cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wct3y9t8cs.1
title: Infrared spectral data of dried and roasted cocoa (Theobroma cacao L.) for calibrating classification models of cocoa varieties and predicting theobromine and caffeine content

description: The dataset compiles the mid-infrared spectra of dried and roasted cocoa beans (Theobroma cacao L.), as well as their theobromine and caffeine content. The Attenuated Total Reflectance-Fourier Transform Infrared (ATR-FTIR) spectroscopy technique was employed to spectrally characterize the dried and roasted cocoa samples, while high-performance liquid chromatography (HPLC) was used to quantify the theobromine and caffeine content. Based on the theobromine/caffeine ratio, the cocoa variety was determined.
This dataset provides valuable data for researchers, food scientists, and industry professionals to develop and calibrate robust multivariate statistical models, as well as machine learning and deep learning techniques, to classify different varieties of dried and roasted cocoa beans in real-time. Additionally, the infrared spectra could be used to develop precise models for simultaneously predicting both theobromine and caffeine content based on the spectral data. These calibrated models could significantly support decision-making processes within the cocoa industry, enabling real-time quality control and optimizing bean selection, blending, and product formulation processes. The dataset is organized in Excel sheets and structured according to experimental conditions and replicates, allowing for detailed exploration and analysis.
DOI: 10.17632/bss5r68x8z.1
title: IEM data

description: Data on fetal distress and air pollution
DOI: 10.17632/7wc2d2nbnd.1
title: Effectiveness of Neuromuscular Taping on Balance, Proprioception, Pain and Nerve Conduction Parameters in Patients with Diabetic Peripheral Neuropathy

description: The section discussed various diagnostic approaches and physical examination techniques for assessing DPN. A comprehensive neurological assessment is crucial, including tests for cranial nerves, muscle tone, and possible systemic illnesses. Key diagnostic methods highlighted include nerve conduction studies (NCS), skin biopsies for intraepidermal nerve fiber density, and corneal confocal microscopy, which provides non-invasive imaging of corneal nerves. The text also emphasizes the importance of quantitative sensory testing (QST) in evaluating sensory function and identifies clinical scoring systems for assessing DPN severity. Pain assessment tools like the Leeds Assessment of Neuropathic Symptoms and Signs Pain Scale (LANSS) and the Visual Analog Scale (VAS) are discussed, noting their utility in tracking pain reduction over time. Physiotherapy plays a crucial role in managing DPN by reducing symptoms and enhancing quality of life. Key interventions include exercise programs that improve strength, flexibility, and balance, which help mitigate fall risks and promote circulation. Neuromuscular re-education addresses sensory deficits, while pain management strategies like transcutaneous electrical nerve stimulation (TENS) alleviate neuropathic pain. Patient education on foot care is essential for preventing complications. Research highlights the effectiveness of various conventional physiotherapy treatments, such as LASER therapy and neural mobilization, in reducing pain and disability, underscoring the importance of a multifaceted approach to optimize outcomes for individuals with DPN. Several studies have examined the effects of neuromuscular taping (NMT) on various conditions and populations, but only a few have demonstrated its effectiveness. Notably, there is limited literature on the impact of NMT specifically for DPN, highlighting a gap that warrants further investigation. Exploring the effects of NMT on DPN is essential to establish solid evidence for this emerging treatment method and its potential benefits for patients. A total of 46 participants were recruited and divided into two groups: the experimental group (Group A, N=23) and the control group (Group B, N-23). An 8-week physiotherapy intervention was administered, incorporating NMT on the bilateral tibialis anterior, tibialis posterior. Normality was checked using Shapiro-wilk test and parametric and non- tests were used to analyze the data based on the normality. Both groups e-value demonstrated significant improvements across all variables at p&lt;0.05 though some nerve conduction parameters specifically latency of right and left tibial and peroneal nerves, conduction velocity in the tibial nerves, amplitude in the peroneal nerves, and H-reflex latency and amplitude did not show significant changes (p&gt;0.05). Group A exhibited more substantial clinical and symptomatic improvements compared to Group B, with effect sizes ranging from moderate to large (0.66-1) across all outcomes.
DOI: 10.57756/5g7c2r
title: 3D model of a plaster cast of the "Oxford Dodo" head

description: <p>3D scan of a plaster cast of a dodo skull with skin of the original in the Oxford University Museum of Natural History.
 Due to their life on an island ecosystem, they were not exposed to 
larger predators and evolved a complete absence of fear of humans, which
 made them easy prey and led to their extinction within 100 years after 
their discovery in 1598 by a Dutch fleet led by Van Warwjick.</p>
DOI: 10.17632/7bw67mv9jb.1
title: Elevated vitamin D levels in diurnally-active female fruit bats

description: data + codes
DOI: 10.17632/79bzc22xwm.1
title: Antibacterial properties of metal foam

description: Two sheets present the data obtained from three antibacterial tests: Disk diffusion, MIC determination, and flow test.
DOI: 10.17632/b6kdp62vzd.1
title: Impact of Media Reports of Violence Attacks Against Medical Staff on Doctor-Patient Trust Using a Structural Equation Model

description: This is the raw data used in the study. Include specific question information from the survey questionnaire.
DOI: 10.17632/bhtwbs92fy.1
title: EvoPath

description: Example Code for EvoPath
DOI: 10.17632/zph3c66t53.1
title: Design, analysis and experimental study of a MEMS gyro based on bidirectional thermal expansion flow xuanlin Ma

description: In comsol simulations, the temperature difference
DOI: 10.17632/cbs8j7rd24.1
title: Navio Naufragado é Recife Encantado

description: Os oceanos nos presenteiam com pérolas de sabedoria;
nele encontramos a essência da realização plena, com maestria.
Somos parte desse vasto oceano,
formando um povo soberano.
O mar sustenta; o oceano nos alimenta.
DOI: 10.15468/dl.j79tyj
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odorrana supranarina (Matsui, 1994)"
 ]
}

 The dataset includes 71 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045485-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57756/6ww9sy
title: 3D model of the lid of expedition box 41 (Willendorf, 1908/09)

description: <p>3D scan of the lid of an expedition box from the excavations 
undertaken at the site Willendorf II in 1908 and 1909. The lid 
originally belonged to an expedition box from the excavations in 
Willendorf II 1908/09. Within the box, numerous artefacts from layer 9 
were stored.</p>
DOI: 10.5281/zenodo.13890791
title: Reports and Dataset of SUPRAMOLECULAR POLYMERS AS MOULDS FOR THE SYNTHESIS OF CHIRAL PLASMONIC NANOPARTICLES

description: This dataset contains some research data on supramolecular polymers as templates for the synthesis of chiral plasmonic nanoparticles. Project PID2020-117885GA-I00, especifically the more related to the use of cysteine and cystine.
DOI: 10.5281/zenodo.13890790
title: Reports and Dataset of SUPRAMOLECULAR POLYMERS AS MOULDS FOR THE SYNTHESIS OF CHIRAL PLASMONIC NANOPARTICLES

description: This dataset contains some research data on supramolecular polymers as templates for the synthesis of chiral plasmonic nanoparticles. Project PID2020-117885GA-I00, especifically the more related to the use of cysteine and cystine.
DOI: 10.15468/dl.eqsytj
title: Occurrence Download

description: A dataset containing 21115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Arundo donax L."
 ]
}

 The dataset includes 21115 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045486-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57756/6dq8sd
title: 3D model of Willendorf expedition box 40 (1908/09)

description: <p>3D scan of an expedition box from the excavations undertaken at the 
site Willendorf II in 1908 and 1909. Within these boxes lithic artefacts
 were stored, which were deemed as ‘waste’ by the original excavators in
 1908/09, and therefore in their eyes not worth further studying. 
However, several research projects in the past recorded the immense 
potential of the finds in these boxes, showing the range of various raw 
materials and objects of blank production at the site Willendorf II. 
Also the newspapers give us an invaluable section into the interests and
 reading habits of the excavations of 1908/09.</p>
DOI: 10.15468/dl.mqxyhs
title: Occurrence Download

description: A dataset containing 796 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odorrana schmackeri (Boettger, 1892)"
 ]
}

 The dataset includes 796 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045487-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26302/sshade/experiment_ll_20110720_001
title: Ta L3 edge XAS transmission of Ta compounds at 300K
DOI: 10.57756/dz68zg
title: 3D model of a burin from layer 9 of the Willendorf II site

description: <p>3D scan of a 55 mm long burin made from brown-red radiolarite. Tools 
of this kind are especially common and appear in great variety in 
Central Europe during the Upper Paleolithic. They were used to work hard
 materials, such as dry wood or bone, antler, or stone. The burin 
originated from layer 9 of the Willendorf II site in the Wachau Region 
in Lower Austria. It constitutes one of the numerous artefacts found in 
the same site as the Venus of Willendorf.</p>
DOI: 10.57756/m3dxtv
title: 3D model of a burin from layer 9 of the Willendorf II site

description: <p>3D scan of a 69 mm long burin made from white patinated chert. Tools 
of this kind are especially common and appear in great variety in 
Central Europe during the Upper Paleolithic. They were used to work hard
 materials, such as dry wood or bone, antler, or stone. The burin 
originated from layer 9 of the Willendorf II site in the Wachau Region 
in Lower Austria. It is one of the numerous artefacts found in the same 
site as the Venus of Willendorf.</p>
DOI: 10.17632/5g6bkbrkmb.1
title: A Retrospective and Archival Study of Violent INCEL Men Using the TRAP-18 Lone Actor Terrorism Assessment

description: Objective: This study aimed to conduct a retrospective threat assessment on self-identified involuntarily celibate (INCEL) men who carried out violent attacks to increase our ability to identify, assess, mitigate, and manage potential INCEL violence.
Methods: This study applied the Terrorist Radicalization Assessment Protocol-18 (TRAP-18) threat assessment framework to eight cases of violent INCEL attackers: (1) Elliot Rodger; (2) Alek Minassian; (3) Chris Harper-Mercer; (4) Scott Paul Beierle; (5) Jake Davison; (6) Ben Moynihan; (7) Armando Hernandez; and (8) George Alfred Sodini. Publicly available information (e.g., manifestos, news articles, media interviews, etc.) were collected and analyzed to assess each individual case.
Results: Results indicated that the eight INCEL men studied met the majority of the proximal and distal criteria of the TRAP-18. All eight men displayed Pathway, Fixation, and Leakage proximal warning behaviours and revealed distal patterns of concern, including Personal Grievance and Moral Outrage, Framed by an Ideology, Dependence on a virtual community, Changes in thinking and emotion, Failure of Sexual Intimate Pair-Bonding, and some form of Mental illness while none had issues with the Failure to Affiliate. 
Conclusion: The findings suggest that those affiliated with an INCEL ideology may share broad behavioural and cognitive patterns of radicalized terrorists, providing practical implications for law enforcement and mental health professionals.
DOI: 10.17632/vtpwddd3zv.1
title: Experimentally induced troilite melt pervasion in chondritic analog materials: a study for FeNi-FeS darkening in chondrites.

description: Research Data for article "Experimentally induced troilite melt pervasion in chondritic analog materials: a study for FeNi-FeS darkening in chondrites." with authors: Juulia-Gabrielle Moreau, Argo Jõeleht, Aleksandra N. Stojic, Christopher Hamann, Felix E. D. Kaufmann, P. Somelar, Jüri Plado, Satu Hietala, T. Kohout;

Published in: Meteoritics & Planetary Science

See README.TXT for more details on the content.
DOI: 10.17632/hdpfpd7rcx.1
title: Groundwater forecasting

description: This repository contains supplemental calculation files that support the findings of our study on groundwater level forecasting using LSTM, EMD, and WT models. The files include data processing and computational results that were not included in the main manuscript. Each file is labeled for easy identification, and together they provide a comprehensive overview of the analytical framework used in the study.
DOI: 10.17632/fc4kpmh7g6.1
title: Vocal Methods Curricular Requirements Raw Data

description: Objective: United States (US) music educator certification requirements vary by locality and institutional accreditation. Voice pedagogy training conferred through the vocal methods curricular requirement has not received significant assessment. This study assesses the content and requirements needed to fulfill the vocal methods curriculum in undergraduate music education degree programs.

Design: Published course catalogs provide a public contract and record of curriculum requirements and content for college programs. Catalogs from 627 institutions offering undergraduate music education programs were gathered from the College Music Society Directory of Music Faculties.

Methods: The course number, credit hours, description, and title for all Vocal Methods, Vocal Pedagogy, or equivalent classes were collected. Degree tracks (instrumental, vocal, general, etc.) requiring these courses were also noted. Data was compared with the broader credentialing requirements of accrediting bodies and state governments.

Results: Thirty-one states offered music educator certification for K–12 (or equivalent) music in 2024, while almost every institution separated majors into distinct course tracks based on instrument. Singing tracks are delineated as “choral” or “vocal.” The amount of vocal methods training in music education curricula is approximately one credit hour. Courses offered to instrumental music education majors typically blend class voice and personal vocal technique.

Conclusions: Vocal methods requirements tend to be fulfilled through class voice courses focused on performance development rather than teaching pedagogy. Advocacy for robust vocal pedagogy training in music education programs may be warranted given the culturally significant, identity-defining, and injurable, organic, nature of the human voice.
DOI: 10.17632/yy8352npmm.1
title: Evaluating Ophthalmic Research in Africa: Insights from ARVO Publications and Future Directions

description: Overview of ophthalmic research published in ARVO journals with contributions from authors affiliated with African institutions.
DOI: 10.17632/r2dw9h9c2p.1
title: Impact of Disease Cyclicity on Quality-of-Life Impairment – A Mixed Method Explanatory Study

description: Supplementary Files for Impact of Disease Cyclicity on Quality-of-Life Impairment – A Mixed Method Explanatory Study
Files included: 
1. Initial Interview Guide 
2. Final Interview Guide 
3. COREQ checklist 
4. Data structure
DOI: 10.17632/nnrb73xzwh.1
title: DR_CommunityCollege_MotivatorsSucess

description: This research examined how community college students perceive faculty behaviors, their relationship with classroom motivators, and how these perceptions predict student persistence and academic success. A quantitative non-experimental design was used with an online survey administered to 352 students from the only community college in the Dominican Republic. Data were analyzed using independent T-tests, ANOVA, Canonical Correlation Analysis, and regression models.
The results showed that faculty qualities and behaviors explained 48.5% of the variance in students’ classroom motivation. Rapport, Time Spent with Students Outside Class, Course Preparation and Delivery, Encouragement, and Fairness had the highest canonical loadings. Encouragement-related behaviors were a significant predictor of students’ intention to persist in college. In predicting GPA, success, usefulness, and interest explained 17%, 10%, and 6% of the variance, respectively.
These findings confirm the crucial role faculty play in supporting students in a Dominican community college modeled after U.S. institutions. Recognizing that specific faculty behaviors influence student motivation, persistence, and success, higher education leaders should develop programs that raise faculty awareness and implementation of essential behaviors.
DOI: 10.17632/3y23cpmzj4.1
title: ALFALFA (Medicago sativa L (Smart Agricultural Technology)

description: ALFALFA (Medicago sativa L (Smart Agricultural Technology)
DOI: 10.17632/sk2dg5v6kz.1
title: Effects of Career Aspirations of New Generation Employees on Proactive Socialization Behavior

description: 1. Data
Contains the datasets used for the analysis, including two files:
1.1 data.sav: Contains detailed information, including scoring methods for each indicator (presented in Chinese in the value labels) and data types. File format: SPSS.
1.2 pls.csv: The raw data file used for SmartPLS analysis. File format: Comma-Separated Values, Excel-compatible.

2. Measurement Model
Contains the analysis results of the measurement model, reflecting the reliability and validity of the scales used in the study:
2.1 信效度.xlsx: File format: Excel, generated by SmartPLS.
2.2 信效度.html: File format: HTML, viewable in a browser, generated by SmartPLS.
2.3 信效度.html-files: Folder containing necessary backend data for the 信效度.html file. This folder must be kept in the same directory as 信效度.html.

3. Structural Model
Contains results for direct effects, mediation effects, and moderation effects, divided into two subfolders:
3.1 Direct Effects & Mediating Effect
3.1.1 假设检验.html: Contains hypothesis testing results. File format: HTML, viewable in a browser.
3.1.2 假设检验.html-files: Folder containing necessary backend data for the 假设检验.html file. This folder must be kept in the same directory as 假设检验.html.

3.2 Moderation Effect
3.2.1 Moderated_Mediation_Results_PROCESS_SPV.sav: Contains moderated mediation results calculated using the PROCESS plugin in SPSS (https://processmacro.org/index.html).
3.2.2 Moderated_Mediation_Results_PROCESS_PDF.pdf: Contains moderated mediation results calculated using the PROCESS. File format: PDF, viewable in Adobe Acrobat (https://www.adobe.com/acrobat.html) or a browser.
3.2.3 Simple_Slope_Plot.jamovi: Contains simple slope plots and raw data. This is an interactive file that requires the jamovi (https://www.jamovi.org/) to open.
3.2.4 Simple_Slope_Plot_Output.html: Contains simple slope plots. File format: HTML, viewable in a browser, exported by jamovi.
DOI: 10.17632/frfvfyf3sz.1
title: Smart PLS Training

description: This file for student training
DOI: 10.57756/uwktva
title: 3D model of a double burin from layer 4 of the Willendorf II site

description: <p>3D scan of a 53 mm long double burin. Tools of this kind are 
especially common and appear in great variety in Central Europe during 
the Upper Paleolithic. They were used to work hard materials, such as 
dry wood or bone, antler, or stone. It originated from layer 4 of the 
Willendorf II site in the Wachau Region in Lower Austria. It constitutes
 one of the numerous artefacts found in the same site as the Venus of Willendorf.</p>
DOI: 10.17632/5gxsjcmyrg.2
title: ENHANCING TOURISM INNOVATION THROUGH DISRUPTIVE TECHNOLOGY AND STRATEGIC ALLIANCES: EVIDENCE FROM POPULAR DESTINATIONS IN WEST JAVA

description: ENHANCING TOURISM INNOVATION THROUGH DISRUPTIVE TECHNOLOGY AND STRATEGIC ALLIANCES: EVIDENCE FROM POPULAR DESTINATIONS IN WEST JAVA

The research objects focus on the following construct: 
1. Disruptive technology
2. tourism innovation
3. Strategic alliances
4. Local cultural engagement

This study employs a quantitative, explanatory survey design to investigate the role of disruptive technology and strategic alliances in fostering tourism innovation in popular destinations in West Java. This approach is chosen to quantify relationships between variables and to provide a clear explanatory framework for understanding the impact of these factors on tourism innovation. The primary instrument used for data collection is a structured questionnaire, utilizing a nine-point (1 – 9) Likert scale to measure respondents' perceptions and attitudes. The questionnaire encompasses various indicators related to disruptive technology (enhanced visitor experience, operational efficiency, sustainability impact, employee productivity, and accessibility) and strategic alliances (compatible goals, complementary skills, cooperative cultures, and commensurate risk). A pilot test was conducted to ensure the validity and reliability of the instrument, involving a small sample of respondents similar to the study population. 

The unit of analysis for this study comprises approximately 310 popular tourist destinations in West Java. These destinations were selected based on their popularity and significance to the region's tourism industry. Data collected from the survey were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). This method was chosen due to its suitability for analyzing complex models and its ability to handle small to medium-sized samples effectively. The analysis involved two main stages: the measurement model and the structural model. The measurement model assessed the reliability and validity of the constructs, while the structural model evaluated the hypothesized relationships between disruptive technology, strategic alliances, and tourism innovation. The PLS-SEM approach provided robust insights into the direct and moderating effects of local cultural engagement on the studied relationships, offering a comprehensive understanding of the factors driving tourism innovation in West Java.
DOI: 10.17632/93jhw8bgh4.1
title: A Data on Banking Companies Listed on the IDX for the Period 2020-2022

description: This data was collected by annual report of Indonesian banking companies listed on the Indonesia Stock Exchange (IDX) during the 2020-2022 periods. The sample for this study was drawn from a population of 135 annual reports in the banking industry by the technique of random sampling. The sample for this data is 87 annual reports which equal to 45 companies. From this dataset, the Influence of Enterprise Risk Management, Profitability, Leverage, and Firm Size on Firm Value are interpreted.
DOI: 10.17632/2bddtxx3ky.1
title: AI used for Education Learning

description: Meta data usage AI education. Data collection method using snowball sampling and facilitated with google form.