cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25439/rmt.12204698.v1
title: Data from: Detection of Ring and Adatom Defects in Activated Disordered Carbon via Fluctuation Nanobeam Electron Diffraction

description: Data supporting published article: https://doi.org/10.1002/smll.202000828<br>The carbon data was measured on an electron microscope in a commercial file format (.ser). Carbon data consists of 6 data files (944Mb each) and each contains many images. Gold nanocrystal diffraction data is a single raw binary format that contains many images. Script provided to access these files via Python.<br><br>Article abstract: How the structure of disordered porous carbons evolve during their activation is particularly poorly understood. This problem endures primarily because of a lack of high-resolution 3D techniques for the characterization of amorphous and highly disordered structure. To address this, the measurement of the 3D pair-angle distribution function using nanodiffraction patterns from high-energy electrons is demonstrated. These rich multiatom correlations are measured for a disordered carbon and they clearly show the structural evolution during activation. They provide previously inaccessible bond-angle information and direct evidence for the presence of ring and adatom defects. An increase in the short-range order and the number of fivefold ring defects with activation are observed, indicating stress relaxation by increasing curvature. These observations support models of disordered porous carbons based on curved graphene networks and explain how large amounts of free volume can be created with surprisingly small changes in the average ratios of tetrahedral to graphitic bonding.
DOI: 10.25439/rmt.12253310
title: Dataset from: Fluctuation x-ray diffraction reveals three-dimensional nanostructure and disorder in self-assembled lipid phases

description: Fluctuation x-ray scattering data collected at the Small-angle x-ray scattering (SAXS) beamline at the Australian Synchrotron. Samples are self-assembled Monoolein:buffer mixtures with additives: cholesterol and 1,2-Dioleoyl-phosphatidylcholine (DOPC) in varying concentrations. Please see the manuscript for composition of the buffer solution. Pn3m and hexagonal phases were observed. Around ~3000 diffraction patterns of independent sample regions were collected for each sample composition, in order to study angular intensity correlations.<br>The file names convention is as follows:"run8_3p5dopc_3p7chol.tar.gz" indicates a MO:buffer mixture for 3.5% DOPC and 3.7% cholesterol.<br>See the following article for more information:Martin, A.V., Kozlov, A., Berntsen, P. et al. Fluctuation X-ray diffraction reveals three-dimensional nanostructure and disorder in self-assembled lipid phases. Commun Mater 1, 40 (2020). https://doi.org/10.1038/s43246-020-0044-z<br>
DOI: 10.25439/rmt.12253310.v2
title: Dataset from: Fluctuation x-ray diffraction reveals three-dimensional nanostructure and disorder in self-assembled lipid phases

description: Fluctuation x-ray scattering data collected at the Small-angle x-ray scattering (SAXS) beamline at the Australian Synchrotron. Samples are self-assembled Monoolein:buffer mixtures with additives: cholesterol and 1,2-Dioleoyl-phosphatidylcholine (DOPC) in varying concentrations. Please see the manuscript for composition of the buffer solution. Pn3m and hexagonal phases were observed. Around ~3000 diffraction patterns of independent sample regions were collected for each sample composition, in order to study angular intensity correlations.<br>The file names convention is as follows:"run8_3p5dopc_3p7chol.tar.gz" indicates a MO:buffer mixture for 3.5% DOPC and 3.7% cholesterol.<br>See the following article for more information:Martin, A.V., Kozlov, A., Berntsen, P. et al. Fluctuation X-ray diffraction reveals three-dimensional nanostructure and disorder in self-assembled lipid phases. Commun Mater 1, 40 (2020). https://doi.org/10.1038/s43246-020-0044-z<br>
DOI: 10.25439/rmt.12253310.v1
title: Dataset from: Fluctuation x-ray diffraction reveals three-dimensional nanostructure and disorder in self-assembled lipid phases

description: Fluctuation x-ray scattering data collected at the Small-angle x-ray scattering (SAXS) beamline at the Australian Synchrotron. Samples are self-assembled Monoolein:buffer mixtures with additives: cholesterol and 1,2-Dioleoyl-phosphatidylcholine (DOPC) in varying concentrations. Please see the manuscript for composition of the buffer solution. Pn3m and hexagonal phases were observed. Around ~3000 diffraction patterns of independent sample regions were collected for each sample composition, in order to study angular intensity correlations.<br>The file names convention is as follows:"run8_3p5dopc_3p7chol.tar.gz" indicates a MO:buffer mixture for 3.5% DOPC and 3.7% cholesterol.<br>See the following article for more information:Martin, A.V., Kozlov, A., Berntsen, P. et al. Fluctuation X-ray diffraction reveals three-dimensional nanostructure and disorder in self-assembled lipid phases. Commun Mater 1, 40 (2020). https://doi.org/10.1038/s43246-020-0044-z<br>
DOI: 10.7303/syn8456638.22
title: Counts (filtered logCPM)
DOI: 10.7303/syn8466816.19
title: Counts (filtered logCPM)
DOI: 10.5519/qd.elm94nrk
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.5066/f73b5x59
title: Official Recognized Boundary of Southeast Aquatic Resource Partnership with State Boundaries, 2020
DOI: 10.21227/mam3-kp03
title: Morse Code Symbol Classification

description: Morse code is a system of communication using dots and dashes to represent numbers, letters and symbols. For example, the letter 'B' is represented as a dash followed by 3 dots, i.e. "–...". The dataset used in this competition is synthetically generated, and mimics a human writing dots and dashes on a piece of paper. In this sense, it is like a 1-dimensional version of an image represented by numeric pixel values. The challenge is to classify the resulting 1-dimensional input into 1 out of 64 classes which represent various letter, numbers and symbols.
DOI: 10.25919/5f0d269162071
title: Managed aquifer recharge opportunity mapping in the Fitzroy, Darwin and Mitchell catchments generated by the Northern Australia Water Resource Assessment

description: The regional-scale MAR opportunity assessment represents a pre-feasibility assessment and consists of two components: (i) regional-scale opportunity mapping and (ii) MAR guidelines for entry level assessment in the most promising area for MAR. This pre-feasibility assessment identifies promising areas for MAR and describes the nature of investigations required to provide data that would support a feasibility assessment of a specific MAR scheme. The key output of the MAR regional-scale opportunity assessment is a series of regional-scale MAR opportunity maps for each of the three study areas to identify the most promising locations for MAR.
DOI: 10.25919/5f0d49f60d157
title: Nitrogenase Anf proteins

description: Proteomic analysis of nitrogenase Anf proteins expressed in tobacco plants
DOI: 10.11577/1638360
title: Considerations for three-dimensional image reconstruction from experimental data in coherent diffractive imaging

description: The Datasets folder contains 3 datasets, corresponding to the datasets mentioned in the article with 670, 2691 and 586 images. The Runs folder has all the runs used. Besides the images itself it also contains tags for each image under `/entry_1/image_1/detector_and_photon_corrected/tags`. The `headings` attribute gives the name of each tag. The `Jonas Strict` tag corresponds to the 670 images, the `Redflamingo` tag to the 2691 images and the `Redflamingo_Ida_subset` tag to the 586 images. The final dataset with 260 images can be obtained from `Datasets/amoc6914-Redflamingo-manual-586.h5` and use the `/model/diameterNM` group to select the 260 images with size closest to 214 nm.
DOI: 10.14457/su.res.2019.6
title: ประเมินผลการใช้กรดอินโดลแอซีติกจากแบคทีเรียที่ผลิตในห้องปฏิบัติการต่อการงอกและเจริญเติบโตในระยะต้นอ่อนของข้าว
DOI: 10.14457/su.res.2019.7
title: การศึกษาการใช้อาร์จินีนและแคลเซียมแลคเตทในการยับยั้งการเกิดสีน้้าตาลในผักกาดหวานแปรรูปพร้อมบริโภค
DOI: 10.5281/zenodo.3945526
title: Low viewpoint forest depth dataset for sparse rover swarms

description: We have developed a low viewpoint depth dataset in a forest, and provide RGB images and grayscale depth images for the reader.
DOI: 10.5281/zenodo.3690210
title: Low viewpoint forest depth dataset for sparse rover swarms

description: We have developed a low viewpoint depth dataset in a forest, and provide RGB images and grayscale depth images for the reader.
DOI: 10.14457/su.res.2019.8
title: การส่งเสริมกิจกรรมการเรียนรู้เพื่อพัฒนาแหล่งเรียนรู้เศรษฐกิจพอเพียงเชิงสร้างสรรค์แบบมีส่วนร่วมของชุมชนบ้านยาง จังหวัดนครปฐม
DOI: 10.14457/su.res.2019.9
title: การใช้ประโยชน์กรดอินโดลแอซีติกที่ผลิตโดยแบคทีเรียเพื่อการปลูกข้าว
DOI: 10.14457/su.res.2019.10
title: ศึกษารูปแบบการผลิตกรดอินโดลแอซิติกจากแบคทีเรียที่เหมาะสมสำหรับเกษตรกร
DOI: 10.14457/su.res.2019.11
title: การพัฒนารูปแบบมหาวิทยาลัยวัยที่สาม คณะศึกษาศาสตร์ มหาวิทยาลัยศิลปากร สำหรับการจัดการเรียนรู้ตลอดชีวิตของผู้สูงอายุ
DOI: 10.14457/su.res.2018.51
title: การพัฒนาผลิตภัณฑ์อาหารชุมชนที่มีอัตลักษณ์ สำหรับยกระดับศักยภาพการบริหารวิสาหกิจชุมชน เพื่อการท่องเที่ยวของชุมชนหมู่บ้านไทยมุสลิม
DOI: 10.14457/su.res.2018.52
title: การพัฒนารูปแบบการสร้างเส้นทางท่องเที่ยวเชิงประวัติศาสตร์ของจังหวัดเพชรบุรีด้วยเทคโนโลยีสารสนเทศและการสื่อสาร
DOI: 10.14457/su.res.2018.53
title: การสนับสนุนการท่องเที่ยวจังหวัดเพชรบุรีโดยใช้ Application เส้นทางการท่องเที่ยวตามรอยโครงการอันสืบเนื่องมาจากพระราชดำริเป็นเครื่องมือ
DOI: 10.14457/su.res.2019.12
title: การลดของเสียทางการเกษตรด้วยวิธีการหมักปุ๋ย และการเพิ่มมูลค่าผลผลิตด้วยการเพาะเห็ด ตามปรัชญาเศรษฐกิจพอเพียง
DOI: 10.14457/su.res.2019.13
title: การศึกษาพฤติกรรมนักท่องเที่ยวชาวต่างชาติกลุ่มเป้าหมาย ภายใต้โครงการ The LINK
DOI: 10.14457/su.res.2019.14
title: โครงการสังเคราะห์งานวิจัยของ สกว. ในจังหวัดแม่ฮ่องสอน ในกรอบการพัฒนาที่ยั่งยืน
DOI: 10.14457/su.res.2018.54
title: ผลของเพคติกโอลิโกแซคคาไรด์จากเศษเหลือทางการเกษตรเพื่อใช้เป็นพรีไบโอติกส์ในอาหารสัตว์
DOI: 10.14457/su.res.2018.55
title: การถ่ายทอดเทคโนโลยีการเลี้ยงเป็ดไข่แบบต้นทุนต่ำเพื่อพัฒนาเศรษฐกิจชุมชน
DOI: 10.14457/su.res.2019.15
title: การพัฒนาฟิล์มต้านเชื้อราพอลิเอทิลีนความหนาแน่นต่ำผสมสารสกัดจากธรรมชาติ เพื่อใช้ในบรรจุภัณฑ์อาหาร
DOI: 10.14457/su.res.2019.16
title: การศึกษาการย่อยสลายสีย้อมด้วยตัวเร่งปฏิกิริยาแสงไทเทเนียมไดออกไซด์ชนิดสีย้อม ไวแสงธรรมชาติเป็นตัวเร่งปฏิกิริยาแบบใช้แสง
DOI: 10.14457/su.res.2018.56
title: การสกัดคอร์ดิเซปปินออกจากถังเช่าโดยใช้การสกัดด้วยตัวทำละลาย
DOI: 10.14457/su.res.2018.57
title: การจัดการการผลิต ปัจจัยที่สัมพันธ์กับต้นทุนและผลตอบแทนการเลี้ยงโคเนื้อปล่อยแทะเล็มข้างถนน เพื่อใช้ประโยชน์ในการพัฒนาเศรษฐกิจเชิงสร้างสรรค์: กรณีศึกษา จังหวัดเพชรบุรีและจังหวัดประจวบคีรีขันธ์
DOI: 10.14457/su.res.2018.58
title: การประยุกต์ใช้หินโดโลไมท์ธรรมชาติและกลีเซอรอลเป็นตัวเร่งปฏิกิริยาแบบวิวิธพันธ์ ในทรานส์เอสเทอริฟิเคชันสำหรับการสังเคราะห์ไบโอดีเซลภายใต้การฉายรังสีไมโครเวฟ
DOI: 10.14457/su.the.2013.23
title: เตาปฏิกรณ์ทอรีแฟคชั่นแบบฟิกซ์เบดพร้อมระบบจัดการความร้อนโดยใช้ท่อกาลักความร้อน
DOI: 10.14457/su.the.2014.48
title: การศึกษาคุณค่าและความสำคัญของอัตลักษณ์สิ่งแวดล้อม วัฒนธรรมชุมชนบ้านเขายี่สารจังหวัดสมุทรสงคราม
DOI: 10.14457/su.the.2014.49
title: คุณลักษณะของผู้ควบคุมงานด้านแรงจูงใจใฝ่สัมฤทธิ์ในงานก่อสร้าง
DOI: 10.14457/su.the.2014.50
title: การประมาณเวลาเสียชีวิตของศพจากระดับอิเล็กโตรไลท์จากน้ำวุ้นลูกตา
DOI: 10.14457/su.the.2015.14
title: บทบาทและการมีส่วนร่วมของผู้สูงอายุด้านประชาสังคมในการพัมนาชุมชน เขตบางแค กรุงเทพมหานคร
DOI: 10.14457/su.the.2015.15
title: การใช้กฎความสัมพันธ์ในการศึกษารูปแบบการใช้ยารักษาผู้ป่วยโรคซึมเศร้าชาวไทยตามกลุ่มความร่วมมือในการใช้ยา
DOI: 10.14457/su.the.2014.51
title: ความเป็นไปได้ในการลงทุนธุรกิจฟาร์มสุกรแบบเบ็ดเสร็จครบวงจร
DOI: 10.14457/su.the.2015.16
title: การพัฒนาตัวชี้วัดมาตรฐานทางการจัดการเพื่อการขนส่ง ผลิตภัณฑ์นํ้ามันเตาทดแทนสู่ผู้ผลิตรายใหญ่
DOI: 10.17632/hdbdk3ksd8.1
title: Data for: The role of self body brushing vs mindfulness meditation on interoceptive awareness: a non-randomized pilot study on healthy participants with possible implications for body image disturbances

description: Data from a pre vs. post 3-arm study with Self Body Brushing (SBB), Mindfulness-Oriented Meditation (MOM) and inactive controls (CTR). Self-report measures employed: Perceived Stress Scale (PSS) questionnaire and the 8 scales of the Multidimensional Assessment of Interoceptive Awareness (MAIA) questionnaire.
DOI: 10.17632/hdbdk3ksd8.3
title: Data for: The role of self body brushing vs mindfulness meditation on interoceptive awareness: a non-randomized pilot study on healthy participants with possible implications for body image disturbances

description: Data from a pre vs. post 3-arm study with Self Body Brushing (SBB), Mindfulness-Oriented Meditation (MOM) and inactive controls (CTR). Self-report measures employed: Perceived Stress Scale (PSS) questionnaire and the 8 scales of the Multidimensional Assessment of Interoceptive Awareness (MAIA) questionnaire.
DOI: 10.15468/kmv4xm
title: Endangered species list of Fungi in Japan 2020

description: The present list was prepared by the Subcomittee for Fungi, Committee for the selection and evaluation of endangered species in Japan under the governance of Office for Conservation of Endangered Species, Wildlife Division, Nature Conservation Bureau, Ministry of the Environment, Japan[環境省自然環境局野生生物課希少種保全推進室].MOEJthreatStatus shows the threat status of Ministry of Environment, Japan.
DOI: 10.17632/hdbdk3ksd8.4
title: Data for: The role of self body brushing vs mindfulness meditation on interoceptive awareness: a non-randomized pilot study on healthy participants with possible implications for body image disturbances

description: Data from a pre vs. post 3-arm study with Self Body Brushing (SBB), Mindfulness-Oriented Meditation (MOM) and inactive controls (CTR). Self-report measures employed: Perceived Stress Scale (PSS) questionnaire and the 8 scales of the Multidimensional Assessment of Interoceptive Awareness (MAIA) questionnaire.
DOI: 10.5281/zenodo.3945622
title: Cryosphere melt over the Third Pole

description: This repository includes the dataset associated to the following paper submitted to Nature 2020: Tandong Yao, Lonnie Thompson, Wusheng Yu, et al., Cryosphere melt and its role to water balance over the Third Pole. Figure 1. The GMWE variations based on the in-situ measurements in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure 2. The PMWE variations based on the in-situ measurements in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure 3. The SMWE variations based on the in-situ measurements in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure 4. Spatiotemporal variations of cryosphere melt and its linkage with water storage in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure S7. Temporal changes of glacier melt water equivalent (GMWE)<br> Figure S8. Annual glacier melt water equivalent (GMWE) from 2000 to 2018 over the TP<br> Figure S9. Temporal changes of Permafrost melt water equivalent (PMWE) in the endorheic and exorheic zones<br> Figure S10. PMWE changes in different time spans over the TP<br> Figure S11. Temporal changes of snow melt water equivalent (SMWE)<br> Figure S12. Annual snow melt water equivalent (SMWE) from 2000 to 2018 in the TP<br> Figure S13.The average GMWE, PMWE and SMWE in each basin over the TP<br> Figure S14. Annual variations of cryosphere melt in the endorheic and exorheic zones over the TP
DOI: 10.5281/zenodo.3945621
title: Cryosphere melt over the Third Pole

description: This repository includes the dataset associated to the following paper submitted to Nature 2020: Tandong Yao, Lonnie Thompson, Wusheng Yu, et al., Cryosphere melt and its role to water balance over the Third Pole. Figure 1. The GMWE variations based on the in-situ measurements in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure 2. The PMWE variations based on the in-situ measurements in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure 3. The SMWE variations based on the in-situ measurements in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure 4. Spatiotemporal variations of cryosphere melt and its linkage with water storage in the endorheic and exorheic zones over the TP during 2000–2018<br> Figure S7. Temporal changes of glacier melt water equivalent (GMWE)<br> Figure S8. Annual glacier melt water equivalent (GMWE) from 2000 to 2018 over the TP<br> Figure S9. Temporal changes of Permafrost melt water equivalent (PMWE) in the endorheic and exorheic zones<br> Figure S10. PMWE changes in different time spans over the TP<br> Figure S11. Temporal changes of snow melt water equivalent (SMWE)<br> Figure S12. Annual snow melt water equivalent (SMWE) from 2000 to 2018 in the TP<br> Figure S13.The average GMWE, PMWE and SMWE in each basin over the TP<br> Figure S14. Annual variations of cryosphere melt in the endorheic and exorheic zones over the TP
DOI: 10.25919/5f0e88e7bd17b
title: Parkes observations for project P1039 semester 2020APRS_04

description: Rotating Radio Transients (RRATs) are a group of sporadically emitting neutron stars. Their erratic single-pulse emission makes them hard to detect and consequently, our knowledge of even the basic parameters of the population is lacking. Here we propose an ambitious project to systematically review the spectral and rotational parameters of a large fraction (29) of the known RRAT population in the southern hemisphere, roughly 90 per cent of those that are well localised. Our project plays to the strengths of the newly commissioned Parkes UWL receiver and backend system, its wide 3.3-GHz instantaneous frequency coverage, excellent sensitivity and ability to coherently remove the effects of dispersion in the interstellar medium. The data will enable us to measure their absolute calibrated flux densities, polarimetric profiles, spectral behaviour, detection rates, inter-pulse waiting times and rotational parameters. Our measurements are crucial to understanding whether the RRATs form a distinct class from the ordinary radio pulsars and will inform observations and RRAT yields of surveys at upcoming facilities. Additionally, they will elucidate any potential relationship with pulses from repeating Fast Radio Bursts.
DOI: 10.5519/qd.8zgwolqw
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (185620 records)
DOI: 10.21227/cxhp-m708
title: SUID: Synthetic Underwater Image Dataset

description: We establish a new large-scale benchmark that contains 30 ground-truth images and 900 synthetic underwater images of the same scene, called synthetic underwater image dataset (SUID). The proposed SUID creates possibility for a full-reference evaluation of existing technologies for underwater image enhancement and restoration.
DOI: 10.21227/tpp2-v458
title: SUID: Synthetic Underwater Image Dataset

description: We establish a new large-scale benchmark that contains 30 ground-truth images and 900 synthetic underwater images of the same scene, called synthetic underwater image dataset (SUID). The proposed SUID creates possibility for a full-reference evaluation of existing technologies for underwater image enhancement and restoration.
DOI: 10.5281/zenodo.3238621
title: Carbon x-ray Raman scattering mapping and spectroscopy of a fragment of Lepidodendron trunk from the Upper Carboniferous

description: Carbon x-ray Raman scattering mapping and spectroscopy of a fragment of Lepidodendron trunk from the Upper Carboniferous (ca. 305 Mya) of Noyelles-lez-Lens, France
DOI: 10.5281/zenodo.3238620
title: Carbon x-ray Raman scattering mapping and spectroscopy of a fragment of Lepidodendron trunk from the Upper Carboniferous

description: Carbon x-ray Raman scattering mapping and spectroscopy of a fragment of Lepidodendron trunk from the Upper Carboniferous (ca. 305 Mya) of Noyelles-lez-Lens, France
DOI: 10.5281/zenodo.3894516
title: Experimental data for 'The transfer of forces through rough surface contact in concrete'

description: The data contained in this archive was produced within the research project described in the following thesis:<br> <em>Tirassa M. (2020). The transfer of forces through rough surface contact in concrete. Ph.D. Thesis, EPFL, Lausanne, Switzerland.</em><br> The research project was funded by the Swiss National Science Foundation through research grant 200021_169649.<br> The data relates to the topic of force transfer across concrete cracks and interfaces (rebar-to-concrete) subjected to mixed mode kinematics with constant opening angle. It comprises the measured forces (normal and tangential) and displacements (crack opening and sliding). Moreover, some of the resulting surfaces (scanned using a digital microscope) are included.
DOI: 10.5281/zenodo.3894515
title: Experimental data for 'The transfer of forces through rough surface contact in concrete'

description: The data contained in this archive was produced within the research project described in the following thesis:<br> <em>Tirassa M. (2020). The transfer of forces through rough surface contact in concrete. Ph.D. Thesis, EPFL, Lausanne, Switzerland.</em><br> The research project was funded by the Swiss National Science Foundation through research grant 200021_169649.<br> The data relates to the topic of force transfer across concrete cracks and interfaces (rebar-to-concrete) subjected to mixed mode kinematics with constant opening angle. It comprises the measured forces (normal and tangential) and displacements (crack opening and sliding). Moreover, some of the resulting surfaces (scanned using a digital microscope) are included.
DOI: 10.5281/zenodo.3902293
title: Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net

description: The coronavirus disease 2019 (COVID-19) affects billions of<br> lives around the world and has a significant impact on public<br> healthcare. Due to rising skepticism towards the sensitivity of<br> RT-PCR as screening method, medical imaging like computed<br> tomography offers great potential as alternative. For this<br> reason, automated image segmentation is highly desired as<br> clinical decision support for quantitative assessment and<br> disease monitoring. However, publicly available COVID-19<br> imaging data is limited which leads to overfitting of traditional<br> approaches. To address this problem, we propose an innovative<br> automated segmentation pipeline for COVID-19 infected<br> regions, which is able to handle small datasets by utilization as<br> variant databases. Our method focuses on on-the-fly<br> generation of unique and random image patches for training<br> by performing several preprocessing methods and exploiting<br> extensive data augmentation. For further reduction of the<br> overfitting risk, we implemented a standard 3D U-Net<br> architecture instead of new or computational complex neural<br> network architectures. Through a 5-fold cross-validation on 20<br> CT scans of COVID-19 patients, we were able to develop a<br> highly accurate as well as robust segmentation model for lungs<br> and COVID-19 infected regions without overfitting on the<br> limited data. Our method achieved Dice similarity coefficients<br> of 0.956 for lungs and 0.761 for infection. We demonstrated<br> that the proposed method outperforms related approaches,<br> advances the state-of-the-art for COVID-19 segmentation and<br> improves medical image analysis with limited data. The code<br> and model are available under the following link:<br> https://github.com/frankkramer-lab/covid19.MIScnn
description: Code: https://github.com/frankkramer-lab/covid19.MIScnn
DOI: 10.5281/zenodo.3945536
title: acknowledgement table

description: This file contains list of genomes used in a publication "Identification of a low pathogenic clade of SARS-CoV-2"
DOI: 10.5281/zenodo.3945535
title: acknowledgement table

description: This file contains list of genomes used in a publication "Identification of a low pathogenic clade of SARS-CoV-2"