cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.6989432.v2
title: Data for: Predator size-structure and species identity determine cascading effects in a coastal ecosystem

description: This data accompanies a paper to be published in Ecology and Evolution "Predator size-structure and species identity determine cascading effects in a coastal ecosystem" by John N Griffin (Swansea University, Wales, UK) and Brian R Silliman (Duke University). <br>Data were collected on 72 experimental field plots during and after a 4-month manipulation of predatory crabs in a salt marsh in Georgia USA in summer 2010. <br>The main factors manipulated were crab species identity and size structure. Additionally, the 'predator free' control allows the effects of predator presence/absence to be inferred.<br>The dataset is contained in 3 sheets, with an additional sheet containing metadata. The first sheet ("Treatments") contains the raw response variables and derived response variables for all treatment replicates. The second sheet ("Control") contains the raw response variables for the control (predator free) replicates. The third sheet contains data on the survival of predator crabs based on surveys conducted bi-weekly throughout the experiment. <br><br><br>
DOI: 10.17632/2t2dsxs2d4
title: Influence of Empathy Response on Brand Advocacy: AI Chatbot in the Banking Industry

description: Research dataset in the context of our study refers to the collection of quantitative data obtained from an online survey completed by respondents. Specifically, this dataset consists of data from Indonesian bank customers who:

1. Have interacted with AI banking chatbots within the past three months, and
2. Completed the online questionnaire covering the study’s variables.

Below is a general overview of the dataset structure used in this research:

1. Respondent Screening Data
- Have you used an AI banking chatbot in the last 3 months? (Yes/No)

2. AI Chatbot Usage
- Frequency of use (e.g., Daily, Weekly, Monthly, Rarely)
- Reasons for use (e.g., Checking balance, Transaction assistance, Complaints, etc.)
- Types of chatbots used (e.g., Livin’ by Mandiri, Jenius chatbot, etc.)

3. Demographic Data
- Age
- Gender
- Education level
- Occupation

4. Research Variables
- Empathy (9 items from Liu-Thompkins et al., 2022)
 a) Perspective taking
 b) Empathic concern
 c) Emotional contagion

- Flow State (8 items from Hyun et al., 2022)
 a) Focus, enjoyment, loss of time perception, and control

- Customer Experience (6 items from Ameen et al., 2021)
 a) Convenience, personalization, ease of interaction, etc.

- Customer Satisfaction (6 items from Malik et al., 2021)

- Brand Advocacy (5 items from Kim et al., 2018)

5. Rating Scale
All items were rated using a 5-point Likert scale (1 = Strongly Disagree, 5 = Strongly Agree)

Second-order PLS-SEM was used for testing the proposed hypotheses and examining the relationships between multiple variables simultaneously..

Responden Results:
1. Total Respondents = 532
2. Respondents who did not use Chatbot = 169
3. Respondents with Unengaged Responses (STD. DEV &lt; 0.2) = 28
4. Inconsistent Respondents = 23

Final Clean Data = 312
DOI: 10.17632/k7h24dmmr9
title: Femur Bone X- Ray Images

description: Here are the Femur Bine Images, used for Diagnosis purpose of problems or diseases in human beings largest bone by clinicians.
DOI: 10.6084/m9.figshare.25164125.v1
title: Panaroo/bakta troubleshooting

description: Bakta output files for troubleshooting issues with Panaroo
DOI: 10.17632/895f6y8chd
title: Data for "Formation of Amphibole-Bearing Peridotite and Amphibole-Bearing Pyroxenite through Hydrous Melt-Peridotite Reaction and In Situ Crystallization: An Experimental Study"

description: Electron microprobe data of minerals and glass for results of hydrous melt and lherzolite reaction and in situ crystallization experiments.
DOI: 10.6084/m9.figshare.3568944.v1
title: Appendix A. Representation of the dynamic energy budget for the standard DEB model.

description: Representation of the dynamic energy budget for the standard DEB model.
DOI: 10.6084/m9.figshare.6608519.v1
title: The synchronization and adaptation of Neurospora crassa circadian and conidiation rhythms to short light-dark cycles

description: These are supplementary materials for the paper submitted to a journal.
DOI: 10.17632/7fvwj88jvm
title: Data files for Mahtab: Phase-wise Acceleration of Regression Testing for C

description: Software regression testing consists of offline, online, and execution phases which are executed sequentially. The offline phase involves code instrumentation and test-coverage collection. Subsequently, the online phase performs program differencing, test-suite selection and prioritization. Finally, the selected test-cases are executed against the new version of software for its re-validation. Regression testing is a time-consuming process and is often on the critical path of the project. To improve the turn-around time of software development cycle, our goal is to reduce regression testing time across all phases using multi-core parallelization. This poses several challenges that stem from I/O, dependence on third-party libraries, and inherently sequential components in the overall testing process. We propose parallelization test-windows to effectively partition test-cases across threads. To measure the benefit of prioritization coupled with multi-threaded execution, we propose a new metric, EPSilon, for rewarding failure observation frequency in the timeline of test-execution. To measure the rate of code-change coverage due to regression test prioritization, we introduce ECC, a variant of the widely used APFD metric. We illustrate the effectiveness of our approach using the popular Software-artifact Infrastructure Repository (SIR) and five real-world projects from GitHub. We show that for SIR programs, parallel regression testing achieves an end-to-end geometric mean speedup of 4.72× compared to sequential RTS (and 2.44× against RetestAll). We achieve a geometric mean boost (EBF) of 1.6× in effectiveness (EPSilon) of test prioritization, using up to 16 threads. For GitHub projects used in our study, we observed end-to-end speedup of 3.90× compared to sequential RTS, and EBF of 1.43×, using up to 32 threads. All the experiments were performed on a system with a 20-core (40 threads with hyper-threading) Intel Xeon CPU E5-2640 v4 clocked at 2.40GHz having 64GB RAM running CentOS Linux release 7.5.1804 (Core) operating system. While Mahtab framework was compiled using g++ 5.3.1, the benchmark programs were compiled using clang frontend of LLVM. In this dataset, we have included raw log files (in plain-text) and processed spreadsheets (.ods) corresponding to experimental data in Mahtab: Phase-wise Acceleration of Regression Testing for C. Plain-text files contain raw data from program's execution. Spreadsheets contain summarized data from text-files, corresponding to plots and tabulations presented throughout the paper. All plots have also been included in associated .ods files. The root directory contains the following tarballs: -- mahtab_data.tar.gz (data used in experiments). -- mahtab_tool.tar.gz (source codes for our software tool).
DOI: 10.17632/g2wx6ps6dj
title: Fault Diagnosis

description: Fault Diagnosis in a Shipboard
DOI: 10.6084/m9.figshare.22047263.v3
title: Dose response

description: Data and code for Figure 2 of Earth Commission synthesis paper
DOI: 10.6084/m9.figshare.15067257.v1
title: public dataset.zip

description: Vitiligo images with classification labels (yes: vitiligo; no: not vitiligo).
DOI: 10.6084/m9.figshare.21739868.v1
title: Annual values of thermal growing season length

description: This file contains annual values of thermal growing season length for 1950-2021 in GeoTIFF format.
DOI: 10.17632/ddf4dcjf57
title: Nuclear Latency, Nuclear Power and Nuclear Proliferation

description: The dataset for the replication of "Nuclear Latency, Nuclear Power and Nuclear Proliferation" paper.
DOI: 10.6084/m9.figshare.19212540.v1
title: parsing-KO-annotations-for-specific-GO-terms

description: described here: https://hackmd.io/@astrobiomike/parsing-plaac-positive-KO-annotations-based-on-GO-terms
DOI: 10.6084/m9.figshare.23935062.v1
title: Research Proposal on The Impact of Technology and Training and Development in organization

description: This study establishes the impact of technology in terms of training and development in South Africa. It includes the impact the technology has on management in terms of decision making and the impact the implementation of technology has on organization’s development and innovation and how it affects employees. According to (Rahman, 2022) training mode has a significant impact on employee performance and training evaluation. It benefits the organization by reducing employee turnover, increasing employee productivity, and contributing to higher financial returnsA descriptive research and Quantitative methods have been used as the foundation for this study. The study is targeted to management or leaders and employees on how technology can impact training and development and its benefit to the organization and employees. The questionnaires were completed by employees for the purpose of this study.
DOI: 10.6084/m9.figshare.5302201.v1
title: California, amended death certificate no. 0190-047501 (1982), Bonita Williams

description: California, amended death certificate no. 0190-047501 (1982), Bonita Williams
DOI: 10.6084/m9.figshare.6121853.v1
title: Sequencing of egtC/native promoter complementation construct-2

description: Sequencing of egtC/native promoter complementation construct-2
DOI: 10.6084/m9.figshare.8092925.v1
title: Production of parsley in hydroponic conditions under isosmotic brackish nutrient solutions

description: ABSTRACT Brackish waters may vary in their chemical compositions, interfering with different plant responses to stress; therefore, the present study aimed to evaluate the production components of parsley plants subjected to levels of electrical conductivity in nutrient solutions with an initial ECns of 1.58 dS m-1, which was solubilized in water with the following water electrical conductivity configurations (ECw): 0.12 (control), 1.12, 2.12, 3.12, 4.12 and 5.12 dS m-1, resulting in six isosmotic levels (ECns = 1.7, 2.7, 3.7, 4.7, 5.7 and 6.7 dS m-1) in an interaction with four types of salt: NaCl, CaCl2, MgCl2 and KCl. The experimental design was completely randomized in a factorial scheme with five replicates. Two strategies were used to restore the volume consumed by the parsley plants, and the replacement was made with municipal-supply water (ECa = 0.12 dS m-1) in the first strategy and with the respective brackish waters in the second strategy. The total fresh and dry weights of the shoots and roots were evaluated as well as the total dry mass percentage of the shoots and roots. The responses of the plants to the different cationic natures was more evident at the highest levels of electrical conductivity tested, and the use of municipal-supply water to replace the evapotranspired depth mitigated the deleterious effects of salinity. In addition, greater reductions were observed in the fresh and dry mass when the replacement of the volume consumed was with the brackish waters.
DOI: 10.17632/wnz7my6y5r
title: Water stable isotopes (δ2H and δ18O) in the Peninsula of Yucatan, Mexico.
DOI: 10.6084/m9.figshare.21312114.v1
title: Aerodynamic Analysis of several types of rocket nosecones.docx

description: Cd and drag of various nosecone,Cd and drag at differnt heights
DOI: 10.6084/m9.figshare.25751748.v1
title: Comparison of headache and facial pain in COVID-19, ‘common cold’, influenza, and aucte postviral rhinosinusits – a cross-sectional study in primary care - raw data repository

description: Raw dataset
DOI: 10.6084/m9.figshare.26243924.v1
title: UA volume changes, supplementary material

description: Assessment of the upper airway volume after bimaxillary advancement surgery.
DOI: 10.6084/m9.figshare.28424417.v1
title: RS_Dataset_12022025.xlsx

description: The aim of this study was to determine undergraduate medical students’ learning needs from students’ perspective in the province of Quebec, Canada.
DOI: 10.6084/m9.figshare.7647137.v3
title: Case study on metamodels

description: This is a dataset of a case study aimed to assess the potential of a novel metamodelling strategy implemented by the author. The procedure intermixes a nearest-neighbours strategy, distance weighting, and gradient relations between neighbours. The procedure is implemented in the metamodelling application Interlinear (http://metacpan.org/pod/Sim::OPT::Interlinear).This research has been published in the following article: Gian Luca Brunetti (2020). "Increasing the efficiency of simulation-based design explorations via metamodelling". <i>Journal of Building Performance Simulation</i>. 13(1): 79-99, DOI: 10.1080/19401493.2019.1707875
DOI: 10.17632/jwwrfp2s78
title: Data set for Collective Sensing in Electric Fish

description: A number of organisms, including dolphins, bats and electric fish, possess sophisticated active sensory systems in which self-generated signals (e.g. acoustic or electrical emissions) are used to probe the environment. Studies of active sensing in social groups have typically focused on strategies for minimizing interference due to conspecific emissions. However, it is well-known from engineering that multiple spatially distributed emitters and receivers can greatly enhance environmental sensing (e.g. multistatic radar and sonar). Here we provide evidence from modeling, neural recordings, and behavioral experiments that the African weakly electric fish Gnathonemus petersii utilizes the electrical pulses of conspecifics to extend electrolocation range, discriminate objects, and increase information transmission. These results suggest a novel, collective mode of active sensing in which individual perception is enhanced by the energy emissions of nearby group members
DOI: 10.17632/3jtm7htsyt
title: Additional Gujarati Words for IndoWordNet

description: This data contains a list of 887 missing Gujarati WordNet terms. The research work made use of 3472 Gujarati idioms collected between December 2017 and April 2022. Because Gujarati has so many dialects, some terms may have been overlooked. These words may be borrowed, freshly invented terminologies, erroneous or mixed words, or a combination of the two. This list of terms will undoubtedly aid in the improvement of Gujarati WordNet, a component of the IndoWordNet project.
DOI: 10.17632/mzsnj6nnsw
title: Effectiveness of strengthening exercise plus activities of daily living instructions in reducing pain in patients with lumbar disc herniation: a randomized controlled trial

description: Lumbar disc herniation (LDH) is one of the most common causes of mechanical low back pain (LBP) associated with radiating leg pain. Conservative treatment, including exercise, analgesic, and physical therapy, is regarded as the first-line treatment of LDH.
This randomized clinical trial was conducted to evaluate the effectiveness of back and hip strengthening exercises combined with activities of daily living instructions (ADLIs) to reduce pain intensity in patients with LDH.
A total of 70 patients with LDH were randomly allocated to either the intervention group (IG) or the control group (CG). Patients in IG received different back and hip strengthening exercises five days a week for six weeks. The patients in CG were treated with Naproxen (500 mg) and Baclofen (10 mg) tablet twice a day for three weeks, followed by hot moist compression for the next three weeks. In addition, the patients in both groups were instructed to follow the ADLIs during the intervention and at least 3 months after the intervention.
The straight leg raising (SLR) test and the Visual Analogue Scale (VAS) score were used to evaluate the patients' pain intensity. Outcomes were measured at baseline, at three weeks, and at six weeks of the intervention. Patients were followed up after 3 months of the intervention.
DOI: 10.25415/ujhb.26348446.v1
title: Data Set for Pilot Study of Innovation in the Western Cape Cultural and Creative Industries, 2020-2022

description: This anonymised unit level data (n=21) was collected as part of piloting three questionnaires to measure innovation in the Western Cape cultural and creative industries in multiple institutional sectors 1) formal businesses, 2) informal businesses and households and 3) non-profit organisations and government departments. Innovation was defined in terms of the Organisation for Economic Co-operation and Development's Oslo Manual (2018). Institutional sectors were defined in terms of the criteria given in the System of National Accounts (2008) and the cultural and creative industries was defined using the UNESCO Framework for Cultural Statistics (2009) combined with Statistics South Africa standard industrial classifications (2012) to the 5-digit level (see KEY tab). Data was collected with via interview (Teams/in-person) or via self-completion (Adobe PDF form). The data were collected during 2023 and 2024, and refer to the reference period 2020-2022.<b>Indicators:</b> [1] Actor & sector indicator categories. Unit of observation: identity and location; industrial category; industrial sub-category (SIC7); industrial sub-category (own); employment; turnover; distribution of turnover by location of clientele/constituency; age; structure; gender; formal educational level; income (2022). [2] Innovation & system indicator categories. Innovation & innovation activities. product innovation; zero-price products; novelty of product innovation; distribution of turnover by product novelty; who developed the product innovation; why develop the product innovation; process innovation; who developed the process innovation; why develop the process innovation; performed R&D; types of non-R&D innovation activities. Sector conditions and innovation strategies. degree of importance of sector-specific factors; factors in decisions to introduce innovations with social and environmental benefits; factors in decisions to start or execute innovation activities; impacts of legislation on innovation activities; technology use (2020-2022) and planned use (2023-2025); cooperation on innovation activities; cooperation partner by location; applied for and obtained, applied for and not obtained, or not applied for funding; use of existing tax incentives; types of IP protection; IP-out transactions; IP-in transactions; willingness to sell IP rights. Innovations with social and environmental benefits. social benefits of innovation and contribution to society; environmental benefits of innovation and contribution to environmental protection. This work is based on research supported in part by the National Research Foundation of South Africa (Grant Numbers: 118873). The University of Johannesburg and the Human Sciences Research Council also provided funding in support of this research. All funding is appreciatively acknowledged.
DOI: 10.6084/m9.figshare.26364454.v1
title: Supplementary Figure 9

description: Data from Supplementary Figure 9
DOI: 10.6084/m9.figshare.27269802.v1
title: MOTHER_venous_EC_RNA_sequencing_results.xlsx

description: The dataset includes venous endothelial cell (EC) transcriptional profiling from 24 postpartum participants, including 17 with severe preeclampsia (mean ± SD age 32.6 ± 2.7 years) and 7 with normotensive pregnancy (32.4 ± 4.0 years), with venous ECs harvested at a mean ± SD 15.4 ± 7.9 and 11.5 ± 9.0 days postpartum, respectively.Venous ECs were harvested from an antecubital vein after IV placement followed by insertion of four J-wires using sterile technique. ECs were collected from the wires by gently washing 10X and centrifuged (400 x g for 5 min at 4 deg C with no brake) in dissociation buffer (phosphate-buffered saline[PBS], supplemented with 0.5% bovine serum albumin [BSA], 2mM ethylene diamine tetra-acetic acid [EDTA], heparin 0.1 mg/l, pH 7.4). Following centrifugation, cells were resuspended in 80 µl of labeling buffer (PBS supplemented with 0.5% BSA, 2mM EDTA, pH 7.2) along with 20 µl of CD144 microbeads (Cat# 130-097-857 Miltenyi Biotec, Birgisch Gladbach, Germany). Cells were incubated for 15 min at 4 deg C. After incubation, cells were sorted through a column in a magnetic field (QuadraMACS, Miltenyi). Cells were washed 3 times with labeling buffer. Labeled ECs were recovered by gravity flow with 4 ml of cold labeling buffer after removing the column from the magnet. Isolated cells were quickly pelleted by centrifugation (400 x g for 5 min at 4 deg C with no brake) and immediately placed in RNA lysis buffer per protocol (Qiagen, RNeasy Plus Micro, Venlo, the Netherlands).RNA sequencing was performed on Illumina HiSeq 2500 instrument. Sequencing reads were mapped in a splice-aware fashion to the human reference transcriptome (hg19/GRCh37.75 assembly) using STAR aligner. Read counts over transcripts were calculated using HTSeq based on the Ensembl annotation for hg19/GRCh37.75 assembly. For differential expression analysis, we examined genes where at least 9 samples had &gt;1 counts/million reads mapped and used the EdgeR method to generate log<sub>2</sub>-fold change values.
DOI: 10.6084/m9.figshare.29099906.v1
title: Urban-Rural Disparities in Diagnosis, Treatment, and Prognosis of Primary Bone Cancer

description: Residence may influence cancer management. However, the role of residence in primary bone cancer is not well explored.
DOI: 10.25381/cput.27633468.v1
title: Machine learning and deep learning wall defect classification dataset

description: 2022FEBEREC-STD-073The dataset comprises of imagery/photographs collected using a standard DSLR camera, from first hand site visits and inspections. These images consist of various damage classes such as crack spalling and intact areas which were collected from three national heritage sites in the Western Cape namely: the Castle of Good Hope, Dal Josafat and Robben Island. The approach used a quantitative research methodology, utillising machine learning and deep models for the analysis and classification of the image dataset into the various damage classes.
DOI: 10.6084/m9.figshare.24844320.v1
title: 071223_Lampiran Form KPS.pdf

description: This study examined the impact of social friendships among students with intellectual disabilities (ID) and non-disabled students (ND) on learning performance based on seating arrangements and spatial circulation in inclusive classrooms. Employing a grounded theory approach, field observations were made of 3 ID and 11 ND students. Data coding, heatmap graphics, and behavioral analysis were validated with a matrix table. Key findings were: (1) two-way utterances positively impacting interest, (2) repetitive movement gestures indicated a decrease in concentration, and (3) physical movement indicated positive interest, enjoyment, and active participation. Proximal seating of ID and ND students improved interest, concentration, and communication. Seating arrangements and spatial circulation support the development of self-confidence and nurturing attitudes among ID and ND students.
DOI: 10.6084/m9.figshare.25653525.v1
title: <b>Surgical Outcomes of </b><b>Transvaginal Natural Orifice Transluminal Endoscopy</b><b> in Treating Ovarian Cysts and Risk Factors for Surgical Conversions (data sheet)</b>

description: This is the original data sheet of the manuscript entitled <b>Surgical Outcomes of </b><b>Transvaginal Natural Orifice Transluminal Endoscopy</b><b> in Treating Ovarian Cysts and Risk Factors for Surgical Conversions</b>.
DOI: 10.6084/m9.figshare.8938202.v1
title: Patient characteristics.xlsx

description: The file contains characteristics os studied group. A group of 22 patients with comorbidities and results of Symptom Medication Score - Allergy Control Score (ACS). SMS A - assessment before treatment. SMS B - assessment 1 year of after treatment. For binary values 1 means "yes" 0 means "no".
DOI: 10.17632/2khr7kh55m
title: Dataset for "Rewetting strategies to reduce nitrous oxide emissions from European peatlands"

description: N2O-N emissions from peatlands, soil bulk density and soil organic matter content