cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7875005
title: NAIADES Soil moisture sensors raw data

description: Raw data from initial soil moisture sensors (LSE-01) tests performed during the initial phases of the NAIADES project. Sensors were installed in flower boxes and flowerbeds across the city of Carouge, Switzerland, data was transmitted each 20 minutes via LoRaWAN. This data was exported from influxdb, unrelevant fields were omitted, device addresses were partially obfuscated. Units: (field:unit): water_SOIL: V/V% temp_SOIL:°C conduct_SOIL:uS/cm
DOI: 10.5281/zenodo.7875006
title: NAIADES Soil moisture sensors raw data

description: Raw data from initial soil moisture sensors (LSE-01) tests performed during the initial phases of the NAIADES project. Sensors were installed in flower boxes and flowerbeds across the city of Carouge, Switzerland, data was transmitted each 20 minutes via LoRaWAN. This data was exported from influxdb, unrelevant fields were omitted, device addresses were partially obfuscated. Units: (field:unit): water_SOIL: V/V% temp_SOIL:°C conduct_SOIL:uS/cm
DOI: 10.48366/r604183
title: A Catalog of Meta's LLaMA Models

description: In the spirit of building LLMs, Meta AI first introduced LLaMA-1 which was released under a non-commercial license. In subsequent work, Meta AI introduced open-sourced Llama 2 and Llama 2-Chat. Crucially, both models are open sourced with license that authorizes commercial use, marking a significant stride towards fostering transparency and promoting the development of more responsible, replicable LLMs. Evaluation comparisons of open-source models, including Llama 1, Llama 2 base models, MPT (MosaicML), and Falcon on standard academic benchmarks indicate that Llama 2 outperforms other models including Llama 1. This comparison showcases Llama 1 versus 2 on their essential characteristics.
DOI: 10.17632/rmvgvkg8vn.1
title: Identifying Uncertainties In Air Temperature Data Of An Indoor Farming System

description: A small growth chamber was used to grow lettuce for 5 weeks during four air temperature trials, and an automated control system was used to control the environmental conditions of the air and root zone for the plants. A sensor array made up of low-cost arduino connected sensors would collect aerial (air temperature, relative humidity, CO₂ concentration) and root-zone data (water temperature, pH, EC, DO) and control the hydroponic system and carbon dioxide enrichment, while a reference sensor was used to collect aerial environmental conditions (air temperature, relative humidity, CO₂ concentration) to compare with the low-cost data sets. We hypothesized that our alternative decomposition method would successfully identify uncertainty occurrences in the data collected throughout this experiment since this data had many gaps in data when the data collection system would stop functioning or for other uncertainties. The small size of the growth chamber would also make any agricultural operations (any actions where humans would enter/exit and be inside the small chamber for any time), sensor failures, or other such uncertainties have a significant impact on system operations and reliability, making this decomposition method necessary for data quality control. Only the air temperature data from the low-cost and reference sensors was used to test the alternative decomposition method since the standard decomposition methods failed to successfully de-seasonalize the data.
DOI: 10.17632/gtz9bfpvvm.1
title: The effect of stress and egocentricity on depression and aggression: mediated by the emotion regulation difficulties 

description: 
Measures
Depression (SCL-90): Symptom Checklist-90-Revised is a 90-item self-report psychiatric symptoms index that was developed by Derogatis (1994). It is designed to evaluate symptoms of psychopathology as classified in DSM-IV. The Subscale of depression was used in this study. It is scored on a 5-point Likert scale. Several studies confirmed the validity and reliability of this test. In the present study, the Cronbach’s alpha for the depression scale was α = 0.90.
BUSS & Perry Aggression Questionnaire-Short form (BPAQ-SF): This questionnaire developed by Bryant and Smith (2001). It has a four-factor structure (hostility, anger, verbal, and physical aggression). It has12-items and is scored on a 5-point Likert scale. In the study of Bryant and Smith (2001), the construct validity, discriminant validity, and Reliabilities were adequate, the alpha coefficients for the subscales were 0.84, 0.82, 0.72, and 0.78, respectively. In this study, the Cronbach’s alpha for the total score was α =0 .88.  
Difficulties in Emotion Regulation Scale (DERS): This questionnaire developed by Gratz and Roemer (2004). It has 33 items and, six subscales. In this study, we used a total score of three subscales of difficulty engaging in goal-directed behavior, impulse control difficulty, and limited access to emotion regulation strategies. The items on this scale scored on a five-point Likert scale (from1=almost never to 5=almost always). Gratz and Roemer (2004) found good reliability for total score (Cronbach’s α=0.93), concurrent and predictive validity for this questionnaire. In this study Cronbach’s alpha for (DERS) total score was α=0.90.
Egocentricity: we used the Machiavellian Egocentricity subscale of Psychopathic Personality Inventory-Revised (PPIR). Sörman et al. (2016) developed this questionnaire to measure affective and interpersonal dispositions of psychopathy. It has 154 items and eight subscales. It is a Likert type scale (from 1 - ‘false’ to 4 - ‘true’). The Machiavellian Egocentricity scale included ten items. It is appropriate for use with both criminal and noncriminal persons. Sörman et al. (2016) demonstrated good construct validity and reliability (test-retest, internal consistency α = 0.85) in non-criminal individuals. In this study, the Cronbach’s alpha for the Machiavellian Egocentricity was α =0 .84. 
Depression Anxiety and Stress Scale (DASS-21): The (DASS-21) is a set of three self-report scales designed to measure the emotional states of depression, anxiety, and stress. It developed by Lovibond and Lovibond (1996). In this study, we used the stress subscale consisted of seven items. Previous studies have reported a good Cronbach's alpha coefficient of 0.95 (Anthony et al., 1998). In this study, the Cronbach’s alpha for the stress scale was α = .80.
DOI: 10.17632/r54gcj498h.1
title: EAVY METALS PRESENCE IN MUFULIRA  RIVER ON THE COPPER BELT PROVINCE OF  ZAMBIA, A CASE STUDY

description: References used on articles
DOI: 10.17632/3msc2d855y.1
title: Oxide-Mediated Nitrogen Doping of CVD graphene and Their Subsequent Thermal Stability

description: Data associated with the publication Oxide-Mediated Nitrogen Doping of CVD graphene and Their Subsequent Thermal Stability
DOI: 10.17632/3sgtk5r8v4.1
title: Dataset of "Mitochondria from osteolineage cells regulate myeloid cells mediated bone resorption"

description: Interaction between osteolineage cells and myeloid cells plays important roles in maintaining skeletal homeostasis. Herein, we found that osteolineage cells transfer mitochondria to myeloid cells. Impair the transfer of mitochondria by deleting Miro1 in osteolineage cells led to the increased myeloid cell commitments towards osteoclastic lineage cells and promoted bone resorption. In detail, impaired mitochondria transfer from osteolineage cells altered the glutathione (GSH) metabolism and protecting osteoclastic lineage cells from ferroptosis, thus promoting osteoclast activities. Further, mitochondria transfer from osteolineage cells to myeloid cells also involved in the regulation of glucocorticoid-induced osteoporosis (GIOP), and GSH depletion alleviated the progression of GIOP. These findings revealed an unappreciated mechanism underlying the interaction between osteolineage cells and myeloid cells to regulate skeletal metabolic homeostasis and provide new insights of GIOP progression.
DOI: 10.17632/y929rzg7zg.1
title: CPSL 2023 - Planning Preparation Stages and Activities - Literature

description: Operation Planning and Scheduling (OPS) operates at the interface between production and product development and functions as a knowledge mediator between these two. Efficiency and productivity in the design of a value chain are of great importance. If the way stakeholders interact within a value creation system changes, tasks have to be rethought. The constellation of open Co-Creation Communities (CCC) and Cross-Company Production (CCP) leads to new challenges. As a sub-discipline of Operation Planning and Scheduling (OPS), the Divison of Planning Preparation (PP) includes advising the Participants during the Development Process with regard to producibility. In the Article, the scope of PP's tasks and a fitted role model will be introduced. This PDF contains the relevant Literature used of the Task Modell.
DOI: 10.17632/3cfrj4vd4m.1
title: Norwegian Sign Language

description: The dataset used in our research is a self-made NSL fingerspelling dataset containing 24 300 across 27 alphabets. Each alphabet has 600 images taken of a male where ½ of it is with basic white background and the other ½ is of complex background. Each alphabet also has 300 images taken of a female with a basic white background. We want this dataset to be available to the public so further research can be made in the field of NSL recognition.
DOI: 10.17632/97fvwbwwbh.2
title: Biodiversity in residential gardens

description: Dataset that corresponds to the Biodiversity in residential gardens: a review of the evidence base paper.
DOI: 10.48510/fk2/oiupzc/uuhspi
title: Data_employers_survey_2012_2013_lv.csv

description: :unav
DOI: 10.48510/fk2/oiupzc/xjutnz
title: Data_employers_survey_2012_2013_lv.tab

description: :unav
DOI: 10.17632/97fvwbwwbh.1
title: Biodiversity in residential gardens

description: Dataset that corresponds to the Biodiversity in residential gardens: a review of the evidence base paper.
DOI: 10.17632/97fvwbwwbh.3
title: Biodiversity in residential gardens

description: Dataset that corresponds to the Biodiversity in residential gardens: a review of the evidence base paper.
DOI: 10.48510/fk2/oiupzc/vykcgk
title: Methodology_employers_survey_2012_2013_lv.pdf

description: :unav
DOI: 10.48510/fk2/oiupzc/f5znm0
title: questionnaire_employers_survey_2012_2013_lv.pdf

description: :unav
DOI: 10.48510/fk2/oiupzc
title: Working Conditions and Risks in Latvia 2012 - 2013: Survey of Employers

description: The Work conditions and risks in Latvia national surveys were conducted in Latvia in 2006, 2010, 2013, 2018 and 2022. The aim of these surveys is to gather evidence on situations related to occupational risk factors, occupational health, safety and to analyze the dynamics of the data obtained and identify the causes of the existing problems. This data serves as a basis to develop proposals for improving the practical implementation of the legal framework and foundation for effective decision making. A more detailed description of the methods is available in the methodology file.
DOI: 10.17632/dm227xmgx2.1
title: Fundamental Period of Steel Braced RC Structures

description: This dataset comprises 17,280 unique building models, with each model characterized by different building parameters and corresponding eigenvalue modal analysis results for both Concentrically Braced Frames (CBFs) and Eccentrically Braced Frames (EBFs). Building parameters taken into consideration include, but are not limited to, the type and installation position of bracing, the number of storeys, the dimensions of bays in X and Y directions, the depth of the beam, the width of the column, the type of bracing, and the properties of the materials used.

Additionally, the data is presented in a tabular CSV format, which allows for easy access and manipulation of the data. Each row in the CSV file represents a unique building model, with the corresponding parameters and fundamental vibrational period specified in the columns. This format facilitates easy navigation, understanding, and application of the data.

In conclusion, this dataset serves as an extensive tool for future research in structural engineering, particularly in the area of seismic behaviour. It paves the way for a more nuanced understanding of steel-braced reinforced concrete structures and aids in the development of sophisticated predictive models. Its significant potential for reuse in diverse contexts, from refining design methodologies to developing machine learning models, underlines its broader value to the academic and professional community.
DOI: 10.17632/sjrwfpkdd7.1
title: Effect of Ethanol Leaf Extract of Senegal Lilac Lonchocarpus Sericeus (Poir) On Indomethacin Induced Gastric Ulcer in Wister Rats.

description: Senegal lillac (lonchocarpus sericeus (Poir.)) a medicinal plant with long history in folkloric medicine, has been used in the treatment of pathological conditions such as ulceration of the gastric gland (gastric ulcer). Due to this remarkable medicinal properties of this plant, this study was designed to scrutinize the Therapeutic Potentials of the Ethanol Leaf Extract of Senegal lillac (lonchocarpus sericeus) [ELL] on indomethacin-induced Gastric ulcer in rat’s model it also create the opportunity to clinically investigate the presence of bioactive compound in the leaf extract of Senegal lillac (lonchocarpus sericeus) which are formed as a secondary metabolite by the plant. The experimental design consist of 40 Albino rats divided into 5 groups of 8 rats each. Indomethacin was administered intraperitoneally as a single dose followed by oral administration of ELL with doses of 62.5 and 125mg/kg BWT and 20mg/kg BWT of ranitidine for 28days.
DOI: 10.17632/6r23r7vhrc.1
title: EP-approximation

description: Data for EP-approximation
DOI: 10.17632/c7bgzd2z4g.1
title: X-Ray Diffraction and Differential Scanning Calorimetry results for Synthetic Ferrihydrites, with 0-35% Aluminium (Al) or Gallium (Ga), Goethites, with 0-9% Al or Ga, Amorphous Al oxyhydroxide, Boehmite, and alpha Ga oxyhydroxide

description: X-Ray Diffraction (XRD) and Differential Scanning Calorimetry (DSC)  results for synthetic (substituted) ferrihydrite (Fh), (substituted) goethite (Goe), amorphous aluminium oxyhydroxide (AlO(OH)), boehmite (Boe), and alpha gallium oxyhydroxide (GaO(OH)). The numbers in the substituted Fh and Goe names indicate the amount of substitution in mol percent.
The XRD data for the ferrihydrites and goethites were obtained through measurements on the CRISTAL beamline at synchrotron SOLEIL. The Fh and Goe were put in glass capillaries with a diameter of 1 mm, and the Fh were measured at a wavelength of 0.051427 nm while the Goe were measured at a wavelength of 0.07287 nm. The diffractograms for AlO(OH), Boe, and GaO(OH) were obtained with a Copper K-alpha source D2-phaser X-Ray Diffractometer (Bruker) located  at the synchrotron.
The DSC results were obtained with the LabSys evo (Setaram) at the synchrotron SOLEIL. The oxyhydroxide powder was put in an Al2O3 crucible, which was heated from 30 to 1000 degrees Celsius and back at a rate of 5 degrees per minute. Both the loss in weight and the heat flow were measured.
DOI: 10.48366/r604185
title: A Catalog of EleutherAI's Large Language Models

description: Starting in early 2022, EleutherAI released open-sourced high-performing models built after GPT-2/GPT-3 with an intent to open-source strong LLMs. With its Pythia series, its initiative to open-source LLMs continues, which now extends into releasing the largest collection of 16 total open-source models at different parameter sizes to study the effects of scale on LLMs. This comparison showcases EleutherAI's models released so far in terms of their salient properties.
DOI: 10.5281/zenodo.8214786
title: Understanding the effect of structural changes on slow magnetic relaxation in mononuclear octahedral copper(ii) complexes

description: Current advances in molecular magnetism are aimed at the construction of molecular nanomagnets and spin qubits for their utilization as high-density data storage materials and quantum computers. Mononuclear coordination compounds with low spin values of <em>S</em> = ½ are excellent candidates for this endeavour, but knowledge of their construction <em>via</em> rational design is limited. This particularly applies to the single copper(II) spin center, having been only recently demonstrated to exhibit slow relaxation of magnetisation in the appropriate octahedral environment. We have thus prepared a unique organic scaffold that would allow one to gain in-depth insight into how purposeful structural differences affect the slow magnetic relaxation in monometallic, transition metal complexes. As a proof-of-principle, we demonstrate how one can construct two, structurally very similar complexes with isolated Cu(II) ions in an octahedral ligand environment, the magnetic properties of which differ significantly. The differences in structural symmetry effects and in magnetic relaxation are corroborated with a series of experimental techniques and theoretical approaches, showing how symmetry distortions and crystal packing affect the relaxation behaviour in these isolated Cu(II) systems. Our unique organic platform can be efficiently utilized for the construction of various transition-metal ion systems in the future, effectively providing a model system for investigation of magnetic relaxation <em>via</em> targeted structural distortions.
description: This work was mainly supported by: (PI: CZR): UMO-2016/21/B/ST4/02064 from the Polish National Science Center and partially from the budget for science in 2018–2020, as a part of the Polish Ministry of Science and Higher Education project; (PI: DM): Grant No. 0088/DIA/2018/47 in the frame of the "Diamond Grant" programme; (PI: AG): SONATA grant UMO-2020/39/D/ST4/01182 from National Science Centre, Poland. A. G. is a scholarship holder of the Polish Ministry of Education and Science for outstanding young scientists. D. M. is a scholarship holder of the Adam Mickiewicz University Foundation for the academic year 2021/2022. The calculations were made at the Poznań Supercomputing and Networking Center.
DOI: 10.5281/zenodo.8214785
title: Understanding the effect of structural changes on slow magnetic relaxation in mononuclear octahedral copper(ii) complexes

description: Current advances in molecular magnetism are aimed at the construction of molecular nanomagnets and spin qubits for their utilization as high-density data storage materials and quantum computers. Mononuclear coordination compounds with low spin values of <em>S</em> = ½ are excellent candidates for this endeavour, but knowledge of their construction <em>via</em> rational design is limited. This particularly applies to the single copper(II) spin center, having been only recently demonstrated to exhibit slow relaxation of magnetisation in the appropriate octahedral environment. We have thus prepared a unique organic scaffold that would allow one to gain in-depth insight into how purposeful structural differences affect the slow magnetic relaxation in monometallic, transition metal complexes. As a proof-of-principle, we demonstrate how one can construct two, structurally very similar complexes with isolated Cu(II) ions in an octahedral ligand environment, the magnetic properties of which differ significantly. The differences in structural symmetry effects and in magnetic relaxation are corroborated with a series of experimental techniques and theoretical approaches, showing how symmetry distortions and crystal packing affect the relaxation behaviour in these isolated Cu(II) systems. Our unique organic platform can be efficiently utilized for the construction of various transition-metal ion systems in the future, effectively providing a model system for investigation of magnetic relaxation <em>via</em> targeted structural distortions.
description: This work was mainly supported by: (PI: CZR): UMO-2016/21/B/ST4/02064 from the Polish National Science Center and partially from the budget for science in 2018–2020, as a part of the Polish Ministry of Science and Higher Education project; (PI: DM): Grant No. 0088/DIA/2018/47 in the frame of the "Diamond Grant" programme; (PI: AG): SONATA grant UMO-2020/39/D/ST4/01182 from National Science Centre, Poland. A. G. is a scholarship holder of the Polish Ministry of Education and Science for outstanding young scientists. D. M. is a scholarship holder of the Adam Mickiewicz University Foundation for the academic year 2021/2022. The calculations were made at the Poznań Supercomputing and Networking Center.
DOI: 10.18419/darus-3492
title: Experimental results for Bioinspired Preactivation Reflex Increases Robustness of Walking on Rough Terrain

description: This dataset contains the experimental results and postprocessing script (Matlab, Mathworks, Natick, MA) to obtain the plots and results described in the paper "Bioinspired Preactivation Reflex Increases Robustness of Walking on Rough Terrain" by Elsa K. Bunz, Daniel F.B. Haeufle, C. David Remy and Syn Schmitt, DOI: 10.1038/s41598-023-39364-3. Always cite the paper together with this dataset because this dataset is not self-explanatory.
DOI: 10.25415/ujhb.23861247
title: UJ_HIIT_groups pre-post intervention Data.xlsx

description: VO2 threshold data for 18 University level Football players; Participants completed a HIIT intervention
DOI: 10.48510/fk2/qix7l1/ilcpva
title: Data_employers_survey_2019_2021_lv.csv

description: :unav
DOI: 10.48510/fk2/qix7l1/uqvq9k
title: Methodology_emploteyers_survey_2019_2021_lv.pdf

description: :unav
DOI: 10.48510/fk2/qix7l1/seh3t9
title: Data_employers_survey_2019_2021_lv.tab

description: :unav
DOI: 10.48510/fk2/qix7l1
title: Working Conditions and Risks in Latvia 2019 - 2021: Survey of Employers

description: The Work conditions and risks in Latvia national surveys were conducted in Latvia in 2006, 2010, 2013, 2018 and 2022. The aim of these surveys is to gather evidence on situations related to occupational risk factors, occupational health, safety and to analyze the dynamics of the data obtained and identify the causes of the existing problems. This data serves as a basis to develop proposals for improving the practical implementation of the legal framework and foundation for effective decision making. A more detailed description of the methods is available in the methodology file.
DOI: 10.48510/fk2/qix7l1/d6moew
title: questionnaire_employers_survey_2019_2021_lv.pdf

description: :unav
DOI: 10.5281/zenodo.7766936
title: Ferrer-Ferrando_et_al.Habitat_Selection_BiologgingANDCameraTraps

description: Datasets and Rcodes employed in "<strong>A comparative study of resource selection functions and imperfect detection models with which to describe wildlife habitat selection: biologging vs. camera traps as data sources."</strong>
DOI: 10.5281/zenodo.8214538
title: Ferrer-Ferrando_et_al.Habitat_Selection_BiologgingANDCameraTraps

description: Datasets and Rcodes employed in "<strong>A comparative study of resource selection functions and imperfect detection models with which to describe wildlife habitat selection: biologging vs. camera traps as data sources."</strong>
DOI: 10.5281/zenodo.7766935
title: Ferrer-Ferrando_et_al.Habitat_Selection_BiologgingANDCameraTraps

description: Datasets and Rcodes employed in "<strong>A comparative study of resource selection functions and imperfect detection models with which to describe wildlife habitat selection: biologging vs. camera traps as data sources."</strong>