cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.6815699.v7
title: JARVIS-DFT 3D dataset (jdft_3d.json)

description: Website: https://www.ctcms.nist.gov/~knc6/JVASP.html<br><br>#########################################Lading the dataset:<br>import os, jsonimport pandas as pdimport numpy as npf = open(os.path.join(os.getcwd(),'jdft_3d-4-26-2020.json'),'r')data3d=json.load(f)f.close()df=pd.DataFrame(data3d) form_enp=np.array(df['formation_energy_peratom'].replace('na',np.nan).dropna().values,dtype='float')#########################################For more details about using the dataset, use the jupyter-notebooks:https://github.com/usnistgov/jarvis<br><br>The Density functional theory section of JARVIS (JARVIS-DFT) consists of thousands of VASP based calculations for 3D-bulk, single layer (2D), nanowire (1D) and molecular (0D) systems. Most of the calculations are carried out with optB88vDW functional. JARVIS-DFT includes materials data such as: energetics, diffraction pattern, radial distribution function, band-structure, density of states, carrier effective mass, temperature and carrier concentration dependent thermoelectric properties, elastic constants and gamma-point phonons.
DOI: 10.17632/bjmbdvh7ch
title: Modelling the Relationship among Green Purchase Intention, Green Trust and Greenwashing: A Mediated Approach

description: The findings showed that: (1) Green Purchase Intention was negatively and significantly influenced by Green Scepticism whereas positively influenced by Green Trust and Green WOM but not influenced by Green Confusion; (2) Green Trust was negatively and significantly influenced by Green Scepticism and Green Washing whereas positively influenced by Green WOM but there is no significant influence of Green Confusion on Green Trust; (3) there is no evidence of direct association between Green Washing and Green Purchase Intention while there is a significant indirect association through Green Trust, Green WOM and Green Scepticism, which acted as full mediators in the relationship but Green Confusion does not have any mediating effect between the relationship; (4) Green WOM and Green Scepticism acted as partial mediators between Green Washing and Green Trust but Green Confusion does not have any mediating effect between the relationship.
DOI: 10.17632/pgn3wtg7y9
title: Self-Compassion and Mindfulness as Mediators of the Fat Talk, Body Satisfaction, and Mental Well-Being of Faculty in Higher Education

description: This data set is based on a cross-sectional study used on higher education faculty in relation to their self-compassion, fat talk, body satisfaction, and mental well-being.
DOI: 10.6084/m9.figshare.25801309.v2
title: <b>Code for Automatic Segmentation and Classification of Breast Cancer/Manohar</b>

description: · The experiment analysis of the proposed approach is implemented using the INbreast and CBIS-DDSM datasets. Finally, the combined intelligent technique (Improved GoogleNet-Modified ResNet-53) based cancer detection system is developed using Python, and the system's efficiency is determined using different performance metrics.
DOI: 10.6084/m9.figshare.28583720.v1
title: Drug-resistant TB data

description: Data on drug-resistant TB /rifampicin-resistant (RR)-TB patients were obtained from the National Drug-resistant TB Database.
DOI: 10.6084/m9.figshare.12906257.v1
title: 2020 Nature Postdoc survey - COVID-19 insights

description: Nature’s inaugural survey of postdoctoral researchers, which attracted more than 7,600 respondents from across the world, included questions about the career impact of the COVID-19 pandemic. The attached files are to the raw data and analysis which are explored in the accompanying Nature Careers feature (link to come), a Nature editorial (link to come), and a media release (link to come).
DOI: 10.6084/m9.figshare.21401307.v1
title: Input data for TreeTime analysis

description: Input data for treetime.
DOI: 10.6084/m9.figshare.24799923.v1
title: The Moderating Effect of Gamification on the Relationship between Social Media Marketing and Consumer-Brand Engagement-DATA.xlsx

description: Data for paper: ‘The Moderating Effect of Gamification on the Relationship between Social Media Marketing and Consumer-Brand Engagement: A Case Study of Ant Forest Gen Z Users’
DOI: 10.6084/m9.figshare.28450787.v1
title: Results.zip

description: Here have the retrosynthesis search results from our testing on 50,000 molecules from ChEMBL. The molecules were tested with several different enhancements and search configurations.
DOI: 10.17632/8mxs2rmfyg
title: Antimicrobial stewardship core elements in six Malawian public hospitals: A 2023 audit

description: Antimicrobial resistance (AMR) is a challenge to healthcare globally, particularly in low- and middle-income countries. In Malawi, frequent stockouts and the widespread dispensing of antibiotics which are not supported by prescriptions exacerbate the burden of AMR, necessitating robust stewardship interventions. This audit involved a baseline situational analysis of antimicrobial stewardship (AMS) interventions in six Malawian public facilities in the national antibiotic resistance surveillance network. Data were collected using a structured questionnaire adapted from the World Health Organization (WHO) AMS assessment tool, enrolling 30 AMS committee members across six selected public facilities. This descriptive analysis examined core elements of AMS programmes, including leadership commitment, accountability, AMS actions, educational activities, monitoring, surveillance and reporting activities.
DOI: 10.6084/m9.figshare.26499532.v1
title: Factor 8 (F8) genetic analysis raw data

description: Each tab contains the data for figures and tables of the F8 research project. Details of each tab are below-Amino Acids- The combined insight of conservation, UniProt annotations and number of variants in various databasesEvolution_322_species- Sequence alignments from NCBI orthologs of F8Variant table- All variants from following tabsUniProt- Variants extracted from UniProt for diseasesClinVar Path- Pathogenic and likely pathogenic variants of ClinVarClinVar VUS- Variants of Uncertain Significance of ClinVarGeno2MP- All missense variants extracted with various annotation from Geno2MPgnomAD- All missense gnomAD variants of F8mds global- The global movement statistics from VWF-F8 protein molecular dynamic simulationsmds AA- The movement over the simulation for each amino acidmds DCCM- The Dynamic Cross Correlation Matrix of each amino acid with the others<br>
DOI: 10.6084/m9.figshare.27201231.v1
title: Impedance Data for Hole Only Device for Sample1

description: Data for the investigation of multi-functional emissive materials (electron transporter cum emitter) for OLED applications. The materials have been developed by appending triphenyl-phosphine-oxide (Ph3P=O) (an electron transport enhancer) to the carbazole unit. We find that our TADF host 𝑆<sub>1</sub> has better electron transporting capability than some standard electron transport materials (TAZ) while competitively similar with some others (AlQ3) being only slightly inferior to some (TPBi) and 2 order of magnitude smaller than some (BPhen). The device performance is improved due to the presence of thermally activated delayed fluorescence (TADF).We report the fabrication of hole only device (HOD) based on the electron transport cum TADF emissive material 𝑆<sub>1</sub>. Employing impedance spectroscopy we determine the hole mobility, within reasonable limits.<br>
DOI: 10.6084/m9.figshare.27234435.v2
title: Belt transects data and Literature data of coastal forest

description: Belt transects data and Literature data of coastal forest
DOI: 10.6084/m9.figshare.27264396.v1
title: <sup><strong>The Emergence of Green Finance a Conceptual Framework for Environmental Sustainability: Innovation Viewpoint</strong></sup>

description: <i>This study intends to contribute to the continuing discussion about green economic growth by objectively investigating the consequences of clean energy generation, cutting-edge green practices, and ethical business on global sustainability. This study also examines how green finance laws effectively handle the financial limitations that companies face when pursuing green innovation. Green finance enables the development and implementation of sustainable business models, investments, trade, economic, environmental, and social projects through the effective utilization of financial resources</i>
DOI: 10.6084/m9.figshare.28982888.v1
title: Data in Xitiaoxi

description: Greenhouse gas data in Xitiaoxi
DOI: 10.17632/k4s8sf49bg
title: Potential Utilization of Spent Coffee Waste in Permeable Concrete

description: Data 1- Comparison of excerpt of chemical composition of the processed spent coffee wastes
Data 2- Compressive strength performance of SC permeable concrete
Data 3 -Percolation rate of hardened SC permeable concrete
Data 4- 28-day compressive strength and percolation rate data of 0% and 1% mixes
DOI: 10.17632/p7jrtfdz4g
title: riSCC: A personalized risk model for the development of poor outcomes in cutaneous squamous cell carcinoma

description: riSCC Supplemental Tables and Figures
DOI: 10.6084/m9.figshare.10317029.v1
title: Data_Cmu infection alters uterine and cervical contractions

description: Dataset for manuscript <br><i>Chlamydia muridarum </i>infection differentially alters smooth muscle function in mouse uterine horn and cervix<br>
DOI: 10.6084/m9.figshare.23662542.v1
title: Coding cycles and framework on transformative capacity

description: Coding cycles and framework on transformative capacity. Additional underlying data is available upon request.
DOI: 10.6084/m9.figshare.28207451.v1
title: Dataset for Csibra et al 2025 Development of a human analogue ADHD diagnostic system for family dogs

description: Dataset for Csibra et al 2025 Development of a human analogue ADHD diagnostic system for family dogs
DOI: 10.6084/m9.figshare.28629485.v1
title: Complete set of 15N-CEST and 15N-CPMG relaxation dispersion data together with Matlab fitting scripts for the paper entitled: "Unraveling structural transitions and kinetics along the fold switching Pathway of the RfaH C-terminal domain using exchange-based NMR"

description: The deposited files contain the complete set of 15N-CEST and 15N-CPMG data recorded for the isolated C-terminal domain of RfaH together with all relevant MatLab fitting scripts.Abstract of paper: The bacterial transcriptional regulator RfaH comprises structurally and functionally distinct N- (NTD) and C- (CTD) terminal domains. The latter switches from a helical hairpin packed against the NTD to a 5-stranded b-roll upon displacement by RNA polymerase binding. Here we use 15N-CEST and 15N-CPMG relaxation dispersion NMR to probe fold switching intermediates sampled by the isolated CTD. In addition to the predominant (~76-77%), semi-stable b-roll conformation (state A), we identify 4 structurally and kinetically distinct states: A’, B, B’ and B”. State B is NMR observable with an occupancy of ~23%, exchanges slowly (t<sub>ex</sub> ~ 300 ms) with the major A species, and comprises a largely unfolded ensemble with transient occupancy of helical (a5*) and b-hairpin (b1*/b2*) elements. Backbone chemical shift-based structure predictions using the program CS-ROSETTA suggest that the two transient structural elements within the B state may interact with one another to form a semi-compact structure. A’ (~0.35 %) is an off-pathway state that exchanges rapidly (t<sub>ex</sub> ~ 1 ms) with state A and likely entails a minor localized conformational change in the b1/b2 loop. State B’ (~0.3 %) exchanges rapidly (t<sub>ex </sub>~ 1.2 ms) with state B and exhibits downfield <sup>15</sup>N backbone shifts (relative to B) in the a5* region indicative of reduced helicity. Finally state B” (~0.05%) exchanges rapidly (t<sub>ex</sub> ~ 0.8-1 ms) with either B’ (linear model) or B (branched model), displays significant differences in absolute <sup>15</sup>N chemical shift from states B and B’, and likely represents a further intermediate with increased helicity along the fold-switching pathway.
DOI: 10.6084/m9.figshare.5127490.v1
title: Supplementary Material for: A Comprehensive Whole-Genome Integrated Cytogenetic Map for the Alpaca<b><i> (Lama pacos)</i></b>

description: Genome analysis of the alpaca (<i>Lama pacos</i>, LPA) has progressed slowly compared to other domestic species. Here, we report the development of the first comprehensive whole-genome integrated cytogenetic map for the alpaca using fluorescence in situ hybridization (FISH) and CHORI-246 BAC library clones. The map is comprised of 230 linearly ordered markers distributed among all 36 alpaca autosomes and the sex chromosomes. For the first time, markers were assigned to LPA14, 21, 22, 28, and 36. Additionally, 86 genes from 15 alpaca chromosomes were mapped in the dromedary camel (<i>Camelus dromedarius</i>, CDR), demonstrating exceptional synteny and linkage conservation between the 2 camelid genomes. Cytogenetic mapping of 191 protein-coding genes improved and refined the known Zoo-FISH homologies between camelids and humans: we discovered new homologous synteny blocks (HSBs) corresponding to HSA1-LPA/CDR11, HSA4-LPA/CDR31 and HSA7-LPA/CDR36, and revised the location of breakpoints for others. Overall, gene mapping was in good agreement with the Zoo-FISH and revealed remarkable evolutionary conservation of gene order within many human-camelid HSBs. Most importantly, 91 FISH-mapped markers effectively integrated the alpaca whole-genome sequence and the radiation hybrid maps with physical chromosomes, thus facilitating the improvement of the sequence assembly and the discovery of genes of biological importance.
DOI: 10.17632/6jryvzmm5c
title: Comparing the esthetics and function of an impacted central incisor: spontaneous eruption versus modified closed eruption technique with orthodontic traction in the palatal direction.

description: The topic covered in this paper deals with different approaches in treatment of impacted maxillary central incisors. There is a number of different methods of treatment of impacted incisors and the results are very technique-sensitive. As the anterior region is very esthetically important, a special care must be taken in such cases. The aim was to introduce our approach, which, as we believe, may prove beneficial for patients with this particular diagnosis. It compares esthetic results of a group where surgical uncovering followed by closed eruption technique with palatally bonded attachement and a groups where spontaneous eruption occured after space opening. To our knowledge no study has thusfar shown results of the approach presented in the presented paper.
DOI: 10.17632/jtmnb25zx2
title: Higher Risk of Melanoma-related Deaths for Patients Residing in Rural Counties: A Surveillance, Epidemiology, and End Results Program Study

description: Background: Prior literature has demonstrated a persistent and increasing “rural mortality penalty” (RMP) where those living rural areas have higher mortality rates compared to metropolitan counterparts. 
Objective: Analyze the latest SEER data to determine the current extent of the RMP on melanoma diagnoses.
Methods: Tumor and county characteristics, incidence, and mortality rates were compared using two-tailed t-tests. Relationships between rurality, time-to-treatment, and Breslow depth (BD) were analyzed using a Poisson generalized linear model and log-link function that accounted for race, age, gender, and income. For survival, a multivariate Cox Proportional Hazard (CPH) model controlling for the same factors plus tumor depth was employed. 
Results: 169,903 cases were analyzed with 11% of the cohort residing in rural counties. These patients had thicker tumors (BD 1.34mm vs. 1.18mm p&lt;0.001) and lower rates of T1 melanoma (BD &lt;0.75mm, 52.6% vs. 58.2%, p&lt;0.001). Incidence was higher (25.4 vs 21.7 cases/100,000 people/year, p&lt;0.001), and ten-year survival was lower in the rural cohort overall (87.69 vs. 90.24%, p&lt;0.001) and for localized melanoma (91.11% vs. 93.26%, p&lt;0.001). 
Rural patients had shorter average time-to-treatment, 0.30 vs. 0.35 months (p&lt;0.001). 
CPH model confirmed higher hazard ratio for disease specific death (DSD) for rural patients, 1.13 (p &lt;0.001; 95% CI: 1.08, 1.19). 
Conclusion: The RMP for patients with melanoma conferred a 13% higher risk of DSD and 17% higher incidence, indicating a significant disease burden in this population. This is likely due barriers to care, limiting early screening and diagnosis. Limitations include lack of covariates, county-level data, unknown confounders.
DOI: 10.6084/m9.figshare.27262623.v1
title: Genetic Analysis of JNK MAPK Signaling in Stress-Induced Avoidance Behavior in <i>C. elegans</i>

description: Raw data for Rao and Pan. Genetic Analysis of JNK MAPK Signaling in Stress-Induced Avoidance Behavior in <i>C. elegans</i>
DOI: 10.6084/m9.figshare.28182737.v1
title: Supplementary Material for: NATIONAL REGISTRY SYSTEM FOR HOME MECHANICAL VENTILATION SUPPORT IN CHILDREN: FIRST DATA FROM TURKIYE

description: Introduction: Advances in neonatal and pediatric intensive care have improved patient survival rates, emphasizing the need for respiratory support in cases of chronic respiratory failure, resulting in the establishment of the Turkish National Pediatric Patients Receiving Home Mechanical Ventilation (HMV) Support Registration System in 2023. This study aims to present the initial findings of the registry. Methods: In this cross-sectional study, epidemiological and demographic data was obtained from the registry and compared between invasive ventilation (IV) and non-invasive ventilation (NIV) groups. Results: The study included 952 patients registered from 23 centers with a median (IQR) age of 6.0 (3.0-12.0) years. IV support was observed in 51.1% of patients (n= 486). There was no difference in sex between IV and NIV groups, but a significant difference in age, nutrition, mobility status and education were observed between the subgroups. The largest patient group had neuromuscular disease, with spinal muscular atrophy being the most common primary diagnosis (15.7%). Most of the caregivers (78.7% in the NIV group and 93.8% in the IV group) received formal training before the initiation of HMV. Conclusion: Turkey's first registry for pediatric HMV patients is introduced. This system helps understand and solve mobility and education issues for these patients in our country. Collaboration with relevant ministries is crucial. In addition, although most of the caregivers have received training before discharge, efforts are still needed to ensure that this rate is 100%. The long-term results will be presented in the future.
DOI: 10.17632/hnnddrbfbj
title: Global scale monthly Priestley-Taylor (PT) coefficients for reference evapotranspiration (ETo) estimation

description: The Priestley-Taylor (PT) method is widely used in hydrologic and crop models to estimate reference evapotranspiration (ETo) or atmospheric demand for water. However, the default value of the PT coefficient (PTa=1.26) cannot assure reliability under different climatic regions. Here, we provide monthly PTa values at global scales with a spatial resolution of 0.25° using weather data from the daily Princeton Global Forcing dataset (0.25° × 0.25°, 1948-2016). The PTa values was calculated using an analytical expression for PT coefficient following the FAO-PM method. The data generated from this study can be directly incorporated into hydrologic and crop models using the PT method. Details can be found in our paper: Su, Q., and Singh, V.P. (2023). Calibration-free Priestley-Taylor Method for Reference Evapotranspiration Estimation, Water Resources Research, e2022WR033198, https://doi.org/10.1029/2022WR033198
DOI: 10.17632/j9ytfdzy27
title: IndoWaveSentiment: Indonesian Audio Dataset for Emotion Classification

description: IndoWaveSentiment is an audio dataset designed for classifying emotional expressions in Indonesian speech. The dataset was created using recordings from 10 actors, equally split between men and women. Recordings were made using a mono channel cardioid vocal microphone positioned no more than 10 cm from the speakers, connected to a laptop or computer. The audio was captured at a sample rate of 16 kHz with 32-bit depth. Each actor repeated the same sentence three times across five emotional categories: neutral, happy, surprised, disgusted, and disappointed. The dataset comprises 300 .wav files in total. This data was utilized to develop deep learning models as an initial study on audio classification in multimodal sentiment analysis. IndoWaveSentiment is also suitable for various signal processing applications, including voice emotion classification, and supports the development of sentiment analysis.
DOI: 10.17632/rgw87d764y
title: Supplemental Tables 1 and 2

description: Follicular data for cases of “normal scalp” (supplemental table 1) and "traction alopecia" (supplemental table 2)
DOI: 10.6084/m9.figshare.12234947.v1
title: Gut_sample

description: Pitfalls and Opportunities in Benchmarking Metagenomic Classifiers
DOI: 10.6084/m9.figshare.22292674.v1
title: scRNAdata1

description: We characterized the immune context in HPV+ and HPV− HNSCC by integrating scRNA-seq and bulk RNA-seq data.
DOI: 10.6084/m9.figshare.26315281.v1
title: Piezo_properties.xlsx

description: Piezoelectric modelling of quartz crystals based off of measured crystallographic preferred orientation.
DOI: 10.6084/m9.figshare.26966383.v1
title: essay on The ChatGPT Era: Rethinking Educational Assessment and Task Design

description: Discuss how ChatGPT could revolutionize both assessment and task design for students, describe what new types of task design should have, for example higher order thinking skill related tasks, highlighting a potential advantage and limitation of the new assessments.
DOI: 10.6084/m9.figshare.6189347.v1
title: Beta1 for the geographically weighted regressions

description: Spatialized monthly values for the LST night sensitivity (beta1) term of the geographically weighted regression (GWR).
DOI: 10.17632/5v8kf3w7f7
title: Use Intention of Mobile Music and Audio Platforms Among Middle-aged and Older Chinese Adults

description: This data set presents the data of user interview and questionnaire survey in the paper Use Intention of Mobile Music and Audio Platforms Among Middle-aged and Older Chinese Adults. The interview outline and the corresponding user answer records are provided as follows. The questionnaire details and user questionnaire data are also shared in the data set. The data is for readers' reference.
DOI: 10.17632/m4v5hrnv2z
title: Influence of clay-rich sediments on methane hydrate formation: impacts on kinetic behaviour and gas storage capacity - Database

description: This database contains data relating to work carried out on "Influence of clay-rich sediments on methane hydrate formation: impacts on kinetic behaviour and gas storage capacity." It includes three main files: 
(1) the characterization (mineralogy and grain size distribution) and natural clay sediments associated with gas hydrates from the Romanian sector of the Black Sea; synthetic sediments that are sand, illite (ILL) and montmorillonite (MMT) rich clays used for methane hydrate formation in the laboratory .
(2) Pressure and temperature data acquired during high pressure experiments  of methane hydrates formation in the above-mentioned sedimentary matrices, which allowed the study of hydrate formation kinetics.
(3) Data from Raman spectroscopy analyses performed on both synthetic and natural hydrates collected from the Black Sea. The data were obtained from the processing of the spectral signatures of methane in large (LC) and small cages (SC) of hydrate. For each sample analyzed, The dataset include the (1) the integrated intensities of the Raman spectral bands of methane hydrate (ALC and ASC), the relative cage occupancy of large to small cages (θLC/θSC), the derived absolute cage occupancies in large (θLC) and small cages (θLC) , the hydration number as well as the hydrate storage capacity.