cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7994644
title: TriModal Face Detection Dataset

description: TMFD Dataset addresses the lack of available depth and thermal face detection benchmarks. The corresponding depth and thermal data frames accompany each RGB image in the dataset. The dataset encompasses a wide range of variations. The samples include different numbers of people in the scene, different individuals, various types of backgrounds, varying distances of measurement, and wearable accessories worn by the individuals, such as hoodies, headphones, hats, glasses, and face masks. Additionally, the dataset includes different types of illumination in the scene. The dataset is categorized into three separate groups based on the complexity and difficulty level of face detection. The first subset represents the easiest detection conditions, with images containing a single person against a simple background. The sensor is positioned close to the target. This subset consists of 781 images for each modality. The second group represents medium detection conditions. The sensor placement remains the same as in the first subset, but additional variety is introduced. Individuals are captured wearing accessories that serve as obstacles to make detection more challenging. These accessories include hoodies, headphones, hats, and glasses. The second group also includes images with multiple persons in the scene to test the performance of multiple face detection. There are 965 images for each modality in this group. The last group represents the most challenging images for detection. In this case, the sensor is placed further away from the target. The scenes feature various obstacles, such as computer screens, plants, desks, and chairs, with individuals interacting with them. The presence of singular and plural individuals is also included. A distinct subset within this collection consists of images from a previous, easier scene, but with the addition of face mask usage to increase the difficulty of the prediction task. This particular group contains 1062 images for each modality. This database may be used for non-commercial research purpose only. If you publish material based on this database, we request you to include a reference to: Mucha W., Kampel M. (2022) “Depth and Thermal Images in Face Detection – A Detailed Comparison Between Image Modalities”, The 5th International Conference on Machine Vision and Applications (ICMVA 2022), February 18-20, 2022, Singapore https://doi.org/10.1145/3523111.3523114
DOI: 10.5281/zenodo.7994645
title: TriModal Face Detection Dataset

description: TMFD Dataset addresses the lack of available depth and thermal face detection benchmarks. The corresponding depth and thermal data frames accompany each RGB image in the dataset. The dataset encompasses a wide range of variations. The samples include different numbers of people in the scene, different individuals, various types of backgrounds, varying distances of measurement, and wearable accessories worn by the individuals, such as hoodies, headphones, hats, glasses, and face masks. Additionally, the dataset includes different types of illumination in the scene. The dataset is categorized into three separate groups based on the complexity and difficulty level of face detection. The first subset represents the easiest detection conditions, with images containing a single person against a simple background. The sensor is positioned close to the target. This subset consists of 781 images for each modality. The second group represents medium detection conditions. The sensor placement remains the same as in the first subset, but additional variety is introduced. Individuals are captured wearing accessories that serve as obstacles to make detection more challenging. These accessories include hoodies, headphones, hats, and glasses. The second group also includes images with multiple persons in the scene to test the performance of multiple face detection. There are 965 images for each modality in this group. The last group represents the most challenging images for detection. In this case, the sensor is placed further away from the target. The scenes feature various obstacles, such as computer screens, plants, desks, and chairs, with individuals interacting with them. The presence of singular and plural individuals is also included. A distinct subset within this collection consists of images from a previous, easier scene, but with the addition of face mask usage to increase the difficulty of the prediction task. This particular group contains 1062 images for each modality. This database may be used for non-commercial research purpose only. If you publish material based on this database, we request you to include a reference to: Mucha W., Kampel M. (2022) “Depth and Thermal Images in Face Detection – A Detailed Comparison Between Image Modalities”, The 5th International Conference on Machine Vision and Applications (ICMVA 2022), February 18-20, 2022, Singapore https://doi.org/10.1145/3523111.3523114
DOI: 10.6084/m9.figshare.22004417
title: Dataset: Cumulative neutral loss model for fragment detection in HRMS data

description: Dataset containing the HRMS database for construction of the CNL model and a list with database fragments and true negative database fragments that were used to optimize the model. <br> Additionally, for testing of the model, the dataset contains the suspect screening files for evaluation of the correct and wrong detected fragments signals and a file for each dataset containing the extracted signals. The latter contains a list of signals, their true or false classification according to the suspect screening, and whether the CNL score, pearson correlation coefficient, and retention time difference between the signals ans the parent ion.
DOI: 10.17034/048b09d7-6687-439a-8cd7-821641589a86
title: Dataset for "A thermodynamic approach to optimization in complex quantum systems"

description: Supporting data for "A thermodynamic approach to optimization in complex quantum systems" by Alberto Imparato, Nicholas Chancellor, Gabriele De Chiara. arXiv:2305.06008 Abstract for paper: We consider the problem of finding the energy minimum of a complex quantum Hamiltonian by employing a non-Markovian bath prepared in a low energy state. The energy minimization problem is thus turned into a thermodynamic cooling protocol in which we repeatedly put the system of interest in contact with a colder auxiliary system. By tuning the internal parameters of the bath, we show that the optimal cooling is obtained in a regime where the bath exhibits a quantum phase transition in the thermodynamic limit. This result highlights the importance of collective effects in thermodynamic devices. We furthermore introduce a two-step protocol that combines the interaction with the bath with a measure of its energy. While this protocol does not destroy coherence in the system of interest, we show that it can further enhance the cooling effect.
DOI: 10.6084/m9.figshare.22293502
title: Supplementary Material for: Quality of Life in the Management of Home Parenteral Nutrition

description: Introduction: Home parenteral nutrition (HPN) is a rare but challenging therapy and care for patients with mostly severe underlying diseases. We aimed to investigate patient-reported health-related quality of life (QOL) of patients receiving HPN and its development over time in particular. Methods: We assessed QOL of HPN patients in a prospective multicenter observational study (SWISSHPN II study). We designed a questionnaire to record symptoms and negative impacts of HPN and completed the validated Optum® SF-36v2® Health Survey with the patients. Results: 70 patients (50% women) on HPN were included. PN commonly affected feelings of dependency (n = 49, 70%), traveling/leaving home (n = 37, 53%), attending cultural and social events (n = 25, 36%), and sleep (n = 22, 31%). Most frequently reported symptoms were diarrhea (n = 30, 43%), polyuria (n = 28, 40%), nausea/emesis (n = 27, 39%), dysgeusia (n = 23, 33%), and cramps (n = 20, 29%). At baseline, mean (SD) SF-36v2® physical and mental health component summary scores (PCS and MCS) were 45 (20) and 57 (19), respectively, and there was a trend towards improvement in PCS over the study period while MCS remained stable. Satisfaction with health care professionals involved in HPN care was high. Conclusion: QOL is a crucial and decisive aspect of HPN patient care. Symptoms related to the underlying disease and PN are frequent. Impaired social life and an ambivalent attitude towards the life-saving therapy are major concerns for these patients and should be addressed in their care.
DOI: 10.6084/m9.figshare.22242517
title: Boocock et al_Behaviour of N during differentiation - Hekla

description: Raw and compiled N data, major/trace element data and other isotopic data for the Hekla volcanic system. Data supports nitrogen not behaving as a volatile element and not degassing during magmatic differentiation.
DOI: 10.6084/m9.figshare.22242517.v1
title: Boocock et al_Behaviour of N during differentiation - Hekla

description: Raw and compiled N data, major/trace element data and other isotopic data for the Hekla volcanic system. Data supports nitrogen not behaving as a volatile element and not degassing during magmatic differentiation.
DOI: 10.6084/m9.figshare.21776915.v1
title: Decoupling climate impact of wastewater infrastructure and water stress alleviation across 300 cities in China is challenging yet plausible by 2030

description: WWTP's inventory of Chinese cities
DOI: 10.6084/m9.figshare.22149203.v1
title: Calabrian forearc uplift paced by slab-mantle interactions during subduction retreat

description: Apatite Fission Track and Apatite (U-Th/He) Data from Calabria
DOI: 10.6084/m9.figshare.21776915
title: Decoupling climate impact of wastewater infrastructure and water stress alleviation across 300 cities in China is challenging yet plausible by 2030
DOI: 10.6084/m9.figshare.22149203
title: Calabrian forearc uplift paced by slab-mantle interactions during subduction retreat

description: Apatite Fission Track and Apatite (U-Th/He) Data from Calabria
DOI: 10.5517/ccdc.csd.cc26tygg
title: CCDC 2050726: Experimental Crystal Structure Determination

description: Related Article: Carl Schiller, Daniel Sieh, Nils Lindenmaier, Michel Stephan, Natascha Junker, Edward Reijerse, Alexander A. Granovsky, Peter Burger|2023|J.Am.Chem.Soc.|145|11392|doi:10.1021/jacs.3c02781
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.22669096
title: Rio1 downregulates centromeric RNA levels to promote the timely assembly of structurally fit kinetochores.

description: Are the Supplementary Figures, Supplementary Figure Legends, and Supplementary Tables of our study.
DOI: 10.6084/m9.figshare.22669096.v1
title: Rio1 downregulates centromeric RNA levels to promote the timely assembly of structurally fit kinetochores.

description: Are the Supplementary Figures, Supplementary Figure Legends, and Supplementary Tables of our study.
DOI: 10.6084/m9.figshare.22769675
title: Seasonal catchment memory of high mountain rivers in the Tibetan Plateau

description: The dataset contains VIC-derived TWSC data of the eight river basins in the Tibetan Plateau, average monthly GRACE TWSA, precipitation and VIC-simulated streamflow of the eight river basins, directions of the annual hysteresis loops of the five precipitation-dominated basins, TWSC estimated with the precipitation-to-TWSC model, parameters of the precipitation-to-TWSC model, and influence and domination time of the 16 sub-basins in the five precipitation-dominated basins. The code to replicate the Precipitation-to-TWSC model is run by MATLAB.
DOI: 10.6084/m9.figshare.22769675.v1
title: Seasonal catchment memory of high mountain rivers in the Tibetan Plateau

description: The dataset contains VIC-derived TWSC data of the eight river basins in the Tibetan Plateau, average monthly GRACE TWSA, precipitation and VIC-simulated streamflow of the eight river basins, directions of the annual hysteresis loops of the five precipitation-dominated basins, TWSC estimated with the precipitation-to-TWSC model, parameters of the precipitation-to-TWSC model, and influence and domination time of the 16 sub-basins in the five precipitation-dominated basins. The code to replicate the Precipitation-to-TWSC model is run by MATLAB.
DOI: 10.5517/ccdc.csd.cc2fpq0w
title: CCDC 2255188: Experimental Crystal Structure Determination

description: Related Article: Katherine L. Verboom, Cole C. Meyer, Madeline M. Evarts, Woo-Ok Jung, Michael J. Krische|2023|Org.Lett.|25|3659|doi:10.1021/acs.orglett.3c01022
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7488/ds/3849
title: Persistent animal identification leveraging non-visual markers: Tracking and Identification Dataset - Detections Subset (TIDe-D)
title: Annotated Images of Group-Housed Mice

description: This is the Detections subset of the Tracking and Identification Dataset (TIDe) as described in our paper "Persistent Animal Identification Leveraging Non-Visual Markers" [1] and used in the PhD Thesis "Automated Identification and Behaviour Classification for Modelling Social Dynamics in Group-Housed Mice" 2023 [2]. It grew out of a collaboration with the Mary Lyon Centre at MRC Harwell, with the need to automatically detect mice in single-channel infra-red videos of the home-cage. The challenge lies in the level of occlusion due to the group-housed mice in the enriched home-cage. We provide herein an annotated dataset containing video-frames (as jpeg images) and annotations of mouse and tunnel detections (in CoCo format). The dataset can be used to train and evaluate object detectors. Further details are available at https://github.com/michael-camilleri/TIDe. [1] M. P. J. Camilleri, L. Zhang, R. S. Bains, A. Zisserman, and C. K. I. Williams, “Persistent Animal Identification Leveraging Non-Visual Markers,” CoRR, vol. cs.CV, no. 2112.06809, Dec. 2021. [2] M. P. J. Camilleri, “Automated Identification and Behaviour Classification for Modelling Social Dynamics in Group-Housed Mice,” PhD Thesis, University of Edinburgh, 2023. It is aimed at training and evaluating mouse detectors. Further details are provided at https://github.com/michael-camilleri/TIDe.
description: The dataset follows the CoCo format, with the annotations in json files. The annotations are stored separately for each datasplit: Train.json, Validate.json and Test.json The images from all three datasplits (Train/Validate/Test) are stored in the same directory (images.zip) and numbered sequentially from 0 to 4585 (name is formatted with 5 leading zeros). Refer to https://github.com/michael-camilleri/TIDe#21-detections-data-subset for further details or to the attached Readme.txt
DOI: 10.5281/zenodo.7612373
title: DFT calculated dielectric tensor Sb2S3

description: Dielectric tensor of Sb2S3. Files generated for imaginary and real parts. Structure of the file: eV // dielectric function Details on the calculations are available at https://doi.org/10.1016/j.isci.2022.104377
DOI: 10.5281/zenodo.7612372
title: DFT calculated dielectric tensor Sb2S3

description: Dielectric tensor of Sb2S3. Files generated for imaginary and real parts. Structure of the file: eV // dielectric function Details on the calculations are available at https://doi.org/10.1016/j.isci.2022.104377
DOI: 10.6084/m9.figshare.23282864
title: <strong>A RAD51–ADP double filament structure unveils the mechanism of filament dynamics in homologous recombination</strong>

description: 1. Low-resolution cryo-EM maps superimposed with the proposed intermediate models of the hRAD51 ADP/ATP filament are provided. <br> 2. Low-resolution cryo-EM maps superimposed with the docking models of the hRAD51-ADP-dsDNA filament are provided. .
DOI: 10.6084/m9.figshare.23282879.v1
title: Raw and Processed Survey Data and Python Analysis Code

description: The data contains the raw survey data (Excel file), the manually processed data (Excel file), the literature analysis of the growth conditions of Synechocystis sp. PCC 6803 (Excel file), the manually curated open-question answers (Excel file), a comparison of the original recipes of BG11 media (Excel file), and the data analysis in Pythong (Jupyter notebook)
DOI: 10.6084/m9.figshare.23282879
title: Raw and Processed Survey Data and Python Analysis Code

description: The data contains the raw survey data (Excel file), the manually processed data (Excel file), the literature analysis of the growth conditions of Synechocystis sp. PCC 6803 (Excel file), the manually curated open-question answers (Excel file), a comparison of the original recipes of BG11 media (Excel file), and the data analysis in Pythong (Jupyter notebook)
DOI: 10.5517/ccdc.csd.cc2f2cvr
title: CCDC 2236614: Experimental Crystal Structure Determination

description: Related Article: Yoshifumi Hashikawa, Shumpei Sadai, Yasujiro Murata|2023|Chem.Commun.|59|6560|doi:10.1039/D3CC00784G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc278f32
title: CCDC 2063673: Experimental Crystal Structure Determination

description: Related Article: Zhao-Min Su, Yongchun Wang, Zhikun Xu, Wenhui Shang, Zhiyu Jia, Guo-Yu Yang|2023|Dalton Trans.|52|6624|doi:10.1039/D3DT00822C
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.23282906
title: Supplementary Material for: Association between Rapid Ventricular Response and Stroke outcomes in Atrial fibrillation related Cardiac embolic stroke

description: Introduction: Patients with atrial fibrillation related stroke (AF-stroke) are prone to developing rapid ventricular response (RVR). We investigated whether RVR is associated with initial stroke severity, early neurological deterioration (END) and poor outcome at 3 months. Methods: We reviewed patients who had AF-stroke between January 2017 and March 2022. RVR was defined as having heart rate&gt;100 beats per minute on initial electrocardiogram. Neurological deficit was evaluated with National Institutes of Health Stroke Scale (NIHSS) score at admission. END was defined as increase of ≥2 in total NIHSS score or ≥1 in motor NIHSS score within first 72h. Functional outcome was score on modified Rankin Scale at 3 months. Mediation analysis was performed to examine potential causal chain in which initial stroke severity may mediate relationship between RVR and functional outcome. Results: We studied 568 AF-stroke patients, among whom 86 (15.1%) had RVR. Patients with RVR had higher initial NIHSS score (p&lt;0.001) and poor outcome at 3 months (p=0.004) than those without RVR. The presence of RVR [Adjusted Odds ratio (aOR)=2.13; p=0.013] was associated with initial stroke severity, but not with END and functional outcome. Otherwise, initial stroke severity [aOR=1.27; p=&lt;0.001] was significantly associated with functional outcome. Initial stroke severity as a mediator explained 58% of relationship between RVR and poor outcome at 3 months. Conclusion: In patients with AF-stroke, RVR was independently associated with initial stroke severity but not with END and functional outcome. Initial stroke severity mediated considerable proportion of association between RVR and functional outcome.
DOI: 10.6084/m9.figshare.23282909
title: Supplementary Material for: Association between Rapid Ventricular Response and Stroke outcomes in Atrial fibrillation related Cardiac embolic stroke

description: Introduction: Patients with atrial fibrillation related stroke (AF-stroke) are prone to developing rapid ventricular response (RVR). We investigated whether RVR is associated with initial stroke severity, early neurological deterioration (END) and poor outcome at 3 months. Methods: We reviewed patients who had AF-stroke between January 2017 and March 2022. RVR was defined as having heart rate&gt;100 beats per minute on initial electrocardiogram. Neurological deficit was evaluated with National Institutes of Health Stroke Scale (NIHSS) score at admission. END was defined as increase of ≥2 in total NIHSS score or ≥1 in motor NIHSS score within first 72h. Functional outcome was score on modified Rankin Scale at 3 months. Mediation analysis was performed to examine potential causal chain in which initial stroke severity may mediate relationship between RVR and functional outcome. Results: We studied 568 AF-stroke patients, among whom 86 (15.1%) had RVR. Patients with RVR had higher initial NIHSS score (p&lt;0.001) and poor outcome at 3 months (p=0.004) than those without RVR. The presence of RVR [Adjusted Odds ratio (aOR)=2.13; p=0.013] was associated with initial stroke severity, but not with END and functional outcome. Otherwise, initial stroke severity [aOR=1.27; p=&lt;0.001] was significantly associated with functional outcome. Initial stroke severity as a mediator explained 58% of relationship between RVR and poor outcome at 3 months. Conclusion: In patients with AF-stroke, RVR was independently associated with initial stroke severity but not with END and functional outcome. Initial stroke severity mediated considerable proportion of association between RVR and functional outcome.