cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24625302.v1
title: Iniquitate datasets and processed files

description: These are the resources (datasets and already processed integration files) necessary to rerun the Iniquitate experimental results, as indicated through the GitHub directory https://github.com/hsmaan/Iniquitate. The pre-print associated with this work is available at https://www.biorxiv.org/content/10.1101/2022.10.06.511156v3
DOI: 10.6084/m9.figshare.7182077.v1
title: Matlab code for PSTH

description: Matlab code for PSTH
DOI: 10.17632/5g25bh335k
title: United States Heat Related Mortality Rates, 1968-2016

description: Annual heat related mortality rates (per million) for the United States computed through ICD-8,9,10 codes. Data obtained and cleaned from United States Environmental Protection Agency.
DOI: 10.17632/rrxftpnt5g
title: Data for Animal Behaviour article: The importance of being beta: female succession in a cooperative breeder

description: The data collection methods and results derived from these data sets are available in the published manuscript. All analyses in the manuscript can be replicated from the data provided in the zip file. All data is stored in a .csv format. All data fields that represent individual meerkat identity, group identity or any other possible referential linking data has been assigned randomized dummy identifiers so these data-sets are not compatible with any other published data from the Meerkat Project.
DOI: 10.17632/xdydw7j3xf
title: Dataset from reservoir simulation of underground hydrogen storage in the Johansen formation

description: Numerical dataset from our manuscript “Effect of relative permeability hysteresis on reservoir simulation of underground hydrogen storage in an offshore aquifer”, published in the Journal of Energy Storage: https://doi.org/10.1016/j.est.2023.107229

The dataset includes a zip-archive with the Eclipse E100 datafiles (*.DATA) of the Johansen formation model and the include-files (*.INC) with the simulation grid, porosity and permeability data, and relative permeability and PVT. The simulation grid together with porosity and permeability was taken from the Johansen formation dataset, available at https://co2datashare.org/dataset/the-johansen-dataset.   

Datafiles are made available under the Open Database License: http://opendatacommons.org/licenses/odbl/1.0/. Any rights in individual contents of the database are licensed under the Database Contents License: http://opendatacommons.org/licenses/dbcl/1.0/ The authors hold copyright to all contents.
DOI: 10.25403/upresearchdata.25887676.v1
title: Exploration of poor menstrual health management (MHM) in rural schools

description: The data comprises qualitative data, collected through semi-structured interviews. The study interviewed 15 learners, 15 teachers, 15 parents, and 3 officials from the Department of Basic Education, Provincial department. The research included people who were eligible for the study criteria. The researcher selected female learners who were between the ages of 16 and 18 and of African descent to share their experiences of menstruation at school. The researcher also selected them based on their residency in Ward 4 of the Senqu District Municipality. The researcher chose parents/guardians (of the girls) to participate as the adults responsible for the learners; there was no age limit or gender requirement, but the main requirement was that they were the parents/guardians of the female learners. The researcher selected teachers based on their employment at the same school as the female learners. This was to achieve the study aims which were to explore whether poor MHM causes school absenteeism. The research was conducted in the Senqu district municipality in the Eastern Cape, South Africa. The interviews were voluntary and did not harm or violate any of the participants. 
<br>
The data was analysed through thematic analysis, coded in line with similarities and differences. In addition, documents analysis was used to support the primary data. The researcher selected the documents based on their relevance to the three main topics of the study. From the Life Orientation Curriculum, the researcher expected to get information on the content that is prescribed on menstruation, what learners are taught, and how much is allocated to the discussion on the reproductive system. In the Framework for Sanitary Dignity Policy, the researcher anticipated discovering the DWYPD's plan to distribute free sanitary products to impoverished girls attending rural schools. The South African Schools Act: Minimum uniform norms and standards for public school infrastructure, 2013. Under this policy, the researcher is expected to find information on the accepted standards of infrastructure and sanitation in schools; this will be coded with what the participants have to say on the state of infrastructure. The researcher examined the learner absence policy to determine the norms and standards for student attendance, and to confirm whether the explanations given by the participants align with their contributions.
DOI: 10.6084/m9.figshare.23867901.v3
title: Data from Resource co-limitation of community biomass but not structure of an alpine grassland

description: Long-term observing data in Tibetan alpine grassland is from the experiment with nitrogen (N) and phosphorous (P) addition for seven years.
DOI: 10.6084/m9.figshare.24827775.v3
title: Research Integrity Training — Needs and provisions in institutions in the United Kingdom

description: The results of a national survey within the USA investigating perceived provision and adequacy of research integrity training by institutions. Research was conducted by Springer Nature. Results were gathered from 1078 individuals at over 287 organisations across the UK.Authored by Farah Aldabbagh, Ed Gerstner
DOI: 10.6084/m9.figshare.28722128.v1
title: Table_S1.rank_genes_leiden.csv

description: <b>Table S1. </b>Differentially expressed genes (DEGs) per cluster (cell types) shown in Figure 2B.
DOI: 10.17632/4bxvz2vzs4
title: Awareness of Physiotherapy Interventions among Medical practitioners of Uttar Pradesh

description: ABSTRACT Background: Physiotherapy is a kind of science which helps and supports the patient to live a healthy lifestyle. It plays a crucial role in rehabilitating a patient. Physiotherapy is defined as a health care profession dealing with human mobility and function maximizing quality on one’s life and movement strength within the loop of prevention, promotion, treatment/intervention, habilitation and rehabilitation. Still, there are people who aren’t aware about the kind of treatment it can provide. In order to make attempts to make people aware, it is necessary to evaluate the level of awareness among medical practitioners. Hereby, objective of this study is to find out how much aware the medical practitioners are in terms of importance and need of physiotherapy for the treatment of the patients. Materials and Methods: Apparently, a cross sectional pilot study was carried out based purely on questionnaire method, prior to the data collection the content validation of the questionnaire was executed by online Delphi method. Questions wording and the order of the questions underwent review by experts in the field of physiotherapy. Valid and approved questionnaire was sent through Google form link for the data collection. All willing medical practitioners from different streams along with graduates and super specialists were included, whereas students and non internet users were excluded. Responses of each and every participant were analyzed and were represented in percentage, graph or pie charts. Result: There is awareness regarding the term physiotherapy (98.4%), but specialization in physiotherapy is less known, maximum of the subjects were aware about specialization in orthopedics and specialization in women’s health, community based rehabilitation and dermatology is least known. It was found out that 79% of the medical practitioners have objection in physiotherapist having first contact with the patient. Moreover, only 67.7% of the participants agreed to let a physiotherapist decide the physiotherapy treatment protocol. Conclusion: The study revealed that there is lack of awareness regarding assessment and treatment protocol provided by physiotherapy. However, doctors believe physiotherapist has big role in treating ICU and immobilized patients. There is less information regarding radiation modalities as well as recent advances in rehabilitation. Keywords: medical practitioners, awareness, physiotherapist, rehabilitation.
DOI: 10.17632/phk66sgmp5
title: POS Tagging on Handwritten Sindhi Sentences

description: This dataset consists of high-resolution images of handwritten Sindhi sentences, meticulously curated for tasks such as Part-of-Speech (POS) tagging and Named Entity Recognition (NER). The dataset aims to facilitate research and development in natural language processing (NLP) and optical character recognition (OCR) for low-resource languages like Sindhi.
Key Features:
Language: Sindhi (script-based with unique linguistic characteristics).
Dataset Size: Contains 1000+ labeled images with diverse handwriting styles.
Annotations: Each image is manually annotated for POS tagging and NER tasks, ensuring high accuracy.
Applications: Suitable for training and evaluating machine learning models in NLP, OCR, and language understanding.
Diversity: Includes variations in sentence length, word structure, and handwriting styles to mimic real-world scenarios.
DOI: 10.6084/m9.figshare.14038385.v1
title: Supplementary Material for: Subtype-Specific Off-Label Treatment of Rosacea

description: We present 2 cases of rosacea that were successfully managed with off-label treatment. The first is a case of painful, exuding papulopustular lesions of the nose treated with rifaximin, and the other is a case of severe, debilitating and painful flushing treated with sumatriptan. The cases support previous notions that gastrointestinal comorbidities may be related to papulopustular lesions and that flushing may be related to neurogenic inflammation and migraine. The cases also imply that a new approach to rosacea management, based on endotypes and comorbidities, may be warranted.
DOI: 10.6084/m9.figshare.28985402.v1
title: LHAKG_DATA

description: The 1612 pieces of literature data used for constructing LHAKG.
DOI: 10.6084/m9.figshare.3859053.v2
title: Associations of plasma lipidomic profile with insulin sensitivity indices-supplemental material

description: Supplemental material to article “Detection of Independent Associations of Plasma Lipidomic Parameters with Insulin Sensitivity Indices Using Data Mining Methodology” by Kopprasch et al., which includes: S1 Table: Description of insulin sensitivity and resistance indices S2 Table: Internal standards used for lipidomics of blood plasma lipids. Description of names and Abbreviations of lipid classes S3 Table: Overview of statistical test results revealing distinct plasma concentrations of lipid species in NGT, IGT, and T2D individuals S4 Table: Overview of correlations of lipid species with different insulin sensitivity indices
DOI: 10.17632/mxt98vfd52
title: Patterned endogenous activity controls migration, morphogenesis and survival of adult-born neurons in the mouse olfactory bulb

description: source data and sampling images
DOI: 10.6084/m9.figshare.12623651.v1
title: Supplementary Material for: Roles of Thyroid Hormones, Mast Cells, and Inflammatory Mediators in the Initiation and Progression of Autoimmune Thyroid Diseases

description: <b><i>Background:</i></b> Interrelation between thyrocytes and immunocytes has been established. However, the roles of mast cells and thyroid hormones in the triggering mechanism of thyroid autoimmune processes have been insufficiently investigated. This study evaluated the role of thyroid hormones and mast cells in the mechanisms of losing tolerance to thyroid autoantigens. <b><i>Materials and Methods:</i></b> Two groups of patients were studied: patients with Graves’ disease and patients with nodular euthyroid goiter. Wistar rats with induced exogenous hypothyroidism, thyrotoxicosis, and thyrotoxicosis in parallel with administration of interleukin-2 were used. The levels of hormones, autoantibodies, and cytokines in the serum and thyroid tissue were analyzed through the enzyme-linked immunosorbent assay. Morphological verification was performed through the immune-histochemical method with antibodies against tryptase and CD86. Transmission electron microscopy and laser confocal microscopy were used. <b><i>Results:</i></b> In both Graves’ disease and induced thyrotoxicosis, we detected a significant increase in the levels of interferon-γ, active interfollicular infiltration and degranulation of mast cells, and the intrathyroid overexpression of CD86. Complex analysis of the rat’s thyroid morphofunctional state and systemic and local levels of cytokines in induced thyrotoxicosis and hypothyroidism demonstrated an increase of intrathyroid degranulation of mast cells and a drastic disruption of IFNγ/IL10 balance. <b><i>Conclusions:</i></b> When exposed to excessive amounts of thyroid hormones, an inflammatory response is triggered in the thyroid gland, and mast cells overexpress costimulating CD86 in the thyroid. This finding confirms their possible involvement in auto­antigen presentation. Significant increase in the levels of interferon-γ shows a determining influence of cytokine on the progression of the pathological process.
DOI: 10.17632/9kp96mtb3n
title: Data Gestion CPTT Venezuela 2022

description: CPTT   en la Gestión de Entidades Productivas
El objetivo de este estudio fue describir la percepción de la gestión de las entidades productivas venezolanas por los Consejos Productivos de Trabajadores y Trabajadoras (CPTT) en Venezuela según el EFQM20 al año 2022. Investigación de diseño no experimental, mixto, cualitativo y descriptivo. La técnica de Investigación fue la entrevista semiestructurada siguiendo las dimensiones del EFQM20. La muestra corresponde a 15 voceros adscritos a los CPTT con quienes se estableció acuerdo de confidencialidad. El tipo de análisis aplicado corresponde al Análisis Cualitativo de Datos mediante software MAXQDA (2020) versión gratuita. 
Conclusión: El desempeño de los CPTT como estructura donde se expresa el intelectual orgánico productivo obrero prevalecen tres de las dimensiones adaptadas del EFQM20: 1.Propósito, visón y estrategia (PVE): Los trabajadores manifiestan claridad en los objetivos de identificar y satisfacer las necesidades del pueblo, de la entidad productiva, de sí mismos y del país en general desde una visión socialista y bolivariana. 2.Cultura de entidad productiva (CEP): Los trabajadores estructurados en los CPTT despliegan el carácter clasista de su gestión,  incidiendo en la transformación de la empresarial adscrita al enfoque  de extracción de plusvalor orientado hacia la acumulación de capital por élites propietarias de los medios de producción, hacia la visión colectivista. 3. Implicación de grupos de interés (IGI): Los CPTT fungen de actores concurrentes quienes establecen nexos vinculantes con los diversos actores involucrados en los procesos productivos y de comercialización -gobierno, administradores, comunidades, proveedores etc.
En posición intermedia se posicionaron las dimensiones: 4. Generación de Valor sostenible (GVS): Los CPTT priorizan la innovación para la reposición de partes y piezas que garantice la producción continua dentro de las entidades productivas, avanzando paulatinamente en el proceso de incorporación sustancial  de valor agregado derivado de la innovación. 5. Gestión del funcionamiento y la transformación (GFT): La gestión de insumos por parte de los CPTT continúa en fase de fiscalización y reducción de desperdicio. 
Por último, se ubican las dimensiones: 6. Percepción de los grupos de interés (PGI): Los CPTT expresan claridad en el propósito y visión socialista orientada hacia la satisfacción de las necesidades del pueblo. 7.Rendimiento Estratégico y Operativo (REO): El ejercicio de tareas de fiscalización de procesos por parte de los CPTT, domina el espectro de su desempeño, fungiendo de evaluadores permanentes de la dinámica productiva.
Los trabajadores organizados en los CPTT asumieron tareas de gestión productiva inscritos en el propósito de satisfacer las necesidades del pueblo y derrotar el bloqueo impuesto por el imperialismo, erigiéndose como sujetos claves en la dialógica socio productiva del país.
DOI: 10.17632/m84mygrsr3
title: Time-dependent reduction of somatic variants in lichen striatus as evidence for the clearance of mutated skin cells

description: Supplemental methods, figure, and table for the paper titled 'Time-dependent reduction of somatic variants in lichen striatus as evidence for the clearance of mutated skin cells'
DOI: 10.6084/m9.figshare.20079584.v2
title: YouTube Channel List

description: YouTube French Channles list. Channels dealing with politics and news.
DOI: 10.6084/m9.figshare.24246547.v1
title: Instances: "Two Hybrid Flow Shop Scheduling Lines with Assembly Stage and Compatibility Constraints"

description: Abstract: Two hybrid flow shop scheduling lines must be coordinated to assemble batches of terminated products at their last stage. Each product is thus composed of two jobs, each produced in one of the lines. The set of jobs is to be processed in a series of stages to minimize the makespan of the scheduling, but jobs forming a product must arrive at the assembly line simultaneously. We propose a mixed integer linear programming model. Then, based on the model, we propose a matheuristic algorithm. Finally, we present two metaheuristics and compare all the methodologies with real-based instances of a production scheduling problem in the automobile manufacturing industry. We include the instances, the readme file, and the detailed Excel. <br>
DOI: 10.17632/yx7kdssfjp
title: Indian Sign Language_Dataset

description: The ISL (Indian Sign Language) dataset used for training and evaluating sign language recognition models is typically composed of video samples capturing various hand gestures representing specific words or phrases. This dataset aims to encapsulate the complexity and diversity of ISL, accommodating a wide range of commonly used signs to ensure comprehensive coverage for robust training.

Dataset Composition
The ISL dataset generally includes:

Video Samples: Short video clips where signers perform specific signs or sequences of signs. These samples are captured from different perspectives and with varied lighting to improve the model's ability to generalize.
Key Landmarks: Each video frame may be annotated or processed to extract key landmarks of the hand (e.g., positions of fingers and joints) using tools like MediaPipe, enabling feature extraction for deep learning.
Labels: Each video is labeled with the corresponding word or phrase in ISL, forming the target variable for supervised learning.
Features and Variability
Gesture Diversity: The dataset covers a range of signs, including those for common nouns, verbs, and everyday expressions.
Multiple Signers: To enhance the model's robustness, the dataset often includes recordings from multiple individuals with different hand shapes, signing speeds, and accents in movement.
Temporal Information: Each video is processed to maintain the temporal flow of gestures, which is essential for LSTM networks to capture sequential dependencies.
Preprocessing and Augmentation
To prepare the dataset for training:

Frame Extraction: Video clips are split into frames to create a sequence input for the LSTM model.
Landmark Detection: Tools like MediaPipe detect and extract landmarks for each frame, converting video data into structured numerical information.
Normalization and Augmentation: The dataset may undergo normalization for scale consistency and data augmentation, such as flipping or rotating frames, to increase variability and improve the model's resilience to noise.
Dataset Challenges
Complex Hand Movements: Sign languages, including ISL, involve intricate and simultaneous hand motions that require the model to detect fine-grained details.
Background Variability: Ensuring consistent backgrounds or handling various backgrounds in training is crucial for model accuracy.
Lighting Conditions: The dataset often includes different lighting settings to train the model to adapt to real-world scenarios.
The ISL dataset forms the backbone for training the LSTM-driven deep learning model, ensuring that it learns from comprehensive and diverse examples, which contributes to higher recognition accuracy and robust performance in real-world applications.
DOI: 10.6084/m9.figshare.3840393.v1
title: GWAS summary statistics on mitochondrial copy number

description: Genome wide association study summary statistics on mitochondrial copy number quantified from whole genome sequencing in CONVERGE samples
DOI: 10.6084/m9.figshare.4788559.v1
title: Database for "Decadal soil carbon accumulation across Tibetan permafrost regions"

description: Paired observations of bulk
density (BD), soil organic carbon concentration (SOCC) and soil organic carbon
density (SOCD) of 103 sites from the 2000s to 2010s across Tibetan alpine permafrost
regions.