cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rg4g629stx
title: Deep Learning for Evaluation of Ultrasound Images in Developmental Hip Dysplasia

description: The dataset here can be used only for scientific research purposes with the written consent of the publisher (contact: ecolak@ankara.edu.tr).

The dataset was obtained with the approval of the ethics committee from TOBB Hospital. Ultrasound (US) imaging was performed using the EPIQ 5G device, manufactured by Philips Medical Systems, at TOBB ETU Hospital. The acquired US images were in DICOM format with a .dcm extension, representing 2D image slices. These slices were aggregated to form a comprehensive image pool.

Since the images were in their raw format, a filtering and evaluation process was conducted. Some images were excluded due to being too degraded or complex to be utilized in training. To export the raw images, the RadiAnt DICOM Viewer software was used, converting them into JPEG format. All metadata was removed from the images to comply with personal data protection regulations, ensuring full anonymization.

Subsequently, the images were aligned to center the relevant structures of interest. Expert physicians then reviewed and approved the cropping of the images to a resolution of 640x640 pixels. The annotations and masks were generated using the CVAT tool, producing outputs in both Segmentation Mask 1.1 and COCO formats. For specific applications, the COCO format was further converted to YOLO format.

These steps ensured the dataset's readiness for further research and analysis. The methodology, including data acquisition, preprocessing, and annotation, was designed to facilitate reproducibility in similar studies.
DOI: 10.6084/m9.figshare.25021358.v1
title: faostat_cleaned.xlsx

description: The escalating global hunger crisis, exacerbated by ongoing conflicts, economic shocks, and climate crises, demands comprehensive and effective solutions. Since limited research has explored the interplay between income inequality, gender inequality, and economic growth in relation to a country’s food insecurity prevalence, this study seeks to bridge this knowledge gap. Using country-level data from 113 countries in both pre- and post-pandemic periods and employing the Seemingly Unrelated Regression (SUR) model, this study provides empirical evidence, highlighting the significant roles of gender inequality and income inequality in addressing food insecurity. The study found that both gender inequality and income inequality correlate positively with food insecurity. Intriguingly, our results indicate that economic growth can exacerbate food insecurity, particularly in the post-pandemic context. This suggests that mere economic growth is insufficient to combat food insecurity if gender and economic inequalities persist.
DOI: 10.6084/m9.figshare.3413641.v1
title: Crowbo Cop Training Kit

description: This is for the Department of Mechanical Engineering at UC Davis.
DOI: 10.6084/m9.figshare.5712124.v3
title: recount.all.data.plier.RData

description: This is the PLIER model based on all human samples from recount2 database (https://jhubiostatistics.shinyapps.io/recount/). Gene expression is normalized by rpkm (Reads Per Kilobase Million).<br>
DOI: 10.6084/m9.figshare.8074820.v1
title: Supplementary Material for: Polymorphisms of MAMLD1, SRD5A2, and AR Candidate Genes in Seven Dogs (78,XY; SRY-Positive) Affected by Hypospadias or Cryptorchidism

description: Knowledge of the molecular background of disorders of sex development (DSD) in dogs with normal sets of XY chromosomes (XY DSD) is very scarce. However, extensive studies have been carried out in humans, showing that polymorphisms and mutations of numerous genes, including <i>SRY, MAMLD1, SRD5A2</i>, and<i> AR, </i>are associated with or responsible for XY DSD. In this study, we analyzed the entire coding sequence of these genes in 7 dogs (78,XY) with ambiguous external genitalia (hypospadias, cryptorchidism, bifid scrotum, or rudimentary penis). The most common disorder was hypospadias (6 cases), followed by cryptorchidism (4 cases). The co-occurrence of both abnormalities was observed in 3 dogs. Polymorphisms were found in <i>MAMLD1 </i>(3 SNPs), <i>SRD5A2</i> (5 SNPs), and <i>AR</i> (2 STRs and 1 SNP), while <i>SRY</i> was monomorphic. However, the distribution of the polymorphic variants in the DSD dogs and 11 control XY dogs did not differ significantly. Our study suggests that an association between the polymorphisms of the studied candidate genes and hypospadias or cryptorchidism is unlikely in dogs. We thus support the recent suggestion that hypospadias is not rare in this species, and moreover, we show that co-occurrence of hypospadias and cryptorchidism can be quite frequent.
DOI: 10.17632/497ft8p2nn
title: Trends in Pharmaceutical Marketing and Branding Research: A Bibliometric Analysis (2009-2023)

description: This study conducts a comprehensive bibliometric analysis of pharmaceutical marketing and branding research, focusing on the transformative period of the last 15 years (2009 to 2023). By examining 329 research papers from JSTOR and PubMed, we delve into the field's evolution, highlighting significant shifts and trends, particularly during and post the COVID-19 pandemic. Our analysis identifies 2009 and 2014 as pivotal years for research activity, with The British Medical Journal emerging as a key publication venue. Major contributions from the United States and the University of California are noted, with Joel Lexchin being a prominent author. We offer novel insights into the development of pharmaceutical marketing strategies, especially in the context of rapid digital and AI advancements, underscoring their dynamic nature. We provide a nuanced understanding of the field's collaborative and thematic landscape by thoroughly examining co-authorship networks and keyword occurrences. This study not only charts the historical and current state of pharmaceutical marketing and branding but also sets a foundation for future research directions, highlighting the field's increasing focus on digitalization and the need for further exploration in this ever-evolving domain.
DOI: 10.17632/644hwfck9j
title: Survey: Favourite drugs in Berlin

description: A government survey of Berlin nightclubs and bars has found that half of partygoers take amphetamines and MDMA fairly regularly. It was the first comprehensive study of the use of club drugs in the German capital. Of Berlin's partygoers, more than half (50.3 percent) admitted to using amphetamines and almost half ecstasy/MDMA (49.1 percent) within the last 30 days. The next most popular party drugs were cocaine (36 percent) and ketamine (32.3 percent). About 12 percent of clubbers said they used the hallucinogen LSD, while 9.4 percent reported using GHB, which is meant for use in treating narcolepsy. The study found that other substances are also consumed in abundance. It found 87.7 percent of respondents said they had imbibed alcohol in the past month, 72.3 percent had smoked cigarettes and 62.3 percent had ingested some form of cannabis.
DOI: 10.17632/cfm4d9y7bh
title: NUIG_EyeGaze01(Labelled eye gaze dataset)

description: The NUIG_EyeGaze01(Labelled eye gaze dataset) is a rich and diverse gaze dataset, built using eye gaze data from experiments done under a wide range of operating conditions from three user platforms (desktop, laptop, tablet) . Gaze data is collected under one condition at a time. The dataset includes gaze (fixation) data collected under 17 different head poses, 4 user distances, 6 platform poses and 3 display screen size and resolutions. Each gaze data file is labelled with the operating condition under which it was collected and has the name format: USERNUMBER_CONDITION_PLATFORM.CSV CONDITION: RP- Roll plus in degree PP- Pitch plus in degree YP- Yaw plus in degree RM- Roll minus in degree PM-Pitch minus in degree YM- Yaw minus in degree 50, 60, 70, 80: User distances PLATFORM: desk- Desktop, lap- Laptop, tab- Tablet Desktop display: 22 inch, 1680 x1050 pixels Laptop display: 14 inch, 1366x 768 pixels Tablet display: 10.1 inch 1920 x 800, pixels Eye tracker accuracy: 0.5 degrees (for neutral head and tracker position) The dataset has 3 folders called “Desktop”, “Laptop”, “Tablet” containing gaze data from respective platforms. The Desktop folder has 2 sub-folders: user_distance and head_pose. These have data for different user distances and head poses (neutral, roll, pitch, yaw )measured with desktop setup. The Tablet folder has 2 sub-folders: user_distance and tablet_pose,. These have data for different user distances and tablet+tracker poses (neutral, roll, pitch, yaw) measured with tablet setup . The Laptop folder has one sub-folder called user_distance which has data for different user distances, measured with laptop setup. All data files are in CSV format. Each file contains the following data header fields: ("TIM REL","GTX", "GTY","XRAW", "YRAW","GT Xmm", "GT Ymm","Xmm", "Ymm","YAW GT", "YAW DATA","PITCH GT", "PITCH DATA","GAZE GT","GAZE ANG", "DIFF GZ", "AOI_IND","AOI_X","AOI_Y","MEAN_ERR","STD ERR") The meanings of the header fields are as follows: TIM REL: relative time stamp for each gaze data point (measured during data collection) "GTX", "GTY": Ground truth x, y positions in pixels "XRAW", "YRAW": Raw gaze data x, y coordinates in pixels "GT Xmm", "GT Ymm": Ground truth x, y positions in mm "Xmm", "Ymm": Gaze x, y positions in mm "YAW GT", "YAW DATA": Ground truth and estimated yaw angles "PITCH GT", "PITCH DATA": Ground truth and estimated pitch angles "GAZE GT","GAZE ANG": Ground truth and estimated gaze angles "DIFF GZ": Gaze angular accuracy "AOI_IND","AOI_X","AOI_Y": Index of the stimuli locations and their x, y coordinates "MEAN_ERR","STD ERR": Mean and standard deviation of error at the stimuli locations For more details on the purpose of this dataset and data collection method, please consult the paper by authors of this dataset : Anuradha Kar, Peter Corcoran: Performance Evaluation Strategies for Eye Gaze Estimation Systems with Quantitative Metrics and Visualizations. Sensors 18(9): 3151 (2018)
DOI: 10.6084/m9.figshare.14745900.v1
title: Basic Quantum Magnetic Interaction Data

description: Paper involved 3 experiments. <br><br>All experiments involved similar magnets of dimensions 4.7cm X 2.1cm X 1cm. There are three experiments in total. Each experiment involved measuring the same lines with different interactions. <br><br>12 lines in total measured away from the base magnet. Each line is 8 cm long 0.5mm apart. This means 8 measurements are directly in front of the magnet, 2, half with magnet half out, on purpose. And 2, 0.5mm out. <br><br>All three experiment thus involved 960 seperate measurements, a most detail understanding of the magnet.<br><br>All Equations that are derived from the experiments are within the data spreadsheet.<br><b>Experiment 1 </b>was a base experiment. North face of base magnet was measured. Though not seeking confirmation, in this experiment just as in the paper "Magnetism: Insights from the Thomas Young Experiment", magnetism organizes itself into a wave. Near the face strongest at poles, 8 cm away, strongest in the middle. <br><br><b>Experiment 2</b> involved placing the second magnet which is of similar dimensions and type with the south face facing the base magnet at 90 - degrees and for practical reasons 1.5cm away from base magnet. Thus one was measuring a south north interaction. <br><br>One clearly see's the line of annihilation as the two opposing poles of the khumalon meet. Understanding their particles one sees the matter antimatter collision, which is the matter, which is the anti matter? <br><br>The equation for this interaction needs two concepts added. The determinant of interaction that includes angle of interaction, in this case 90 - degrees. This determinant of interaction lies between 0 and 1. As well as a concept known as a zerowa is introduced.<br><br><b>Experiment 3</b> involved turning the second magnet such that the north face faces the base magnet. One is measuring a north north interaction. <br><br>One can see there is more of the khumalons after 8 cm in this experiment than the other 2 experiments. This means the khumalons are not annihilating each other but bumping each other. <br><br>The determinant of interaction in this case is greater than 1. <br><br>Understanding that the khumalons organize themselves into a magnetic wave, and that they decrease in number rapidly, not all means that they decay fast, in jiffies of a second as in particle colliders, but, all the potential energy is the same, one can not argue the other way. Potential energy is what they are made of and gives them that classification as magnetic particles. If the kinetic energy is different and all are going at the speed of light, that means the frequency of khumalons not only varies greatly, but there is an acceleration principle that can be explained by Newton, if and only if language is translated into quantum understanding. One can be fancy and be new, but its already done, similarities are just too great as is explained in paper. <br>
DOI: 10.6084/m9.figshare.24001695.v1
title: Supplementary data used for " Protected areas do not outperform urban wastelands in supporting insect pollinators and pollination"

description: Supplementary data used for "Protected areas do not outperform urban wastelands in supporting insect pollinators and pollination"
DOI: 10.6084/m9.figshare.27928647.v1
title: DATA STATEMENT.xlsx

description: Observational study regarding the oral microbial flora in children with cleft lip/palate and their characteristics.
DOI: 10.17632/ghh6w67vmx
title: The short- and long-range RNA-RNA Interactome of SARS-CoV-2. Ziv et al.

description: Supplemental files accompanying Ziv et al.'s paper "The short- and long-range RNA-RNA Interactome of SARS-CoV-2"
DOI: 10.17632/m28n6h2wjm
title: Matlab code for Default

description: Replication file for The paper "Sovereign Default and Liquidity: The Case for a World Safe Asset"
DOI: 10.17632/nypm9hct7x
title: Rheology of Debris-Ice Avalanches: Insights From the Flow of Bi-Density Mixtures in a Vane Shear Cell [Dataset]

description: Data for the research article "Rheology of Debris-Ice Avalanches: Insights From the Flow of Bi-Density Mixtures in a Vane Shear Cell"
DOI: 10.17632/scg6p9jxjk
title: FITEVT: A FORTRAN program for arrival-time analysis of nuclear-decay events

description: FITEVT is a FORTRAN program designed to analyze recorded arrival times of nuclear-decay events affected by dead-time. The primary goal of the program is precise and accurate determination of half-lives. Its method involves imposition of a known sufficiently long extending dead-time to the recorded event sequence, so that the original dead-time effects are completely obliterated and the remaining live-times of the survived events are known exactly. Upon completion of the analysis, the arrival-time spectrum and the live-time spectrum are predicted and compared to those constructed from the survived events.
DOI: 10.6084/m9.figshare.11595282.v1
title: Políticas públicas de acceso abierto y derechos de autor de las revistas académicas de la Universidad de Guadalajara

description: Comparación y análisis de las políticas de acceso abierto y derechos de autor, y las cartas de derechos de autor (disponibles públicamente) de las revistas académicas de la Universidad de Guadalajara, México. Se consideraron las revistas en línea agregadas en el directorio Latindex y en la base de datos Elektronische Zeitschriftenbibliothe que publicaron al menos un número en el 2019. Se incluye un caso de excepción. Todas son de libre acceso, pero no de acceso abierto. Los datos se dividen en dos secciones: las declaraciones de las revistas (citas textuales) y su interpretación o consecuencias.
DOI: 10.6084/m9.figshare.21210656.v1
title: Cerebrospinal fluid metabolomes data set

description: These are the metabolomics and clinical data sets derived from patients.
DOI: 10.6084/m9.figshare.5426506.v2
title: Genome - Pirum gemmata

description: Genome assembly and annotation of Pirum gemmata<i> </i><br>- XXXX_gDNA.fasta: "Genome assembly (fasta format)" <br>- XXXX_long.annot.gff: "Gene annotation (GFF)"<br>- XXXX_long.cds.fasta: "Predicted transcripts (CDS only, fasta format)"<br>- XXXX_long.pep.fasta: "Predicted peptides (fasta format)"<br>If you use this data, please cite: Dynamics of genomic innovation in the unicellular ancestry of animals, Grau-Bové <i>et al., </i>eLife 2017 https://elifesciences.org/articles/26036/<br>​WARNING: highly fragmented genome assembly. See ​paper for further details<br>​
DOI: 10.17632/nc5g3zs7g7
title: HRCTv1-COVID-19: A High Resolution Chest CT Scan Image Dataset for COVID-19 Diagnosis and Differentiation 

description: HRCTv1-COVID-19: A High Resolution Chest CT Scan Image Dataset for COVID-19 Diagnosis and Differentiation from 395 patients (197 Female, 193 Male, 5 Not Specified) including 181,106 Images with four labels of diagnosis: GGO (N = 288) , Crazy Paving (N = 57) , Air Space Consolidation (N = 27) and Negative (N = 23) diagnosis. 
*Note: Since the volume of the image dataset is about 18 GB but Mendeley Data storage capacity was 10 GB, I've uploaded the image folders on Google Drive and shared the related links in the files below.*
DOI: 10.17632/x39fmdz648
title: Raw FTIR data for archaeological amber and the MATLAB code for amber origin tracing

description: The raw ATR-FTIR and DRIFTS data (.xlsx) of the archaeological amber samples in the research "FTIR spectra combined with machine learning to reveal the amber trade during the Han dynasty (202 BCE–220 CE)". The samples are from the Han dynasty, and are identified as Baltic amber and Burmese amber. The MATLAB code was used for DBSCAN clustering algorithm and machine learning classification models establishing (including Support Vector Machine, Decision Tree, and K-Nearest Neighbor).
DOI: 10.15468/dl.kh9cjt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((50.4237 -16.4452,50.6026 -16.1504,44.9648 -16.1504,44.9648 -25.1504,47.5481 -25.1504,49.8976 -18.3404,50.0029 -17.5803,50.4067 -17.0878,50.4237 -16.4452))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013032-250525065834625/datasets/export for details.
DOI: 10.17632/7grhw5tv7n
title: ERCPMP-v5: An Endoscopic Image and Video Dataset for Recognition of Colorectal Polyps Morphology and Pathology

description: ERCPMP-v5 is an Endoscopic Image and Video Dataset for Recognition of Colorectal Polyps Morphology and Pathology. This dataset contains demographic, morphological and pathological data, endoscopic images and videos of 217 patients (More than 430 Anonymized Images & Videos) with colorectal polyps. Morphological data is included based on the latest international gastroenterology classification references such as Paris, Pit and JNET classification. Pathological data includes the diagnosis of the polyps including Tubular, Villous, Tubulovillous, Hyperplastic, Serrated, Inflammatory and Adenocarcinoma with Dysplasia Grade & Differentiation.
ERCPMP is prepared and organized by a team of Gastroenterology, Hematology, Oncology and Artificial Intelligence Experts. 
ERCPMP-v5 is the current version of this dataset and in the later versions, the morphological and pathological data, images and videos will be completed. The latest version and more information is also available in DataBioX via: https://databiox.com
DOI: 10.17632/chzdnv64dm
title: Impact of colors and nutrition / ecological claim on product beliefs and choices 

description: These datasets relate to two experiments conducted to investigate the impact of packaging elements on product perceptions and choices. The datasets were restructurered to allow multilevel analyses. The data regarding product choices are included in separate datasets.
DOI: 10.17632/g5ks93xb98
title: Data for: Proportional nuclear maturity affects ooplasmic competence in relation to ICSI outcome

description: This is the data to accompany our manuscript "Proportional nuclea maturity affects ooplasmic competence in relation to ICSI outcome." These are all the spreadsheets used for analysis.
DOI: 10.6084/m9.figshare.23146826.v1
title: Dataset for Goodreads investigation project

description: Investigating Goodreads reviews to perform sentiment analysis and keyword extraction about popular books.
DOI: 10.6084/m9.figshare.29095790.v3
title: Clay-associated Organic Carbon Burial on the Sunda Shelf: Weathering and Sea-Level Forcing

description: This file contains three tables for the manuscript of “Clay-associated Organic Carbon Burial on the Sunda Shelf: Weathering and Sea-Level Forcing”
DOI: 10.17632/jbbw8w75ft
title: Air Quality Data in Dukuh Kupang, Surabaya, Indonesia

description: This data set contains the results of measurements of air quality parameters on high-traffic roads in Dukuh Kupang, Surabaya, Indonesia (-7.2837933,112.7157405). Measurements were carried out from 12/24/2019 to 5/7/2020 using Airvisual Pro. There were more than 40000 data with parameters of AQI US, AQI CN, PM2.5 (ug / m3), PM10 (ug / m3), CO2 (ppm), Temperature (Celsius), Temperature (Fahrenheit), and Humidity (%).
DOI: 10.17632/jn7d2yh8hb
title: Does R&D Investment Drive Employment Growth? Empirical Evidence at Industry Level from Japan

description: The panel data is applied to analysis the relationship between technology advancement (innovation) and employment  over the period 2002 to 2017 for 33 industries. The data has been collected through Survey by using questionnaires and We obtained from  Statistics Bureau of Japan.  The questionnaires are attached along data.
DOI: 10.17632/t8ykvvbhy4
title: Charge Trapping in SiO₂ Substrate during Electron Beam Deposition of CaF₂ Thin Films

description: This dataset supports the study of charge trapping phenomena in Si/SiO₂ substrates during the electron beam deposition of CaF₂ thin films of varying thicknesses (50-277 nm). The research hypothesis suggests that electron beam deposition induces charge trapping in the defect centers of the SiO₂ layer which is observed as distinct photoelectron (PE) peaks in the PE spectra of Si/SiO₂/CaF₂ structures. PE spectra were collected under high vacuum conditions using ultraviolet photons (4.2–6.2 eV) to measure electron emission. The results reveal distinct electron trapping peaks in the SiO₂ substrate, with their intensity varying depending on the thickness of the CaF₂ films and the electron irradiation dose.

The dataset includes:
1. X-Ray diffraction (XRD) patterns of CaF₂ films and SiO₂/Si substrate obtained in the grazing incidence mode.
2. X-Ray photoelectron spectroscopy (XPS) of CaF₂ film on on Si/SiO₂ substrate.
3. Atomic force microscopy (AFM) characterization of CaF₂ film on Si/SiO₂ substrate: surface image of the film and its cross-section.
4. PE data:
4.1. PE spectra of CaF₂ films with varying thicknesses, as well as spectra of the bare Si/SiO₂ substrate (Fig.5).
4.2. PE spectra of the bare Si/SiO₂ substrate before and after irradiation with 1.5 keV electrons to analyze electron trapping (Fig.6).
4.3. Normalized integrated PE intensity for CaF₂ films of different thicknesses as a function of electron irradiation dose (Fig.7). The electron irradiation dose was determined by the deposition time of each CaF₂ film.
4.4. PE spectra of 50 nm, 125 nm, and 277 nm thick CaF₂ films on Si/SiO₂ substrates after additional electron irradiation with varying doses (Fig.8).
DOI: 10.6084/m9.figshare.12857606.v3
title: Homeostatic scaling is driven by a translation-dependent degradation axis that recruits miRISC remodelling

description: This datafile consists of each experimental values recorded for the denoted experiment within the file.<br>