cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4gvcb6gmh2.1
title: Acetabular-vision hip developmental dysplasia’s (AV-DDH)

description: Acetabualr-vision hip developmental dysplasia’s (AV-DDH) Description:
AV-DDH dataset is a comprehensive collection of 2417 raw X-ray images and their corresponding annotated labels for diagnosing developmental dysplasia of the hip (DDH). The dataset has been meticulously curated to aid in developing and validating machine learning models for DDH classification and diagnosis using hip X-rays. Each image in this dataset is paired with relevant demographic data, including age, gender, and the Acetabular Index in degrees for both hips. The annotations for the images were performed by a team of eight expert doctors and further reviewed by four orthopedic surgeons with extensive experience.
Additionally, the dataset includes:
• Unlabeled Data: A file containing raw, unannotated X-ray images.
• Labeled Data: A file containing augmented, annotated X-ray images. The labeled data includes essential diagnostic information, including the Acetabular Index angle measurements for both the right and left hips, which specialized medical professionals have verified.
The labeled dataset is organized as follows:
• Training Set: 16,205 images
• Validation Set: 463 images
• Test Set: 926 images
Content:
• Images: 4630 raw X-ray images in PNG format depicting hip X-rays from infants under three years of age.
• Annotations: Each image is annotated with the locations of critical anatomical features relevant to DDH, stored in both JSON and YAML formats.
• Demographics: Each record includes demographic data such as age, gender, and the Acetabular Index in degrees for both the left and right hips.
• Angle Measurements: The dataset includes angle measurements for the Acetabular Index for both hips, verified and labeled by a team of medical professionals.
The dataset was collected from the radiology department at the Jordan University Hospital and is enriched with diagnostic information confirmed by orthopedic specialists. The images were gathered following strict inclusion criteria and are free from duplicates, ensuring the integrity of the dataset.
Use Case:
The AV-DDH dataset is specifically designed to aid in the development of machine learning models, especially deep learning-based approaches, to automate the diagnosis and analysis of DDH using hip X-ray images. It provides a high-quality, reliable source of labeled data that can be used for training, testing, and validating AI models aimed at improving the early detection and diagnosis of DDH, which is crucial for timely treatment and preventing long-term complications such as osteoarthritis and hip replacement surgery.
Data Format:
• Images: Raw X-ray images in JPG format.
• Annotations: Annotations in JSON and YAML formats.
• Additional Information: Demographic data in an Excel sheet.
Keywords: Developmental Dysplasia of the Hip (DDH), X-ray, Machine Learning, Medical Imaging, Deep Learning, Data Annotation, Acetabular Index, AI, Dataset, Hip Imaging, Radiology, Diagnosis.
DOI: 10.17632/gjgx56cr9y.1
title: β-synuclein blocks α-synuclein condensate fusion to disrupt the maturation of phase separation

description: The abnormal accumulation of α-synuclein (α-Syn) is a key feature of Parkinson’s disease (PD) and other synucleinopathies. α-Syn undergoes liquid-liquid phase separation (LLPS) to accelerate the amyloid aggregation. β-synuclein (β-Syn) colocalizes with α-Syn and affects its aggregation. It remains poorly understood how the LLPS of α-Syn is regulated by β-Syn. Here, we find that β-Syn co-condenses with α-Syn, negatively regulating the LLPS of α-Syn. The mobility of α-Syn is reduced in α-Syn/β-Syn coacervates, diminishing the condensate fusion. β-Syn blocks the condensate growth and maturation of α-Syn phase separation but can not reverse the condensation pathway. We show that Dementia with Lewy bodies (DLB)-associated β-Syn mutations impair β-Syn’s inhibitory role on α-Syn condensate fusion. β-Syn but not its disease-associated mutants can ameliorate α-Syn-caused dopaminergic neuron degeneration in Caenorhabditis elegans. These findings provide insights into the neuroprotection of β-Syn and the targeting of α-Syn phase separation in disease treatment.
DOI: 10.17632/jbz3jk2mxr.1
title: Data for: Restoration of buried organic carbon for catagenesis-affected rocks using Rock-Eval thermal analysis: assumptions, performances, and uncertainty analysis

description: Original data related to Wang et al. (2025)'s paper.
DOI: 10.17632/jbz3jk2mxr.2
title: Data for: Restoration of buried organic carbon for catagenesis-affected rocks using Rock-Eval thermal analysis: Assumptions, performance, and uncertainty analysis

description: Original data related to Wang et al. (2025)'s paper.
DOI: 10.17632/n3crgsfbx4.1
title: Xing Xia_2025_GCA_Data

description: Raw data for all figures in the manuscript and supplementary material by Xing Xia, Yongyi Zhang, Haiwang Liu, Huaiyan Zhao, Guodong Fang, Jianjun Yang, and Xiangwei Wu to be published by Geochimica et Cosmochimica Acta as "Adsorption and oxidation of Mn(II) at the organo-ferrihydrite coprecipitate-water interfaces: Implications for Mn geochemical behavior and carbon stabilization".
DOI: 10.17632/3n3cxz726x
title: The original data for the article "Evaluation of Prefabricated Building Project Performance: A Novel Three-Stage Super-efficient Network Epsilon-based Measurement Model."

description: The dataset contains the original data of 31 prefabricated building projects and data on influencing factors. By the methodologies delineated in this treatise, the data may be utilized to calculate project performance outcomes and regression analysis results of influencing factors.
DOI: 10.17632/3n3cxz726x.1
title: The original data for the article "Evaluation of Prefabricated Building Project Performance: A Novel Three-Stage Super-efficient Network Epsilon-based Measurement Model."

description: The dataset contains the original data of 31 prefabricated building projects and data on influencing factors. By the methodologies delineated in this treatise, the data may be utilized to calculate project performance outcomes and regression analysis results of influencing factors.
DOI: 10.15468/dl.puv9qu
title: Occurrence Download

description: A dataset containing 61069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is True",
 "HasGeospatialIssue is False",
 "OccurrenceStatus is Present",
 "TaxonKey is Felis silvestris Schreber, 1777"
 ]
}

 The dataset includes 61069 records from 433 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017271-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9y3bbh8mw4
title: The Effects of Double Openings on the Behaviour of Hollow Concrete Blocks Masonry Panels

description: This work investigated the influence of double openings to the structural performance of hollow concrete block masonry walls. A full-scale experimental masonry wall was constructed and tested. Additionally, simulation modeling was conducted using ABAQUS software, employing the finite element method to validate the experimental results. Findings revealed that larger opening sizes generally resulted in reduced compressive strength of masonry walls. Similarly, increased aspect ratios and edge-positioned openings, as opposed to centrally placed openings, led to further reductions in compressive strength. Furthermore, masonry prism compressive strength exhibited an inverse relationship with the height-to-thickness (h/t) ratio but positively correlated with the length-to-thickness (l/t) ratio. Walls with fixed boundary conditions at the top and bottom displayed the highest strength. Additionally, a strong predictive relationship was established.
DOI: 10.17632/9y3bbh8mw4.1
title: The Effects of Double Openings on the Behaviour of Hollow Concrete Blocks Masonry Panels

description: This work investigated the influence of double openings to the structural performance of hollow concrete block masonry walls. A full-scale experimental masonry wall was constructed and tested. Additionally, simulation modeling was conducted using ABAQUS software, employing the finite element method to validate the experimental results. Findings revealed that larger opening sizes generally resulted in reduced compressive strength of masonry walls. Similarly, increased aspect ratios and edge-positioned openings, as opposed to centrally placed openings, led to further reductions in compressive strength. Furthermore, masonry prism compressive strength exhibited an inverse relationship with the height-to-thickness (h/t) ratio but positively correlated with the length-to-thickness (l/t) ratio. Walls with fixed boundary conditions at the top and bottom displayed the highest strength. Additionally, a strong predictive relationship was established.
DOI: 10.17632/cpxg55hfd3.1
title: Supplementary Methods for phototrichogram technique and hair diameter measurement

description: This dataset supports the study on hair diameter diversity (HDD) as a diagnostic indicator for androgenetic alopecia (AGA). It includes methodological details on how phototrichogram images were captured and analyzed. Magnified images of the vertex and occiput were obtained using Folliscope® 5.0 at 50x–85x magnification. For accurate quantification, images were further analyzed using Image J software with pixel-level precision. Hair diameters were measured 350–450 µm from the scalp surface to reflect natural hair thickening patterns, and overlapping or marginal hairs were excluded.
DOI: 10.17632/3x2pkbwgvb
title: DATA agricultural yield AY

description: Agricultural yield measurement data for microplot crops under agrivoltaic systems and reference crops grown in open-air microplots.
DOI: 10.17632/3x2pkbwgvb.1
title: DATA agricultural yield AY

description: Agricultural yield measurement data for microplot crops under agrivoltaic systems and reference crops grown in open-air microplots.
DOI: 10.17632/2v88zxfr2s.1
title: Plant diversity of eco-friendly and conventional guava farms in Thailand

description: Eco-friendly practices support higher wild plant diversity than conventional practices in tropical fruit farms
Piriya Hassa, Paweena Traiperm, and Alyssa B. Stewart

The objective of this study was to assess plant diversity in tropical smallholdings, comparing eco-friendly and conventional guava farms in central Thailand. We conducted plant surveys across all seasons and quantified plant species richness, Shannon’s diversity, and Simpson’s diversity for all wild (weedy) and cultivated plant species observed on study farms.

Meta data:
- Row: row number
- Year: year that data was collected
- Month: month that data was collected
- Date: date that data was collected
- Farm ID: name of farm
- Farm Type: type of farm (conventional or eco-friendly)
- Plant Species: scientific name of plant
- Abundance: For cultivated plants, abundance was quantified as the number of plant individuals on the farm. For wild plants, abundance was quantified as the percent coverage across the farm.
- Origin: plant origin (native or exotic)
- Plant Type: plant type (cultivated or wild)
- Field Size: size of study field in hectares
DOI: 10.17632/2v88zxfr2s.2
title: Plant diversity of eco-friendly and conventional guava farms in Thailand

description: Eco-friendly practices support higher wild plant diversity than conventional practices in tropical fruit farms
Piriya Hassa, Paweena Traiperm, and Alyssa B. Stewart

The objective of this study was to assess plant diversity in tropical smallholdings, comparing eco-friendly and conventional guava farms in central Thailand. We conducted plant surveys across all seasons and quantified plant and flower communities (diversity and abundance) for all wild (weedy) and cultivated plant species observed on study farms.

Meta data:
- Row: row number
- Year: year that data was collected
- Month: month that data was collected
- Date: date that data was collected
- Farm ID: name of farm
- Farm Type: type of farm (conventional or eco-friendly)
- Plant Species: scientific name of plant
- Plant Abundance: For cultivated plants, abundance was quantified as the number of plant individuals on the farm. For wild plants, abundance was quantified as the percent coverage across the farm.
- Floral Abundance: estimated number of floral units for each plant species (Note: we did not estimate floral abundance for Poaceae or Cyperaceae)
- Origin: plant origin (native or exotic or unknown)
- Plant Type: plant type (cultivated or wild)
- Field Size: size of study field in hectares
- Season: season when data was collected (cool dry or hot dry or rainy)
- Plant Habit: forb, graminoid, shrub, shrub-like, tree, or tree-like (further categorized as small or large)
DOI: 10.17632/2v88zxfr2s.3
title: Plant diversity of eco-friendly and conventional guava farms in Thailand

description: Eco-friendly practices support higher wild plant diversity than conventional practices in tropical fruit farms
Piriya Hassa, Paweena Traiperm, and Alyssa B. Stewart

The objective of this study was to assess plant diversity in tropical smallholdings, comparing eco-friendly and conventional guava farms in central Thailand. We conducted plant surveys across all seasons and quantified plant and flower communities (diversity and abundance) for all wild (weedy) and cultivated plant species observed on study farms.

Meta data:
- Row: row number
- Year: year that data was collected
- Month: month that data was collected
- Date: date that data was collected
- Farm ID: name of farm
- Farm Type: type of farm (conventional or eco-friendly)
- Field Layout: the field layout of each study farm was classified as either border polycropping (secondary crops were planted along the border of guava fields), intercropping (secondary crops were planted in rows between guava rows), or patchwork polycropping (diverse crops were planted in small fields directly adjacent to guava fields) 
- Plant Species: scientific name of plant
- Plant Abundance: For cultivated plants, abundance was quantified as the number of plant individuals on the farm. For wild plants, abundance was quantified as the percent coverage across the farm.
- Floral Abundance: estimated number of floral units for each plant species (Note: we did not estimate floral abundance for Poaceae or Cyperaceae)
- Origin: plant origin (native or exotic or unknown)
- Plant Type: plant type (cultivated or wild)
- Field Size: size of study field in hectares
- Season: season when data was collected (cool dry or hot dry or rainy)
- Plant Habit: forb, graminoid, shrub, shrub-like, tree, or tree-like (further categorized as small or large)
DOI: 10.17632/r2f8g2v272.1
title: Experimental Investigation of Innovative Layered Design for Moisture-Resistant Multi-Material Additive Manufacturing

description: Moisture Absorption Analysis
Table shows the moisture absorption behavior of five different material configurations (A–E) subjected to two environmental conditions—elevated temperature (70°C) and room temperature (23°C)—over a 7-day exposure period. The results indicate significant differences in moisture uptake patterns across configurations and temperatures. Configuration A at 70°C exhibited the highest moisture absorption, reaching 10.00 units by Day 7, while Configuration B showed the lowest at 0.59 units, suggesting a relatively hydrophobic nature or protective structure. In general, all configurations absorbed more moisture at 70°C compared to 23°C, highlighting the temperature's accelerating effect on diffusion and hygroscopic activity. Notably, the absorption trends for each configuration appear linear or quasi-linear over the duration, particularly for configurations with higher uptake.
DOI: 10.17632/hcyxdsgrg3.1
title: Raw data for "Effect of column length on water infiltration into hydrophobic porous media"

description: Raw data for "Effect of column length on water infiltration into hydrophobic porous media"
DOI: 10.17632/hcyxdsgrg3.2
title: Raw data for "Effect of column length on water infiltration into hydrophobic porous media"

description: Raw data for "Effect of column length on water infiltration into hydrophobic porous media"
DOI: 10.17632/hcyxdsgrg3.3
title: Raw data for "Effect of column length on water infiltration into hydrophobic porous media"

description: Raw data for "Effect of column length on water infiltration into hydrophobic porous media"
DOI: 10.6084/m9.figshare.28764987
title: Genomic islands and molecular mechanisms relating to drug-resistance in <i>Clostridioides</i> (<i>Clostridium</i>) <i>difficile</i> PCR ribotype 176

description: To analyse characteristics of <i>Clostridioides difficile</i> PCR ribotype 176 clinical isolates from Poland, the Czech Republic and Slovakia with regard to the differences in its epidemiology. Antimicrobial susceptibility testing and whole genome sequencing were performed on a selected group of 22 clonally related isolates as determined by multilocus variable-number tandem repeat analysis (n = 509). Heterologous expression and functional analysis of the newly identified methyltransferase were performed. Core genome multilocus sequence typing found 10–37 allele differences. All isolates were resistant to fluoroquinolones (<i>gyr</i>A_p. T82I), aminoglycosides with <i>aac</i>(6’)-<i>Ie-aph</i>(2'’)-<i>Ia</i> in six isolates. Erythromycin resistance was detected in 21/22 isolates and 15 were also resistant to clindamycin with <i>erm</i>B gene. Fourteen isolates were resistant to rifampicin with <i>rpo</i>B_p. R505K or p. R505K/H502N, and five to imipenem with <i>pbp</i>1_p. P491L and <i>pbp</i>3_p. N537K. P<i>nim</i>B<sup>G</sup> together with <i>nim</i>B_p. L155I were detected in all isolates but only five were resistant to metronidazole on chocolate agar. The <i>cfr</i>E, <i>van</i>Z1 and <i>cat</i>-like genes were not associated with linezolid, teicoplanin and chloramphenicol resistance, respectively. The genome comparison identified six transposons carrying antimicrobial resistance genes. The <i>erm</i>B gene was carried by new Tn<i>7808</i>, Tn<i>6189</i> and Tn<i>6218</i>-like. The <i>aac</i>(6’)-<i>Ie-aph</i>(2'’)-<i>Ia</i> were carried by Tn<i>6218</i>-like and new Tn<i>7806</i> together with <i>cfr</i>E gene. New Tn<i>7807</i> carried a <i>cat</i>-like gene. Tn<i>6110</i> and new Tn<i>7806</i> contained an RlmN-type 23S rRNA methyltransferase, designated MrmA, associated with high-level macrolide resistance in isolates without <i>erm</i>B gene. Multidrug-resistant <i>C. difficile</i> PCR ribotype 176 isolates carry already described and unique transposons. A novel mechanism for erythromycin resistance in <i>C. difficile</i> was identified.
DOI: 10.6084/m9.figshare.28764987.v2
title: Genomic islands and molecular mechanisms relating to drug-resistance in <i>Clostridioides</i> (<i>Clostridium</i>) <i>difficile</i> PCR ribotype 176

description: To analyse characteristics of <i>Clostridioides difficile</i> PCR ribotype 176 clinical isolates from Poland, the Czech Republic and Slovakia with regard to the differences in its epidemiology. Antimicrobial susceptibility testing and whole genome sequencing were performed on a selected group of 22 clonally related isolates as determined by multilocus variable-number tandem repeat analysis (n = 509). Heterologous expression and functional analysis of the newly identified methyltransferase were performed. Core genome multilocus sequence typing found 10–37 allele differences. All isolates were resistant to fluoroquinolones (<i>gyr</i>A_p. T82I), aminoglycosides with <i>aac</i>(6’)-<i>Ie-aph</i>(2'’)-<i>Ia</i> in six isolates. Erythromycin resistance was detected in 21/22 isolates and 15 were also resistant to clindamycin with <i>erm</i>B gene. Fourteen isolates were resistant to rifampicin with <i>rpo</i>B_p. R505K or p. R505K/H502N, and five to imipenem with <i>pbp</i>1_p. P491L and <i>pbp</i>3_p. N537K. P<i>nim</i>B<sup>G</sup> together with <i>nim</i>B_p. L155I were detected in all isolates but only five were resistant to metronidazole on chocolate agar. The <i>cfr</i>E, <i>van</i>Z1 and <i>cat</i>-like genes were not associated with linezolid, teicoplanin and chloramphenicol resistance, respectively. The genome comparison identified six transposons carrying antimicrobial resistance genes. The <i>erm</i>B gene was carried by new Tn<i>7808</i>, Tn<i>6189</i> and Tn<i>6218</i>-like. The <i>aac</i>(6’)-<i>Ie-aph</i>(2'’)-<i>Ia</i> were carried by Tn<i>6218</i>-like and new Tn<i>7806</i> together with <i>cfr</i>E gene. New Tn<i>7807</i> carried a <i>cat</i>-like gene. Tn<i>6110</i> and new Tn<i>7806</i> contained an RlmN-type 23S rRNA methyltransferase, designated MrmA, associated with high-level macrolide resistance in isolates without <i>erm</i>B gene. Multidrug-resistant <i>C. difficile</i> PCR ribotype 176 isolates carry already described and unique transposons. A novel mechanism for erythromycin resistance in <i>C. difficile</i> was identified.
DOI: 10.23668/psycharchives.16320
title: Dataset for: What is the effect of alarmist media and radiofrequency electromagnetic field (RF-EMF) exposure on salivary cortisol and non-specific symptoms?

description: While there is consistent evidence that the symptoms reported by people who experience Idiopathic Environmental Intolerance attributed to Electromagnetic Fields (IEI-EMF) are closely associated with a nocebo effect, and that alarmist media reports may contribute to this nocebo effect, some methodological criticisms remain to be resolved. This study aimed to replicate previous findings and determine whether viewing an alarmist media report and being openly exposed to radiofrequency electromagnetic fields (RF-EMF) could induce a salivary cortisol response. 144 participants were randomly assigned to watch either an alarmist or control video before completing an open-label provocation trial where they were either exposed or not exposed to RF-EMF. Pre-existing personality, RF-EMF risk perception (pre- and post- video), symptoms and salivary cortisol were assessed. Consistent with previous studies, participants who were aware that they were being exposed had increased symptoms compared to participants who were aware they were not being exposed. However, the current study failed to replicate an effect of viewing an alarmist media report and being openly exposed to RF-EMF on symptoms and failed to identify an effect of on salivary cortisol. This suggests the RF-EMF nocebo effect may be influenced more by cognitions than underlying physiological processes.