonTaylorMsat.csv which contains microsatellite fragment lengths for Virile and Spothanded Crayfish from the Current River watershed of Missouri, U.S., and complimentary data, including assignments to species by phenotype and COI sequence data, GenBank accession numbers for COI sequence data, study sites with dates of collection and geographic coordinates, and Illinois Natural History Survey (INHS) Crustacean Collection lots where specimens are stored.
DOI: 10.17632/2fxpy6jp3x.1
title: data

description: Building a ceRNA-immunoregulatory network associated with the progression of Alzheimer's disease through WGCNA
DOI: 10.17632/rw6k9phdjz.2
title: Determinants of dengue virus dispersal in the Americas

description: Dengue viruses (DENV) are classified into four serotypes, each of which contains multiple genotypes. DENV genotypes introduced into the Americas over the past five decades have exhibited different rates and patterns of spatial dispersal. In order to understand factors underlying these patterns we utilized a statistical framework that allows for the integration of ecological, socioeconomic and air transport mobility data as predictors of viral diffusion while inferring the phylogeographic history. Predictors describing spatial diffusion based on several covariates were compared using a generalized linear model (GLM) approach, where the support for each scenario and its contribution is estimated simultaneously from the data set. While  different predictors were identified for different serotypes, our analysis suggests that overall diffusion of DENV-1, -2, and -3 in the Americas was associated with airline traffic. The other significant predictors included human population size, the geographical distance between countries and between urban centers and the density of people living in urban environments.
DOI: 10.17632/kb76h5jtvw.1
title: Replication Data for: Upcoming issues, new methods: using Interactive Qualitative Analysis (IQA) in Management Research

description: These data refer to the paper “Upcoming issues, new methods: using Interactive Qualitative Analysis (IQA) in Management Research”. 
This article is a guide to the application of the IQA method in management research and the files available refer to:
1.	1-Affinities, definitions, and cards produced by focus group.docx: all cards, affinities and definitions create by focus group session.docx
2.	2-Step-by-step - Analysis procedures.docx: detailed data analysis procedures.docx
3.	3-Axial Coding Tables – Individual Interviews.docx: detailed axial coding procedures.docx
4.	4-Theoretical Coding Table – Individual Interviews.docx: detailed theoretical coding procedures.docx
DOI: 10.17632/7xxbfsybxz.2
title: Machine learning in energy forecasts with an application to high frequency electricity consumption data

description: This file contains Python codes related to the research paper
 'Machine learning in energy forecasts with an application to high frequency electricity consumption data'. 
(see https://www.uni-marburg.de/en/fb02/research-groups/economics/macroeconomics/research/magks-joint-discussion-papers-in-economics/papers/2021-papers/35-2021_heilmann.pdf )

The file 'Paper experiment code' contains the complete experiment of the paper, but without the used dataset 'HessianLoad'. 
The dataset can be requested at https://www.uni-kassel.de/eecs/en/sections/intelligent-embedded-systems/downloads . 
The codes of the approach Auto-LSTM can be found in the sub file 'rl_forecast'.
Together with the dataset 'HesseanLoad' the main file 'experiment_file.py' (respectively 'util.py') is in principle fully functional. 
However, we strongly recommend NOT to run the experiment, because of very long calculation times.
The numerical results of the experiment are can be found in the sub file 'results'.

As addition to the full experiment, we provide an easy example in the file 'Easy Example'.
The main code 'EASY EXAMPLE.py' is finctional with the provided exemplary data.
The example contains the simplified application of the approaches ARIMAX and ANN on the basis of a shortened input dataset.
It can be used to reproduce the machine learning rpcoess, introduced in the paper.
DOI: 10.17632/drtmp72ysx.1
title: Dataset

description: Dataset for Exploring the direct and indirect impacts of climate variability on armed conflict in South Asia
DOI: 10.17632/kx7mp5v7zz.1
title: Response of Pacific oysters to climate change conditions

description: The interactive effects of warming, ocean acidification and reduced salinity on the globally distributed marine NIS Magallana gigas (Pacific oyster) over a ten-month period. Growth, clearance and oxygen consumption rates were measured monthly to assess individual fitness. See publication for more details on the experimental set up and how the data were collected: Pack, K.E., Rius, M. and Mieszkowska, N., 2021. Long-term environmental tolerance of the non-indigenous Pacific oyster to expected contemporary climate change conditions. Marine Environmental Research, 164, p.105226.
DOI: 10.17632/nk6vy3vpsd.2
title: Black_Fungus

description: Black fungus is a dataset for image classification tasks
where it consists of several images for black fungus cases followed by the Covid-19 virus.
Please cite it 
Thanks :)
DOI: 10.17632/s6pbzvggz6.1
title: Paralympian Sport Psych

description: The purpose of this inquiry was to seek to understand and describe the experiences of Paralympic athletes in regards to psychological preparation and coping strategies in high performance sport. Psychological preparation and skill training programs are seen throughout the literature (Blumenstein & Orbach, 2015; Larsen, 2014; Martin, 1999; Pensgaard et al.,1999). An assertion paramount to this study was the belief that understanding the experiences of Paralympic athletes would be best articulated at the individual athlete level through written reflections with depth and intensity. Writing responses help individuals clarify ideas and relationships between ideas, and draw on relevant knowledge and experiences, offering profundities that can only be expressed in the qualitative realm
DOI: 10.5281/zenodo.5576039
title: Brain MR Fingerprinting data of 5 volunteers

description: Data of brain acquisitions using MR Fringerpringing [1] and reconstructed with an in-house implemented low-rank algorithm. Each .zip file contains the acquisitions of one volunteer on the same weekday during 8 consecutive weeks. The data is provided as MatLab (Mathworks, Natick MA) files. The files have the reconstructed series compressed in time (using SVD compression) and the compression matrix needed to obtain the full-time series reconstruction. A MatLab script is provided to obtain the full-time series from the compressed data. <strong>This work was funded by a Research Grant from GE(B-GEHC-05)</strong> [1]Jiang Y, Ma D, Seiberlich N, Gulani V, Griswold MA. MR fingerprinting using fast imaging with steady state precession (FISP) with spiral readout. Magnetic Resonance in Medicine 2015;74:1621–31. https://doi.org/10.1002/mrm.25559.
DOI: 10.5281/zenodo.5576038
title: Brain MR Fingerprinting data of 5 volunteers

description: Data of brain acquisitions using MR Fringerpringing [1] and reconstructed with an in-house implemented low-rank algorithm. Each .zip file contains the acquisitions of one volunteer on the same weekday during 8 consecutive weeks. The data is provided as MatLab (Mathworks, Natick MA) files. The files have the reconstructed series compressed in time (using SVD compression) and the compression matrix needed to obtain the full-time series reconstruction. A MatLab script is provided to obtain the full-time series from the compressed data. <strong>This work was funded by a Research Grant from GE(B-GEHC-05)</strong> [1]Jiang Y, Ma D, Seiberlich N, Gulani V, Griswold MA. MR fingerprinting using fast imaging with steady state precession (FISP) with spiral readout. Magnetic Resonance in Medicine 2015;74:1621–31. https://doi.org/10.1002/mrm.25559.
DOI: 10.25721/cs47-8c35
title: Musique de bal
DOI: 10.17632/39zgtrsx3d.2
title: LiquidBridge

description: Data for Figures
DOI: 10.17632/3c94pk4m7n.1
title: APOL1 risk variants in individuals of African genetic ancestry  drive endothelial cell defects that exacerbate sepsis and COVID-19 severity

description: The incidence and severity of sepsis is higher amongst individuals of African compared those of European ancestry. We found that genetic risk variants (RV) in the trypanolytic factor Apolipoprotein L1 (APOL1) present only in individuals of African ancestry were associated with increased sepsis incidence and severity. Serum APOL1 level correlated with  sepsis and  COVID-19 severity. Single-cell sequencing in human kidneys revealed high expression of APOL1 in endothelial cells. Analysis of mice with endothelial-specific expression of RV APOL1 and in vitro studies demonstrated that RV APOL1 interfered with mitophagy, leading to cytosolic release of mitochondrial DNA and activation of the inflammasome (NLRP3) and the cytosolic nucleotide sensing pathways (STING). Genetic deletion or pharmacological inhibition of NLRP3 and STING protected mice from RV APOL1-induced permeability defects and proinflammatory endothelial changes in sepsis. Our studies identify the inflammasome and STING pathways as potential targets to reduce APOL1-associated health disparities in sepsis and COVID-19.
DOI: 10.17632/39kxnyxn5f.1
title: Original data_green consumption

description: Crawling Weibo data
DOI: 10.17632/xcxngcy982.1
title: Code for analyzing the results of simultaneous recording of behavioral and neural responses of free-moving nematodes.

description: 1. Worm body tracker (Body_Tracker_6.ijm)
An ImageJ macro to detect the direction of the animal's head.
When you register the macro in the ImageJ, two buttons, "B" and "p", will be generated in the toolbar. Load the image (sequential tif file) and press the "B" button to detect the direction of the animal's head. The results will be exported as Log.text and ~blurred.tif file. In the blurred.tif image, a white dot is present on the head of the nematode, from which a line extends. The direction of the line indicates the direction of the nematode's head. If this direction is opposite to the actual direction of the head, the calculated velocity should be reversed. The "p" button is for setting various parameters.

2. MATLAB code to calculate the velocity of animal movement (subpixalgintest5)
Run the code and select the folder containing the images (sequential tif files) to analyze. For each image, the shift from the image in the previous frame (in the X and Y directions)  is exported as pixels. The results will be exported as ~raw.csv file. By converting the pixels to distances and combining them with the head direction obtained from the code in 1, it calculates whether the animal is moving forward or backward, and how fast (See also "How to calculate the speed in Excel.txt" ).
DOI: 10.17632/ycr7w5pvkt.3
title: Dataset of tree inventory and canopy structure in poplar plantations in Northern Italy

description: The repository stores data collected in 51 square (50 x 50m) 0.25 ha plots representative of poplar plantations in Lombardy Region (Northern Italy), which were used to calibrate optical informations derived from unmanned aerial vehicle (UAV) and satellite (Sentinel-2) sensors.
In each plot, the diameter at breast height (D) was measured using a caliper. Tree height (H), stem volume (Vst) and crown volume (Vcr) were derived from D using allometric equations developed in an independent study (Chianucci et al. 2020: https://doi.org/10.1093/forsci/fxaa021).
Additional canopy attributes were derived in each plot from 12-20 optical images obtained using digital cover photography (DCP), following the procedure described by Chianucci 2020 ( https://doi.org/10.1139/cjfr-2019-0055).
The raw datasets consist of 3312 records  (trees) associated to inventory measurements and 824 records (images) associated to optical canopy measurements. An R code was also provided to calculate plot-level attributes from raw datasets.
DOI: 10.17632/6fcs43jy8d.1
title: Mucormycosis

description: Mucormycosis (black fungus) is a relatively uncommon infection. Molds produce mucormycosis, which commonly affects the lungs, brain, skin, and sinuses.
DOI: 10.17632/fcgm3chfff.2
title: Data repository for Camargo, et. al. A comprehensive, open-source dataset of lower limb biomechanics. Part 1 of 3

description: For more information and download with a Dropbox mirror, visit http://www.epic.gatech.edu/opensource-biomechanics-camargo-et-al/
==============================================================================
Part 1/3 of the dataset for "Camargo, et. al. A comprehensive, open-source dataset of lower limb biomechanics in multiple conditions of stairs, ramps, and level-ground ambulation and transitions." Dataset linked from: https://doi.org/10.1016/j.jbiomech.2021.110320 (2021-02-24)
DOI: 10.17632/jj3r5f9pnf.2
title: Data repository for Camargo, et. al. A comprehensive, open-source dataset of lower limb biomechanics. Part 3 of 3

description: Part 3/3 of the dataset for "Camargo, et. al. A comprehensive, open-source dataset of lower limb biomechanics in multiple conditions of stairs, ramps, and level-ground ambulation and transitions." Dataset linked from https://doi.org/10.1016/j.jbiomech.2021.110320 (2021-02-24)
DOI: 10.5517/ccdc.csd.cc1mdgzg
title: CCDC 1501546: Experimental Crystal Structure Determination

description: Related Article: Pengfei Wang|2016|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1mdw41
title: CCDC 1501923: Experimental Crystal Structure Determination

description: Related Article: Chen Yue Yue|2016|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1mlv8b
title: CCDC 1507662: Experimental Crystal Structure Determination

description: Related Article: Andrey Ilyukhin, Svetlana Petrosyants|2016|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1mm2q1
title: CCDC 1507893: Experimental Crystal Structure Determination

description: Related Article: Natalia Arefyeva|2016|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1mm50f
title: CCDC 1507964: Experimental Crystal Structure Determination

description: Related Article: Natalia Arefyeva|2016|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1mm51g
title: CCDC 1507965: Experimental Crystal Structure Determination

description: Related Article: Natalia Arefyeva|2016|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1nhcwd
title: CCDC 1534124: Experimental Crystal Structure Determination

description: Related Article: S. Sangeeta, K. Ahmad, N. Noorussabah, S. Bharti, M.K. Mishra, S.R. Sharma, M. Choudhary|2017|J.Mol.Struct.|1149|183|doi:10.1016/j.molstruc.2017.07.059
description: Related Article: S. Sangeeta|2017|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1pl8m5
title: CCDC 1566697: Experimental Crystal Structure Determination

description: Related Article: Tuğba Aycan |2018|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1zl6lc
title: CCDC 1834753: Experimental Crystal Structure Determination

description: Related Article: Raoudha Soury,  Ilona Turowska-Tyrk|2018|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1zld0z
title: CCDC 1834921: Experimental Crystal Structure Determination

description: Related Article: Eric Sperlich, Martin Köckerling|2018|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc1zlg78
title: CCDC 1834990: Experimental Crystal Structure Determination

description: Related Article: Jonas König, Martin Köckerling|2018|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc24428n
title: CCDC 1970120: Experimental Crystal Structure Determination

description: Related Article: Nada Amer, Marcus Bond|2019|CSD Communication|||
DOI: 10.5517/ccdc.csd.cc25vgyg
title: CCDC 2021446: Experimental Crystal Structure Determination

description: Related Article: Martin Nieger, Xuemin Gan, Stefan Bräse|2020|CSD Communication|||
DOI: 10.17632/k9kvm5tn3f.2
title: Data repository for Camargo, et. al. A comprehensive, open-source dataset of lower limb biomechanics. Part 2 of 3

description: Part 2/3 of the dataset for "Camargo, et. al. A comprehensive, open-source dataset of lower limb biomechanics in multiple conditions of stairs, ramps, and level-ground ambulation and transitions." Dataset linked from https://doi.org/10.1016/j.jbiomech.2021.110320 (2021-02-24)
DOI: 10.6084/m9.figshare.12752453
title: Reproduction of Black Soldier Fly (Diptera: Stratiomyidae) under Different Adult Densities and Light Regimes

description: The black soldier fly (BSF) <i>Hermetia illucens</i> L. (Diptera: Stratiomyidae) has been recognized as a promising insect species for sustainable management of organic waste and by-products. Indoor breeding of BSF with artificial lighting has been proved successful, but efforts are still needed to optimize BSF reproductive output. Increasing adult density seems an option to exploit space, whereas decreasing artificial lighting duration may reduce unnecessary power consumption. This study aimed at investigating the effects of adult density (10, 25, and 50 pairs per 30 × 30 × 30 cm cage; i.e., 370, 926, and 1852 pairs/m<sup>3</sup>), light regime (8:16, 12:12, and 16:8 [L:D] h), and their possible interactions, on some BSF life history traits relevant to reproduction. The results show that the overall BSF reproductive output increased with increasing adult density but was not affected by light regimes tested <i>per se</i>. With the highest BSF adult density tested, an average of more than 20,000 neonate larvae were produced from a cage within 10 d. At the highest adult density tested, increasing photoperiod increased neonate production, but also decreased the number of neonates per watt used for artificial illumination. The temporal oviposition patterns, mean individual female reproductive output, mating success, egg hatching rate, and insect survival rate were not affected by adult density or light regime as simple effects. However, the interaction between adult density and light regime was significant for the first oviposition peak, mean individual female reproductive output, and insect survival rate. The possible mechanisms behind our results are discussed.
DOI: 10.6084/m9.figshare.12752453.v4
title: Black Soldier Fly Reproduction under Different Adult Densities and Light Regimes

description: The black soldier fly (BSF) <i>Hermetia illucens</i> L. (Diptera: Stratiomyidae) has been recognized as a promising insect species for sustainable management of organic waste and by-products. Indoor breeding of BSF with artificial lighting has been proved successful, but efforts are still needed to optimize BSF reproductive output. Increasing adult density seems an option to exploit space, whereas decreasing artificial lighting duration may reduce unnecessary power consumption. This study aimed at investigating the effects of adult density (10, 25, and 50 pairs per 30 × 30 × 30 cm cage; i.e., 370, 926, and 1852 pairs/m<sup>3</sup>), light regime (8:16, 12:12, and 16:8 [L:D] h), and their possible interactions, on some BSF life history traits relevant to reproduction. The results show that the overall BSF reproductive output increased with increasing adult density but was not affected by light regimes tested <i>per se</i>. With the highest BSF adult density tested, an average of more than 20,000 neonate larvae were produced from a cage within 10 d. At the highest adult density tested, increasing photoperiod increased neonate production, but also decreased the number of neonates per watt used for artificial illumination. The temporal oviposition patterns, mean individual female reproductive output, mating success, egg hatching rate, and insect survival rate were not affected by adult density or light regime as simple effects. However, the interaction between adult density and light regime was significant for the first oviposition peak, mean individual female reproductive output, and insect survival rate. The possible mechanisms behind our results are discussed.