cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5734374.v1
title: APPROACHES AND TYPES OF HOUSING PRODUCTION AND LOCAL PRODUCTION AS COMMODITIES

description: RESUMO We propose a discussion of some approaches and concepts pertaining to the real estate market, real estate and, in more depth, "real estate production" and the idea of "places as commodities". These last two notions, supported a selected bibliography and a theoretical perspective, bring a broad concept that goes beyond the idea of the real estate market. We understand that the discussion and the elucidation of these notions and / or terms contribute to an understanding of one side of the large-scale production of urban space, as well as shedding light on recent processes relevant to the construction of the city. We demonstrate that perspective from the evolution of the number of establishments of Real Estate Activities, Construction of Buildings and Civil Engineering Works in the cities of Londrina/PR and Maringa/PR, using them as empirical examples and based on the data available from the Annual Relation of Social Information (RAIS), as well as from the evolution of the real estate activity and construction companies.
DOI: 10.6084/m9.figshare.1515919.v3
title: Word frequencies  from Project Gutenberg  English texts
DOI: 10.6084/m9.figshare.24882231.v1
title: Table S2.xlsx

description: <b>miR-497-5p Expression and Biological Activity in Gastric Cancer</b>
DOI: 10.17632/23vhyymx49
title: The PRMT5-splicing axis is a critical oncogenic vulnerability that regulates detained intron splicing

description: This repository contains multiple files related to the manuscript "The PRMT5-splicing axis is a critical oncogenic vulnerability that regulates detained intron splicing" (Fowler et al.).

Listed below are the four subdirectories with descriptions of their contents:

Alternative_Splicing_Pipeline - Contains all files and scripts needed to run our alternative splicing identification and annotation software. Requirements include pair-end sequencing runs that are aligned to hg38 or mm10 genomes. There is a separate README for more information on running the pipeline. The following directories need to be unzipped prior to pipeline execution:
/DIPipe/mapability_file_hg19
/DIPipe/mapability_file_hg38
/DIPipe/mapability_file_mm10
/DIPipe/mapability_file_mm
/Genome

Pipeline_Outputs - These are the outputs from the above pipeline we used in our analyses in the manuscript. They include files for quantification using DEXSeq and RSEM for mm10 and hg38 genomes.
 
Processed_AS_Data - These are the processed and quantified data used in our analyses in the manuscript. These include DEXSeq outputs for mouse and human cells, as well as RSEM outputs for U87 cells.

Scripts - These are shell and R scripts to illustrate how to incorporate the pipeline outputs into the workflow of DEXSeq and RSEM softwares.
DOI: 10.17632/hxj9wrk2gz
title: LINF_180006200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/wrcxh3sh8f
title: Urdu Sarcasm Data

description: The dataset is made up of sarcastic tweets in Urdu. The aim of creating this dataset was to help with efficient sentiment analysis of Urdu. This dataset contains 20,000 sarcastic statements taken from Twitter.
DOI: 10.6084/m9.figshare.27299859.v1
title: Sub-terahertz metamaterial stickers for non-invasive fruit ripeness sensing

description: Fruit ripeness sensing
DOI: 10.6084/m9.figshare.28252124.v1
title: Land-use change and carbon sinks in China

description: The estimated land-use change and implications to carbon fluxes in China. This file include primary data used for figures in this publication: Zhu Y, Xia X, Canadell J G, Piao S, Lu X, Mishra U, Wang X, Yuan W, Qin Z. 2025. China’s carbon sinks from land-use change underestimated, Nature Climate Change, accepted.<br>
DOI: 10.60893/figshare.apl.28198352.v1
title: Supplement Number 1

description: The supplementary material provides a comprehensive explanation of the methodology and supplementary simulations, organized into the following eight sections: (1) Digital neural network training; (2) Calibration and translation operations; (3) Metasurface fabrication; (4) Numerical simulation of the metasurface; (5) Optical setup; (6) Optimization procedure of kernel numbers; (7) Analysis of scattering media effects; and (8) Simulation of the EMNIST upper-case letters and sign language digits dataset.
DOI: 10.17632/mw3g55tnvf
title: AI-Driven Psychological Profiling and Risk Management in Margin and Options Trading Using LLMs

description: Description:
This Python code implements an AI-driven system leveraging Large Language Models (LLMs) to analyze and manage psychological and behavioral factors influencing retail traders in margin and options trading. The system processes trading data, calculates behavioral and risk metrics (e.g., Trade Frequency Ratio, Value at Risk), and uses dynamic prompts to diagnose cognitive biases, deliver corrective interventions, and reinforce positive trading behaviors. Tailored recommendations improve decision-making, mitigate impulsive and emotional trading, and promote disciplined strategies.

Results:
The code was tested with synthetic datasets simulating diverse trading profiles. Results highlight the system's ability to identify overconfidence, fear-based caution, and greed-induced overtrading, providing actionable feedback for each case. For example, traders exhibiting high-risk behaviors received structured interventions like adjusting position sizes or implementing cooldown periods. Metrics such as the Behavioral Consistency Index and Learning Curve Ratio demonstrated measurable improvements in trading discipline and decision-making over time.

Key Features:
Dynamic Prompt Engineering: Combines behavioral finance and cognitive psychology to deliver personalized trading advice.
Real-Time Feedback: Uses trading metrics to adaptively assess and guide traders.
Interactive Coaching: Helps traders recognize biases and develop resilience to market volatility.
This repository provides the Python implementation, sample datasets, and detailed documentation to replicate the analysis. By integrating LLMs with behavioral insights, the system represents a novel approach to enhancing trading outcomes and psychological conditioning in high-risk financial markets.
DOI: 10.6084/m9.figshare.10127486.v1
title: RSPB-2020-0112-Microbiome Pooled Data OA

description: This dataset represents experiments exploring the role of <i>Galleria mellonella </i>microbiome in polyethylene degradation.<i> </i>1- Glycol production: <i>Galleria mellonella</i> larvae<i> </i>were treated with broad spectrum antibiotic and fed polyethylene or their honeycomb diet, and we monitored glycol excretion as a metabolic by-product of polyethylene degradation. 2-Antibiotic effect: Using qPCR we established the relative microbial abundance in <i>Galleria mellonella</i> after 24 hours<i>. </i>3-Excreta and Bacterial Abundance: Using qPCR we quantified microbial abundance (16S) of <i>Galleria mellonella</i> fed on polyethylene that excreted vs. did not excrete glycol. 4-Feeding Bacterial Abundance: We monitored bacterial abundance in waxworms under 3 feeding regimes: honeycomb, polyethylene and starvation for 24 and 72h.
DOI: 10.6084/m9.figshare.20015540.v1
title: 2020.zip

description: Ground-level observation data 2020
DOI: 10.6084/m9.figshare.12152766.v1
title: Labs Data for International Electronic Health Record-Derived COVID-19 Clinical Course Profile: The 4CE Consortium

description: Data for all lab value figures in the 4CE manuscript "International Electronic Health Record-Derived COVID-19 Clinical Course Profile: The 4CE Consortium" (Preprint: https://doi.org/10.1101/2020.04.13.20059691) and the 4CE website about the same manuscript (https://covidclinical.net/publications/paper-01.html).<br>A description of how the data was generated can be found in the manuscript.
DOI: 10.6084/m9.figshare.14483307.v1
title: TAVI data.xls

description: Patients characteristics, laboratory data and procedural data of pts who underwent transcatheter aortic valve implantation<br>
DOI: 10.6084/m9.figshare.20497263.v1
title: PTB_Supplementary_Table_1.xlsx

description: Dataset for the paper titled " Different <em>p</em>CO2 regimes distinguish the early and late phases of Permian-Triassic mass extinction "
DOI: 10.6084/m9.figshare.27115603.v3
title: <b>Over-the-counter Hearing Aids Reduce Depression Symptoms in Older Adults with Hearing Loss: A Randomized Controlled Trial</b>

description: Dataset of a randomized controlled trial to investigate the impact of community health worker-delivered over-the-counter hearing aid on depression symptoms in older adults with hearing loss.<b>Objective:</b> The objective of this randomised controlled trial is to evaluate the efficacy of over-the-counter (OTC) hearing aids, delivered by community health workers (CHWs), in reducing depression symptoms in older adults with hearing loss.<b>Design, setting, and participants:</b> A randomized controlled trial was conducted between April 1 and December 14, 2023. 221 community-dwelling adults aged 60 years or older, diagnosed with mild and moderately severe hearing loss, and screened positive for depression symptoms were randomly assigned to either receive an OTC hearing aid immediately (intervention) or a waiting list (control) for OTC hearing aid receipt after 6 months in a 1:1 ratio.<b>Interventions:</b> In the intervention group, OTC hearing aids were provided to participants by community health workers. Participants in the control group were placed on a waiting list and given same opportunity to receive OTC hearing aid after 6 months.<b>Trial registration: </b>ChiCTR registry (ChiCTR2300069838)<br>
DOI: 10.6084/m9.figshare.27152274.v1
title: <b>The genome of Flavobacterium C2</b>

description: The genome of <i>Flavobacterium</i> C2, which was isolated from the roots of <i>Brassica napus</i> L.
DOI: 10.6084/m9.figshare.12006327.v1
title: Transcripción del Catálogo Monumental y Artístico de la Provincia de Burgos por Narciso Sentenach (1925)

description: Text in computer readable format of the 7 books of the volume dedicated to the province of Burgos of the Monumental Catalogue of Spain written by Narciso Sentenach (1927).Using Transkribus, specific Handwriting Text Recognition models have been trained to recognize this author's spelling and are available on the online platform (Sentenach_v3). After automatic transcription, the text was manually revised.The transcriptions were carried out by Raquel Liceras-Garrido, Alba Comino and Patricia Murrieta-Flores under the project “Goodbye reading glasses: a Machine Learning experiment on handwriting documents”, funded by the Faculty of Arts and Social Sciences and the Digital Humanities Hub of Lancaster University (UK).
DOI: 10.17632/bd7rm5fw6k
title: EVRPTW-MF

description: Instances generated for:
Routing a mixed fleet of electric and conventional vehicles,
Dominik Goeke, Michael Schneider,
European Journal of Operational Research
Volume 245, Issue 1, 16 August 2015, Pages 81-99
DOI: 10.17632/pjxwct28zz
title: Burnout in pharmacy faculty and students

description: Student research project - Spring 2020. Objectives: The objective of this study was to explore the relationship between the pharmacy student and faculty member, and its effects on burnout specifically through work exhaustion, professional fulfillment and interpersonal disengagement.
DOI: 10.6084/m9.figshare.6874793.v1
title: Code and data from Genetic constraints on microevolutionary divergence of sex-biased gene expression

description: The evolution of sex-specific phenotypes is an important dimension of diversification and local adaptation. The sex-dependent regulation of gene expression is considered a key genomic mechanism facilitating sex-dependent adaptation. In many species, genes with male-biased expression evolve faster in DNA sequence and expression level than genes with female-biased or sexually monomorphic expression. While positive selection may be responsible for rapid DNA sequence evolution, why expression of male-biased genes also evolves rapidly remains unclear. Beyond sex differences in selection, some aspects to the genetic architecture of gene expression could contribute to the rapid evolution of male-biased gene expression. First, male-biased genes might simply have greater standing genetic variance than female-biased genes. Second, male-biased genes could be less constrained by pleiotropy, either within or between sexes. Here, we evaluate these alternative explanations on an intraspecific scale using a series of quantitative genetic experiments conducted on natural variation in male and female gene expression in the fly <i>Drosophila serrata</i>. Male-biased genes had significantly higher genetic variance than female-biased genes and were generally more narrowly expressed across tissues, suggesting lower within individual pleiotropy. However, consistent with stronger constraints due to between-sex pleiotropy, their between-sex genetic correlations, <i>r</i><sub>MF,</sub> were higher than female-biased genes and more strongly negatively associated with sex bias. Using an extensive clinal dataset, we tested whether sex differences in gene expression divergence among populations have been shaped by pleiotropy<i>.</i> Here, too male-biased gene divergence was more strongly associated with between-sex pleiotropy than female-biased gene divergence. Systematic differences in genetic variance and pleiotropy may be important factors influencing sex-specific adaptation arising through changes in gene expression. This article is part of the theme issue ‘Linking local adaptation with the evolution of sex differences’.
DOI: 10.17632/7d54rvzxkr
title: Event Detection Dataset

description: The present is a manually labeled data set for the task of Event Detection (ED). The task of ED consists of identifying event triggers, the word that most clearly indicates the occurrence of an event. The present data set consists of 2,200 news extracts from The New York Times (NYT) Annotated Corpus, separated into training (2,000) and testing (200) sets. Each news extract contains the plain text with the labels (event mentions), along with two metadata (publication date and an identifier). Labels description: We consider as event any ongoing real-world event or situation reported in the news articles. It is important to distinguish those events and situations that are in progress (or are reported as fresh events) at the moment the news is delivered from past events that are simply brought back, future events, hypothetical events, or events that will not take place. In our data set we only labeled as event the first type of event. Based on this criterion, some words that are typically considered as events are labeled as non-event triggers if they do not refer to ongoing events at the time the analyzed news is released. Take for instance the following news extract: "devaluation is not a realistic option to the current account deficit since it would only contribute to weakening the credibility of economic policies as it did during the last crisis." The only word that is labeled as event trigger in this example is "deficit" because it is the only ongoing event refereed in the news. Note that the words "devaluation", "weakening" and "crisis" could be labeled as event triggers in other news extracts, where the context of use of these words is different, but not in the given example. Further information: For a more detailed description of the data set and the data collection process please visit: https://cs.uns.edu.ar/~mmaisonnave/resources/ED_data. Data format: The dataset is split in two folders: training and testing. The first folder contains 2,000 XML files. The second folder contains 200 XML files. Each XML file has the following format. YYYYMMDDTHHMMSS ... ... ... The first three tags (pubdate, file-id and sent-idx) contain metadata information. The first one is the publication date of the news article that contained that text extract. The next two tags represent a unique identifier for the text extract. The file-id uniquely identifies a news article, that can hold several text extracts. The second one is the index that identifies that text extract inside the full article. The last tag (sentence) defines the beginning and end of the text extract. Inside that text are the tags. Each of these tags surrounds one word that was manually labeled as an event trigger.
DOI: 10.6084/m9.figshare.12026871.v2
title: Ultrasensitive digital quantification of cytokines and bacteria predicts septic shock outcomes

description: <b>Quantification of pathogen and host biomarkers is essential for the diagnosis, monitoring, and treatment of infectious diseases. Here, we demonstrate sensitive and rapid quantification of bacterial load and cytokines from human biological samples to generate actionable hypotheses. Our digital assay measures IL-6 and TNF-α proteins, gram-negative (GN) and gram-positive (GP) bacterial DNA, and the antibiotic-resistance gene <i>bla</i><sub>TEM </sub>with femtomolar sensitivity. We use our method to characterize bronchoalveolar lavage fluid from patients with asthma and find elevated GN bacteria and IL-6 levels compared to healthy subjects. We then analyze plasma from patients with septic shock and find that increasing levels of IL-6 and <i>bla</i><sub>TEM</sub> are associated with mortality, while decreasing IL-6 levels are associated with recovery. Surprisingly, lower GN bacteria levels are associated with higher probability of death. Applying decision-tree analysis to our measurements, we are able to predict mortality and rate of recovery from septic shock with over 90% accuracy. </b>
DOI: 10.6084/m9.figshare.14671995.v1
title: bip2011

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.6084/m9.figshare.25334276.v1
title: Exercise or mind-body exercises for psychiatry symptoms and quality of life in schizophrenia spectrum and other psychotic disorders: an overview of systematic reviews with meta-analysis

description: This overview of systematic reviews with meta-analysis aimed to summarize the effects of exercise, regular physical activity, and mind-body exercises on negative symptoms, depression symptoms, and quality of life in schizophrenia spectrum and other psychotic disorders. The CINAHL, Embase, PubMed, SPORTDiscus, and the Cochrane Library databases were searched up to November 10, 2023. AMSTAR 2 was used and the overlap between reviews was calculated. Eighteen reviews were included. No reviews meta-analyzed regular physical activity. Aerobic exercise may be more effective than yoga, treatment-as-usual, or multiple controls for reducing negative symptoms. Tai chi may be more effective than multiple controls for decreasing negative symptoms. Aerobic exercise or multimodal exercise programs may be more effective than multiple controls for reducing depression symptoms. Yoga may be more effective than waitlist for decreasing depression symptoms. Aerobic exercise may be more effective than multiple controls for improving quality of life. Yoga may be more effective than treatment-as-usual for improving quality of life. The rest of the meta-analyses found no differences between groups or combined different types of interventions in their meta-analyses. Despite these results, important methodological concerns were detected that precluded us from making sound clinical recommendations. https://doi.org/10.17605/OSF.IO/7V5QZ. This overview of reviews evaluates exercise and mind-body exercise for schizophrenia and other psychotic disorders.Aerobic exercise or tai chi may reduce negative symptoms in these psychiatric disorders.Yoga may reduce depression symptoms and improve quality of life in these psychiatric disorders. This overview of reviews evaluates exercise and mind-body exercise for schizophrenia and other psychotic disorders. Aerobic exercise or tai chi may reduce negative symptoms in these psychiatric disorders. Yoga may reduce depression symptoms and improve quality of life in these psychiatric disorders.
DOI: 10.6084/m9.figshare.25037573.v1
title: Genome and annotation of Leucaena leucocephala

description: We use PacBio HiFi and Hi-C data to assemble a chromosome-level genome for Leucaena leucocephala
DOI: 10.6084/m9.figshare.26196248.v1
title: <b>Annotation of the Plant Mitochondrial Genome’s Genetic Complexity: Diversity Genome Structure, RNA-editing Sites, and Mitochondrial Plastid Sequences</b>

description: Plant mitochondrial genomes (PMGs) have many unique characteristics, including highly diverse genome structure, un-conserved inter-genetic regions, extensive RNA editing, and numerous horizontally transferred sequences. Here, we built a computational pipeline, "Plant Mitogenome Annotator" (PMGA), to address these challenges. An online version of PMGA can be found at http://www.1kmpg.cn/pmga/.
DOI: 10.6084/m9.figshare.28319828.v1
title: Woodland restoration interventions meta-analysis

description: Data and model R code used for:Franklin MJM, Gorrod EJ, White LA, Oliver I, Rymer PD, Nielsen UN (2025) State of knowledge on the effectiveness of management interventions to restore degraded eucalypt woodlands. Restoration Ecology.
DOI: 10.6084/m9.figshare.7874639.v3
title: Product line selection of fast-moving consumer goods (instances)

description: Templates for testing the product line selection mathematical model. Files 0-19 correspond to the templates used in the sensitivity analysis. The remainder of the files was used to analyze the performance of the formulation. <br>The files should be used in conjunction with the paper. The parameters by line are:<br>TJLKMOphthetajtaujafrdcsk_ta0taumthetamx0dynk_ty0nk_t<br>Mnk_t<br>NmCNk
DOI: 10.17632/mm3f8t7jx9
title: Data for: Cross-Cultural Adaptation and Validation of the Voice Handicap Index in the Quebec French Population (VHI-QF)

description: Voice Handicap Index - Quebec French adaptation
DOI: 10.6084/m9.figshare.13536764.v2
title: Complete mitochondrial genome sequence of Ganges river dolphin, Platanista gangetica (Roxburgh, 1801) from the river Halda of Bangladesh

description: Fresh sample of skin, liver and muscle tissues were collected from an adult male <i>Platanista gangetica </i>which was found dead from Akbaria point of Halda River under Hathazari upazila (Longitude / Latitude- 22.446661N, 91.861295E) on Thursday, December 5, 2019. Then, transported to the laboratory to preserve at -70° C for further analysis during the period of December 2019. The blood tissue was dissected and stored with 95% ethanol. Later a high molecular weight genomic DNAs was isolated and purified using the AddPrep Genomic DNA extraction kit (AddBio, Korea) for future evaluation of the quality and quantity of the DNA. Purified DNA was sent for library preparation and been sequenced through commercial suppliers.Bio Sample Attributes<br>sample name: HRRL_PG_MT_001 <br>organism:Adult male Platanista gangetica gangetica<br>isolate: HRRL_PG_MT_001 <br>species collection date: 05/12/19<br>DNA collection date: 05/05/2020<br>broad-scale environmental context: N/A<br>local-scale environmental context: N/A<br>environment medium: N/A<br>geographic location: Bangladesh: Chattogram<br>isolation source: Akbaria, Madarsha, Halda River, Hathazari, Chattogram, Bangladesh<br>Longitude latitude: 22.44 N 91.86 E<br>Strain: N/A<br>Sequencing Platform: Illumina instrumental model: NovaSeq 6000<br>
DOI: 10.6084/m9.figshare.21482829.v1
title: Mammal Milk Microbiome files

description: Files include R code, metadata, taxonomy table, feature table, DNA sequences, and newick tree.
DOI: 10.6084/m9.figshare.6143423.v1
title: 50th percentile U.S. male data

description: This table contains anthropometric data for 50th percentile U.S. male. This data has been used to calculate dimensions of truncated ellipsoidal finite element segments.<br>