cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mzh9x3v2hd
title: Soyachans

description: Data Description: Good and Bad Soybean (Glycine max) Classification

1. Overview

The dataset consists of over 500 images of soybean (Glycine max) samples, categorized into "good" and "bad" classes. The objective is to develop a classification model to distinguish between high-quality and defective soybeans based on visual features.

2. Data Collection

Total Samples: 500+ images

Categories: Good soybeans, Bad soybeans

Camera Used: Xiaomi 11i mobile camera

Lighting Conditions: Natural daylight

Background: White


3. Image Characteristics

Resolution: High-resolution images ensuring clarity for classification

Color Balance: White background helps in minimizing noise and improving segmentation

Consistency: Captured under uniform lighting conditions for reliable analysis


4. Good Soybean Characteristics

Uniform shape and size

Smooth and clean surface

Consistent golden-yellow color

No visible cracks, shriveled texture, or discoloration


5. Bad Soybean Characteristics

Irregular or damaged shape

Presence of cracks, holes, or shriveled texture

Dark spots, fungal growth, or discoloration

Deformed or broken seeds


6. Potential Applications

Automated quality control in soybean processing

Agricultural research and seed selection

Development of AI-driven classification models


This dataset serves as a robust foundation for training machine learning models to classify good and bad soybeans accurately. Let me know if you need further refinements or additional details!
DOI: 10.17632/884w3hzx4d
title: Multi-proxy dataset for cores SRM, SRS6, and SRMT from the Shark River mouth, FL

description: The attached file lists the original grain size, loss-on-ignition, isotope, X-ray fluorescence, and palynological dataset that includes a total of 27 parameters from cores SRM, SRMT, and SRS6 from the mouth of the Shark River in the Florida Coastal Everglades.
DOI: 10.17632/fzyg3mtjp8
title: Krakow Contemporary Cultural Buildings. Results of the questionnaire survey of city residents' reception

description: The dataset contains results of a questionnaire survey among Krakow Residents. It aimed to study the perception of buildings of cultural facilities in the city and their surroundings. The author asked about 10 buildings on 9 sites are located in the area inscribed on the UNESCO World Heritage List and its buffer zone The research was conducted in 2020 and 2021, so the author studied the cases during partial or complete COVID-19 lockdown. The research aimed to study which places are liked most (and least) and to see whether respondents like more the buildings with more greenery around, more public functions, the proper amount of space around, better public and ecological transport. It was conducted by PANI and then CAWI technique. The CAWI results were collected by survio.com (free version). The survey collected 173 responses. The questionnaire survey showed that residents like more buildings with green areas around and more characteristic. The MOS (Małopolski Ogród Sztuki) was rated best in categories of the most liked building and its surroundings, followed by Cricoteka and the Manggha Centre with the Far East Gallery. The respondets want to go inside when passing by and spend time around these facilities. The Krakow Opera and Auditorium Maximum were rated worst. Some of the buildings are less known to a wider audience. This is Czapski Pavilion.
DOI: 10.21233/t0wb-9b57
title: Lake Biwa, North Basin ostracode surface sample dataset

description: Raw data for the Lake Biwa, North Basin ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.26413546.v2
title: Data

description: The highly pathogenic porcine reproductive and respiratory syndrome virus (HP-PRRSV) poses a significant threat to the global swine industry. Vaccination is a preventive measure against viral infections. However, the use of vaccines in livestock healthcare programs faces the challenge of safety and delayed immune responses. Earlier studies have shown the potential of modified Bazhen powder as an immunomodulator with significant biological properties, but its effect on vaccines against HP-PRRSV is yet to be studied. This study elucidated how modified Bazhen powder could improve the safety and efficacy of the conventional PRRSV vaccine by evaluating T-cell responses, antibody levels, clinical symptoms, levels of viremia, organ health, and cytokine production. The results revealed that the oral application of modified Bazhen powder in combination with PRRS vaccination improved both cellular and humoral immunity, accelerated viremia clearance, improved lung injury scores, and reduced viral load in the tonsils. The modified Bazhen powder also effectively reduced inflammatory responses following a PRRSV challenge. These findings further highlight the pharmacological properties of modified Bazhen powder as a potential oral immunomodulatory agent that could enhance vaccine efficacy and ensure broad-spectrum protection against HP-PRRSV in pigs.
DOI: 10.17632/y6fby48ys6
title: Quartz reactivity

description: Including the improved code, model input files, and figure data
DOI: 10.6084/m9.figshare.14115518.v1
title: Annual evergreen forest maps in the Brazilian Amazon during 2010-2019

description: The annual evergreen forest maps in the Brazilian Amazon are generated based on time series MOD09A1 product during 2010-2019.
DOI: 10.6084/m9.figshare.18531584.v1
title: Supplementary Material for: Using Clinical Audiologic Measures to Determine Cochlear Implant Candidacy

description: <b><i>Introduction:</i></b> Only a small percentage (6–10%) of patients who are candidates receive cochlear implants (CIs). One potential reason contributing to low usage rates may be confusion regarding which patients to refer for CI evaluation. The extent to which information provided by standard clinical audiologic assessments is sufficient for selecting appropriate CI evaluation referrals is uncertain. The objective of this study is to evaluate the capacity of standard clinical audiologic measures to differentiate CI candidates from noncandidates. <b><i>Method:</i></b> The study design is a retrospective review of a prospectively maintained CI database from a university-based tertiary medical center of 518 patients undergoing CI evaluations from 2012 to 2020. Each ear of each patient was treated as an independent value. Receiver operating characteristic (ROCs) curves were constructed using aided AzBio sentence recognition scores in quiet and aided AzBio +10 dB signal-to-noise ratio scores &lt;60% as binary classifiers for CI candidacy. For each ROC, we examined the capacity of multiple pure-tone thresholds, pure-tone average (PTA), and CNC word recognition scores (WRSs) measured under earphones to determine CI candidacy. Area under the curve ROC (AUC-ROC) values were calculated to demonstrate the capacity of each model to differentiate CI candidates from noncandidates. <b><i>Results:</i></b> Variables with the greatest capacity to accurately differentiate CI candidates from noncandidates using aided AzBio in quiet scores were earphone CNC WRS, earphone pure-tone threshold at 1,000 Hz, and earphone PTA (AUC-ROC values = 0.86–0.88). Using aided AzBio +10 scores as the measure for candidacy, only CNC word recognition had a fair capacity to identify candidates (AUC-ROC value = 0.73). Based on the ROCs, a 1,000 Hz pure-tone threshold &gt;50 dB HL, PTA &gt;57 dB HL, and a monosyllabic WRS &lt;60% can each serve as individual indicators for referral for CI evaluations. <b><i>Conclusion:</i></b> The current study provides initial indicators for referral and a first step at developing evidence-based criteria for CI evaluation referral using standard audiologic assessments.
DOI: 10.6084/m9.figshare.28844612.v1
title: research paper 1.pdf

description: Wireless network provide the convenience of mobility and flexibility but they also present a major security challenge.
DOI: 10.6084/m9.figshare.26778289.v1
title: Supplementary Data for "Contributing to sustainable smallholder agriculture through optimizing key agricultural inputs in China"

description: Input-output data of winter wheat-summer maize rotation system managed by smallholder farmers in Quzhou County
DOI: 10.17632/hz67txmn2p
title: Thesis

description: Quarterly panel data, including financial information on Russian companies and macroeconomic indicators in the period from 2011 to 2021.
DOI: 10.6084/m9.figshare.25348426.v1
title: NNJ-Data Set.sav

description: This is a data set for a research study aimed at evaluating the effectiveness of a hospital-based enhanced maternal health education on improving maternal knowledge for neonatal jaundice
DOI: 10.6084/m9.figshare.1199770.v1
title: NON-VERBAL INTELLIGENCE AND ACADEMIC ACHIEVEMENT AMONG ADOLESCENT STUDENTS: A COMPARATIVE STUDY Available online at www.ror.isrj.net ORIGINAL ARTICLE 1 2

description: Objective of the study was to examine the non-verbal intelligence of the adolescent<br>school going students. Hypothesis: There is no significant difference among the school<br>going students with respect to their non-verbal intelligence. Sample: For the present<br>study, total 300 students were taken. All the participants were divided into three groups;<br>100 high academic achievement group (Mean & SD 13.78±.85), 100 average academic<br>achievement group (13.95±.81) & 100 low academic achievement group (13.99±.85).
DOI: 10.6084/m9.figshare.20719540.v1
title: Gonçalves etal. 2022 - Data and R code

description: Carcass count data, site and site-visit covariates, and R code (with JAGS code) for amphibian fatality estimation as supplemental material for Gonçalves et al. 2022, <strong>Spatially prioritizing mitigation for amphibian roadkills based on fatality estimation and landscape change.</strong>
DOI: 10.6084/m9.figshare.3971721.v2
title: Lab 3. Bird sighting dataset

description: <b>Methods</b> This dataset was collected on September 29, 2016 at approximately 4pm, in the Dandy grasslands and woodlot near York University. The weather for the day of sampling was 15°C with light rain (Rain:<b> </b>1-3 mm Wind: 20 km/h E Wind gust: 30 km/h Humidity<b>:</b> 82). In each habitat type, five different 10 m transects were placed in randomly chosen spots. The number of bird sightings in a one minute interval was recorded for each transect. Wind intensity for each transect was estimated on a scale from 1 to 5, 5 being the most intense. Wind speed and weather information for the general area was obtained from the website https://www.theweathernetwork.com/ca/weather/ontario/north-york at the time of sampling. The number of different bird species and the distance from the transect was also estimated for each sighting. <b>Hypothesis</b> Wind intensity has an impact on the number of birds that are active. <b>Predictions</b> 1) There will not be many birds active due to the high wind intensity. 2) There will be a low diversity of bird species, because smaller birds may have difficulty navigating in strong winds. 3) There will be a higher abundance of flying birds in the open area (grasslands) than in the woodlands at the time of sampling, due to the fact that most birds are diurnal.
DOI: 10.6084/m9.figshare.14169875.v1
title: Supplementary Material for: Appendicular Muscle Mass, Thigh Intermuscular Fat Infiltration, and Risk of Fall in Postmenopausal Osteoporotic Elder Women

description: <b><i>Background:</i></b> The association between the quantity and composition of skeletal muscle and the decline in physical function in elderly is poorly understood. Therefore, the primary aim of this cross-over study was to investigate the association between thigh intermuscular adipose tissue (IMAT) infiltration, appendicular muscle mass, and risk of fall in postmenopausal osteoporotic elder women. Second, we examined the differences in muscle mass, IMAT, and risk of fall in the same sample of older subjects after being classified as sarcopenic or nonsarcopenic on the basis of the dual-energy X-ray absorptiometry (DXA)-based Appendicular Skeletal Muscle Mass Index (ASMMI). <b><i>Methods:</i></b> Twenty-nine subjects (age: 72.4 ± 6.8; BMI: 23.0 ± 3.3; and T-score: −2.7 ± 0.2) completed the following clinical evaluations: (1) whole-body DXA to assess the ASMMI; (2) magnetic resonance to determine the cross-sectional muscle area (CSA) and IMAT of thigh muscles, expressed both in absolute (IMAT<sub>abs</sub>) and relative (IMAT<sub>rel</sub>) values; and (3) risk of fall assessment through the OAK system (Khymeia, Noventa Padovana, Italy). The existence of a correlation between the risk of fall (OAK scores, an automated version of the Brief-BESTest) and the clinical parameters (ASMMI, CSA, IMAT<sub>rel</sub>, and IMAT<sub>abs</sub>) was tested by the Pearson’s correlation index while data homogeneity between sarcopenic and nonsarcopenic subjects was tested through unpaired Student <i>t</i> tests or with the Mann-Whitney rank test. Effect sizes (ES) were used to determine the magnitude of the effect for all significant outcomes. <b><i>Results:</i></b> Eleven subjects were classified as sarcopenic and 18 as nonsarcopenic based on their ASMMI (cutoff value: 5.5 kg/m<sup>2</sup>). A positive correlation between OAK and CSA was observed (<i>r</i><sup>2</sup> = 0.19; <i>p</i> = 0.033), whereas a negative correlation between OAK and IMAT<sub>rel</sub> was detected (<i>r</i><sup>2</sup> = 0.27; <i>p</i> = 0.009). No correlations were observed between OAK and ASMMI and between ASMMI and IMAT<sub>rel</sub>. Sarcopenic subjects showed significantly lower weight (<i>p</i> = 0.002; ES = 1.30, large), BMI (<i>p</i> = 0.0003; ES = 1.82, large), CSA (<i>p</i> = 0.010; ES = 1.17, moderate), and IMAT<sub>abs</sub> (<i>p</i> = 0.022; ES = 1.63, large) than nonsarcopenic individuals, whereas OAK scores and IMAT<sub>rel</sub> were similar between groups. <b><i>Discussion/Conclusion:</i></b> Increased IMAT and lower CSA in the thigh muscles are associated with higher risk of fall while ASMMI, a value of appendicular muscle mass, was not associated with physical performance in older adults.
DOI: 10.6084/m9.figshare.24901788.v1
title: Genomic attributes of airway commensal bacteria 2023

description: https://www.biorxiv.org/content/10.1101/2022.09.08.507073v1<br>Lung diseases due to infection and dysbiosis affect hundreds of millions of people world-wide<sup>1</sup><sup>-</sup><sup>4</sup>. Microbial communities at the airway mucosal barrier are conserved and highly ordered<sup>5</sup>, reflecting symbiosis and co-evolution with human host factors<sup>6</sup>. Freed of selection to digest nutrients for the host, the airway microbiome underpins cognate management of mucosal immunity and pathogen resistance. We show here the results of the first systematic culture and whole-genome sequencing of the principal airway bacterial species, identifying abundant novel organisms within the genera <i>Streptococcus, Pauljensenia, Neisseria</i> and <i>Gemella</i>. Bacterial genomes were enriched for genes encoding antimicrobial synthesis, adhesion and biofilm formation, immune modulation, iron utilisation, nitrous oxide (NO) metabolism and sphingolipid signalling. RNA-targeting CRISPR elements in some taxa suggest the potential to prevent or treat specific viral infections. Homologues of human <i>RO60</i> present in <i>Neisseria</i> spp. provide a possible respiratory primer for autoimmunity in systemic lupus erythematosus (SLE) and Sjögren syndrome. We interpret the structure and biogeography of airway microbial communities from clinical surveys in the context of whole-genome content, identifying features of airway dysbiosis that may presage breakdown of homeostasis during acute attacks of asthma and chronic obstructive pulmonary disease (COPD). We match the gene content of isolates to human transcripts and metabolites expressed late in airway epithelial differentiation, identifying pathways that can sustain host interactions with the microbiota. Our results provide a systematic basis for decrypting interactions between commensals, pathogens, and mucosal immunity in lung diseases of global significance.<br>
DOI: 10.6084/m9.figshare.6570941.v1
title: Supplementary Material for: Associations of Pulmonary Fibrosis with Peripheral Blood Th1/Th2 Cell Imbalance and EBF3 Gene Methylation in Uygur Pigeon Breeder’s Lung Patients

description: <b><i>Background/Aims</i></b> Pigeon breeder’s lung (PBL) results from Th1/Th2 cell imbalance. B cells inhibit the immune activity of Th1, and EBF3 is a key B cell factor. This study explored the relationship between EBF3 and Th1/Th2 imbalance in chronic PBL cases complicated with pulmonary fibrosis (PF). <b><i>Methods</i></b> Twenty Uygur PBL+PF patients, 20 pigeon breeders without PBL or PF, and 20 healthy individuals without pigeon breeding history constituted the patient I, negative control, and normal control groups, respectively. Peripheral blood specimens and case backgrounds were collected between June 2016 and March 2017. EBF3 gene methylation was analyzed by matrix assisted laser desorption ionization-time of flight mass spectrometry. To compare different mechanisms of PF progression in PBL, samples from 20 Uygur PBL patients without PF (at acute and sub-acute stages) were collected between October 2017 and February 2018, constituting the patient II group. EBF3 mRNA expression was evaluated by real-time polymerase chain reaction. IFN-γ, IL-4 and IL-10 expression and Th1/Th2 imbalance in PBL were evaluated by enzyme-linked immunosorbent assay and flow cytometry. <b><i>Results</i></b> CpG-2 and general methylation rates in the patient I group were lower than those in the control groups (P˂0.017). The level of EBF3 mRNA expression in the patient I group was significantly higher than that in any other group. Compared with the control groups, the patient I group showed a significantly higher level of IL-4, whereas the patient II group showed a significantly lower level. IL-10 was also expressed more highly in the patient I group than in any other group (P&lt; 0.01). Flow cytometry showed INF-γ dominance (Th1 cytokine) in PBL at the acute/sub-acute stage and IL-4 dominance (Th2 cytokine) at the chronic stage after PF occurred. The general methylation rate was negatively correlated with the mRNA level, with the latter being positively correlated with the IL-10 level and number of pigeons bred in the past 3 months. IL-4 expression was negatively correlated with INF-γ but positively correlated with PF area and duration of pigeon breeding history. <b><i>Conclusions</i></b> After PF occurs in chronic PBL, the inflammation type changes from Th1 dominance to Th2 dominance. During PBL development, IL-10 increases before IL-4 does, which may be associated with EBF3 hypomethylation and the involvement of B lymphocytes.
DOI: 10.17632/9399px4jjb
title: Codes and output data for socio-hydrological model with regional interactions

description: Codes for the following paper, which analyzes the impact of cry wolf effects on the efficiency of flood early warning systems with regional interactions:
Kotani, H., Ogawa, W., Matsushima, K., Susaki, J., & Sawada, Y. (2023). Modeling the dynamics of social preparedness with regional interactions to explore efficient flood early warning systems.
https://doi.org/10.21203/rs.3.rs-3301755/v2
DOI: 10.6084/m9.figshare.3858873.v2
title: Cognitive Work Analysis of Two Data Codification Domains

description: Online supplemental material for Cognitive Work Analysis of data codification domains.
DOI: 10.4121/20016194.v2
title: EULA for ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wild

description: This is the End-User License Agreement associated with the ConfLab dataset. <br> Dataset contains pseudonymized information. Users need to fill in the form at: https://doi.org/10.4121/20016194 and submit the form to SPCLabDatasets-insy@tudelft.nl, in order to get access to the dataset.
DOI: 10.26188/5da55336dce12
title: EPiC database - Cork slab

description: This material is part of the free Environmental Performance in Construction (EPiC) Database. The EPiC Database contains embodied environmental flow coefficients for 250+ construction materials using a comprehensive hybrid life cycle inventory approach.<br><br>Cork slab is manufactured from cork material obtained from the bark layer of cork oak trees. Cork slab is often made as a by-product of wine stopper production or from recycled cork. It is often made by combining ground granulated cork with a binding agent.<br><br>Cork slab is lightweight, rot resistant, fire resistant and termite resistant. It is available in a variety of thicknesses, from 6 mm and used for a range of purposes, including floor and wall tiles, thermal insulation, benchtops and exterior cladding.<br><br>Cork slab products are typically available as rolls up to 25 m long, as 600 or 900 mm wide sheets and 300 or 600 mm square tiles.
DOI: 10.6084/m9.figshare.22231555.v1
title: Supplementary Material for: Choice of Implantable Pulse Generators for Deep Brain Stimulation: An Overview of Clinical Practice

description: <b><i>Introduction:</i></b> The success of deep brain stimulation (DBS) treatment depends on several factors, including proper patient selection, accurate electrode placement, and adequate stimulation settings. Another factor that may impact long-term satisfaction and therapy outcomes is the type of implantable pulse generator (IPG) used: rechargeable or non-rechargeable. However, there are currently no guidelines on the choice of IPG type. The present study investigates the current practices, opinions, and factors DBS clinicians consider when choosing an IPG for their patients. <b><i>Methods:</i></b> Between December 2021 and June 2022, we sent a structured questionnaire with 42 questions to DBS experts of two international, functional neurosurgery societies. The questionnaire included a rating scale where participants could rate the factors influencing their choice of IPG type and their satisfaction with certain IPG aspects. Additionally, we presented four clinical case scenarios to assess preference of choice of IPG-type in each case. <b><i>Results:</i></b> Eighty-seven participants from 30 different countries completed the questionnaire. The three most relevant factors for IPG choice were “existing social support,” “cognitive status,” and “patient age.” Most participants believed that patients valued avoiding repetitive replacement surgeries more than the burden of regularly recharging the IPG. Participants reported that they implanted the same amount of rechargeable as non-rechargeable IPGs for primary DBS insertions and 20% converted non-rechargeable to rechargeable IPGs during IPG replacements. Most participants estimated that rechargeable was the more cost-effective option. <b><i>Conclusion:</i></b> This present study shows that the decision-making of the choice of IPG is very individualized. We identified the key factors influencing the physician’s choice of IPG. Compared to patient-centric studies, clinicians may value different aspects. Therefore, clinicians should rely not only on their opinion but also counsel patients on different types of IPGs and consider the patient’s preferences. Uniform global guidelines on IPG choice may not represent regional or national differences in the healthcare systems.