cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26180/26974126.v1
title: MUARC Baseline Research Program to Assess the Impact of Drug Use on Road Safety: Report 3 – Understanding the patterns and motivations for drug-driving behaviour and community attitudes towards addressing drug-driving in Victoria, Australia.

description: With drug-driving representing a significant road safety concern, this report set out to document the use of alcohol and other drugs in the Victorian community and to provide an understanding of the correlates of drug-driving behavior. Of interest were community attitudes, motivations, and knowledge of both drug use and perceived risks associated with drug-driving. With a view toward improving road safety, community support for drug-driving countermeasures and their perceived effectiveness were examined. In line with the current roadside drug testing regime in Victoria, emphasis was placed on outcomes that related to driving whilst under the influence of cannabis (THC), ecstasy (MDMA) and amphetamines, particularly Ice.The research was conducted in two parts: 1) 10 interviews with hospital and community-based drug and alcohol treatment specialists in the period September - October 2017; 2) A population-based survey of the Victorian community was undertaken. Survey data was collected in the January 2018 – March 2018 period and 1852 individuals completed the survey.Interviews with drug and alcohol specialists highlighted the complexity of drug use and its relationship to driving. A distinction was made between recreational users, high-functioning regular users and dependent users of illicit substances. Treatment needs were seen to differ based on the drug used. The detection of drug-driving was seen be an opportunity for intervention, noting that a therapeutic-justice model would likely to be the most effective for dependent drug-users rather than a purely sanctions-based approach.Most (88.8%) survey respondents reported lifetime alcohol use with 43.3% having used an illicit drug(s) or misused prescription medication; 10.7% reported never having tried alcohol or other drugs. Of those who reported having ever tried a drug other than alcohol (801, 43.3% of sample), 23.0% indicated having driven whilst suspecting that they were under the influence, with 40.8% of respondents reporting they had done so within the last 12 months. Support for sanction- and therapeutic-based countermeasures for drug-driving differed depending on individual history of use and type of drug used but was nonetheless high.These findings can be used to inform future initiatives aimed at reducing the incidence of drug-driving in Victoria.
DOI: 10.26180/26974126.v2
title: MUARC Baseline Research Program to Assess the Impact of Drug Use on Road Safety: Understanding the patterns and motivations for drug-driving behaviour and community attitudes towards addressing drug-driving in Victoria, Australia.

description: With drug-driving representing a significant road safety concern, this report set out to document the use of alcohol and other drugs in the Victorian community and to provide an understanding of the correlates of drug-driving behavior. Of interest were community attitudes, motivations, and knowledge of both drug use and perceived risks associated with drug-driving. With a view toward improving road safety, community support for drug-driving countermeasures and their perceived effectiveness were examined. In line with the current roadside drug testing regime in Victoria, emphasis was placed on outcomes that related to driving whilst under the influence of cannabis (THC), ecstasy (MDMA) and amphetamines, particularly Ice.The research was conducted in two parts: 1) 10 interviews with hospital and community-based drug and alcohol treatment specialists in the period September - October 2017; 2) A population-based survey of the Victorian community was undertaken. Survey data was collected in the January 2018 – March 2018 period and 1852 individuals completed the survey.Interviews with drug and alcohol specialists highlighted the complexity of drug use and its relationship to driving. A distinction was made between recreational users, high-functioning regular users and dependent users of illicit substances. Treatment needs were seen to differ based on the drug used. The detection of drug-driving was seen be an opportunity for intervention, noting that a therapeutic-justice model would likely to be the most effective for dependent drug-users rather than a purely sanctions-based approach.Most (88.8%) survey respondents reported lifetime alcohol use with 43.3% having used an illicit drug(s) or misused prescription medication; 10.7% reported never having tried alcohol or other drugs. Of those who reported having ever tried a drug other than alcohol (801, 43.3% of sample), 23.0% indicated having driven whilst suspecting that they were under the influence, with 40.8% of respondents reporting they had done so within the last 12 months. Support for sanction- and therapeutic-based countermeasures for drug-driving differed depending on individual history of use and type of drug used but was nonetheless high.These findings can be used to inform future initiatives aimed at reducing the incidence of drug-driving in Victoria.
DOI: 10.17632/vj5rvjttcd
title: Replication data for: Dispelling ESG Investing Risk Misconceptions (ECMODE-D-25-02812 )

description: ## 1) Purpose
This repository creates synthetic return datasets (and optionally daily returns) and saves final outputs in a submission-ready format.

Replication materials are organized into 
(i) input data folders (RF_data/, Y_data/),
(ii) code (code_submit/ and root scripts), and
(iii) generated outputs (data_submit/). 
The pipeline is run from the project root by executing master.R (or sequentially make_synthetic_all_mean_var.R and make_synth_daily_returns_mean_var.R), which reads inputs from RF_data/ and Y_data/ and writes synthetic datasets and summary tables to data_submit/. Random-forest analyses with nested temporal cross-validation are implemented in code_submit/rf_nested_cv_temporal.R, with extensions for interaction analysis and SHAP-style interpretation in code_submit/rf_nested_cv_temporal_interactions_shap.R. All output files referenced in tables and figures are contained in data_submit/ and can be regenerated from the scripts using relative paths.
DOI: 10.17632/vj5rvjttcd.1
title: Replication data for: Dispelling ESG Investing Risk Misconceptions (ECMODE-D-25-02812 )

description: ## 1) Purpose
This repository creates synthetic return datasets (and optionally daily returns) and saves final outputs in a submission-ready format.

Replication materials are organized into 
(i) input data folders (RF_data/, Y_data/),
(ii) code (code_submit/ and root scripts), and
(iii) generated outputs (data_submit/). 
The pipeline is run from the project root by executing master.R (or sequentially make_synthetic_all_mean_var.R and make_synth_daily_returns_mean_var.R), which reads inputs from RF_data/ and Y_data/ and writes synthetic datasets and summary tables to data_submit/. Random-forest analyses with nested temporal cross-validation are implemented in code_submit/rf_nested_cv_temporal.R, with extensions for interaction analysis and SHAP-style interpretation in code_submit/rf_nested_cv_temporal_interactions_shap.R. All output files referenced in tables and figures are contained in data_submit/ and can be regenerated from the scripts using relative paths.
DOI: 10.26180/26974120.v1
title: MUARC Baseline Research Program to Assess the Impact of Drug Use on Road Safety: Report 1 – Review of International Literature on Drug-driving and Countermeasure Opportunities

description: This report examines five key topics regarding drug-driving: 1) prevalence and 2) trends in the use of illicit drugs, drug-driving and crashes; 3) estimates of crash risk associated with drug-driving; 4) attitudes, motivations and perceptions associated with driving under the influence of drugs; 5) countermeasures designed to address drug-driving, including legislation, enforcement, education and behaviour change programs. The intent was to provide a deeper understanding of drug-driving from which drug-driving countermeasures could be identified. This review focussed on the three illicit drugs under which it is currently an offence to have present in the body in Victoria, namely amphetamine/methamphetamines, ecstasy (MDMA) and cannabis (marijuana/THC).A comprehensive review of recent literature was conducted to address these topic areas. Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses for Protocols (PRISMA-P) statement, research published in the 1995 – 2015 period was examined. The sub-section that examined crash risk included a series of later meta-analysis papers given their importance in understanding the association between drug use, crash risk and crash culpability. This report provides a comprehensive examination of contemporary issues relating to drug-driving in Victoria. Based on the collective body of research examined, a series of focused countermeasures have been identified.
DOI: 10.17632/np538c95yy
title: ArabiCCR Dataset

description: Dataset for publication in Data in Brief
DOI: 10.26180/26974120.v2
title: MUARC Baseline Research Program to Assess the Impact of Drug Use on Road Safety: Report 1 – Review of International Literature on Drug-driving and Countermeasure Opportunities

description: This report examines five key topics regarding drug-driving: 1) prevalence and 2) trends in the use of illicit drugs, drug-driving and crashes; 3) estimates of crash risk associated with drug-driving; 4) attitudes, motivations and perceptions associated with driving under the influence of drugs; 5) countermeasures designed to address drug-driving, including legislation, enforcement, education and behaviour change programs. The intent was to provide a deeper understanding of drug-driving from which drug-driving countermeasures could be identified. This review focussed on the three illicit drugs under which it is currently an offence to have present in the body in Victoria, namely amphetamine/methamphetamines, ecstasy (MDMA) and cannabis (marijuana/THC).A comprehensive review of recent literature was conducted to address these topic areas. Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses for Protocols (PRISMA-P) statement, research published in the 1995 – 2015 period was examined. The sub-section that examined crash risk included a series of later meta-analysis papers given their importance in understanding the association between drug use, crash risk and crash culpability. This report provides a comprehensive examination of contemporary issues relating to drug-driving in Victoria. Based on the collective body of research examined, a series of focused countermeasures have been identified.
DOI: 10.26180/26974120.v3
title: MUARC Baseline Research Program to Assess the Impact of Drug Use on Road Safety: Review of International Literature on Drug-driving and Countermeasure Opportunities

description: This report examines five key topics regarding drug-driving: 1) prevalence and 2) trends in the use of illicit drugs, drug-driving and crashes; 3) estimates of crash risk associated with drug-driving; 4) attitudes, motivations and perceptions associated with driving under the influence of drugs; 5) countermeasures designed to address drug-driving, including legislation, enforcement, education and behaviour change programs. The intent was to provide a deeper understanding of drug-driving from which drug-driving countermeasures could be identified. This review focussed on the three illicit drugs under which it is currently an offence to have present in the body in Victoria, namely amphetamine/methamphetamines, ecstasy (MDMA) and cannabis (marijuana/THC).A comprehensive review of recent literature was conducted to address these topic areas. Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses for Protocols (PRISMA-P) statement, research published in the 1995 – 2015 period was examined. The sub-section that examined crash risk included a series of later meta-analysis papers given their importance in understanding the association between drug use, crash risk and crash culpability. This report provides a comprehensive examination of contemporary issues relating to drug-driving in Victoria. Based on the collective body of research examined, a series of focused countermeasures have been identified.
DOI: 10.17632/np538c95yy.1
title: ArabiCCR Dataset

description: Dataset for publication in Data in Brief
DOI: 10.7910/dvn/qwdso2
title: Survey Data on Employee Volunteering, Attitudes, and Employee Outcomes

description: This dataset includes anonymized survey data collected via computer-assisted telephone interviews (CATI) from 277 employees participating in corporate volunteering programs. The data include measures of attitudes toward helping others, attitudes toward NGOs, employee volunteering, job satisfaction, and employee loyalty.
DOI: 10.17632/vkd2xn5j76
title: Matrix Phenolization vs Gutter Splint Method for the treatment of onychocryptosis: a randomized open-label study

description: Background
Treatment of ingrown toenails includes conservative and surgical approaches. The aim of this study was to compare the efficacy and tolerability of the Gutter Splint (GS) method with the reference technique: matrix phenolization (MP).
Methods
We conducted a randomized, open-label, two-arm parallel study, enrolling 110 consecutive patients presenting with ingrown toenails. Outcome measures included duration of the procedures, postoperative pain, and resumption of usual daily activities at day 7, recurrence rates at 4 and 12 months, and complications. Both descriptive and analytical statistics were performed.
Results
A hundred and ten cases were consecutively randomized to receive segmental MP (54 patients) or GS method (56 patients). The duration of the procedure was significantly lower in the GS group compared with MP (12.77 ± 2.6 min vs 15.52 ± 5 min, P=0.001). Recurrence rates were 2.3% and 2.4% at 4 months (P&gt;0.05) and 21% and 10.8% at 12 months (P=0.34) 43 in GS and MP groups, respectively. There was no statistical difference in recurrence rates or complications between these two groups.
Conclusions
This study, the first randomized trial comparing GS and MP techniques for ingrown toenails, demonstrated comparable recurrence rates at 4 months. The GS group showed an increase in recurrence rates at 12 months (P=0.34). The GS technique appears to be a promising alternative to MP in the management of onychocryptosis and has the advantage of preserving the normal anatomy of the nail unit but relay havily on patients’ compliance.
DOI: 10.17632/vkd2xn5j76.1
title: Matrix Phenolization vs Gutter Splint Method for the treatment of onychocryptosis: a randomized open-label study

description: Background
Treatment of ingrown toenails includes conservative and surgical approaches. The aim of this study was to compare the efficacy and tolerability of the Gutter Splint (GS) method with the reference technique: matrix phenolization (MP).
Methods
We conducted a randomized, open-label, two-arm parallel study, enrolling 110 consecutive patients presenting with ingrown toenails. Outcome measures included duration of the procedures, postoperative pain, and resumption of usual daily activities at day 7, recurrence rates at 4 and 12 months, and complications. Both descriptive and analytical statistics were performed.
Results
A hundred and ten cases were consecutively randomized to receive segmental MP (54 patients) or GS method (56 patients). The duration of the procedure was significantly lower in the GS group compared with MP (12.77 ± 2.6 min vs 15.52 ± 5 min, P=0.001). Recurrence rates were 2.3% and 2.4% at 4 months (P&gt;0.05) and 21% and 10.8% at 12 months (P=0.34) 43 in GS and MP groups, respectively. There was no statistical difference in recurrence rates or complications between these two groups.
Conclusions
This study, the first randomized trial comparing GS and MP techniques for ingrown toenails, demonstrated comparable recurrence rates at 4 months. The GS group showed an increase in recurrence rates at 12 months (P=0.34). The GS technique appears to be a promising alternative to MP in the management of onychocryptosis and has the advantage of preserving the normal anatomy of the nail unit but relay havily on patients’ compliance.
DOI: 10.17632/39byfys8c3
title: RNA-seq and host-depleted root metatranscriptome data of maize genotypes differing in drought tolerance and arbuscular mycorrhizal responsiveness

description: This dataset contains raw high-throughput sequencing reads derived from root tissues of maize (Zea mays L.) genotypes contrasting in drought tolerance: the drought-tolerant line K1, the drought-sensitive line K2, and their hybrid (KH). Plants were grown under controlled conditions with or without inoculation by the arbuscular mycorrhizal fungus Funneliformis mosseae. Root samples were collected at defined developmental stages during progressive soil drying.

The dataset includes (i) total root RNA-seq libraries for host transcriptome profiling (RNAreads.fastq.gz) and (ii) host-depleted metatranscriptomic libraries enriched for fungal and microbiome transcripts (Unmapped.fastq.gz). Sequencing was performed using an Illumina platform, generating paired-end reads suitable for differential gene expression, pathway analysis, and symbiosis-related transcript profiling.

These data support the analysis of genotype-specific drought responses, mycorrhiza-mediated modulation of stress signaling, root developmental regulation, and symbiotic nutrient transport processes in maize.
DOI: 10.17632/39byfys8c3.1
title: RNA-seq and host-depleted root metatranscriptome data of maize genotypes differing in drought tolerance and arbuscular mycorrhizal responsiveness

description: This dataset contains raw high-throughput sequencing reads derived from root tissues of maize (Zea mays L.) genotypes contrasting in drought tolerance: the drought-tolerant line K1, the drought-sensitive line K2, and their hybrid (KH). Plants were grown under controlled conditions with or without inoculation by the arbuscular mycorrhizal fungus Funneliformis mosseae. Root samples were collected at defined developmental stages during progressive soil drying.

The dataset includes (i) total root RNA-seq libraries for host transcriptome profiling (RNAreads.fastq.gz) and (ii) host-depleted metatranscriptomic libraries enriched for fungal and microbiome transcripts (Unmapped.fastq.gz). Sequencing was performed using an Illumina platform, generating paired-end reads suitable for differential gene expression, pathway analysis, and symbiosis-related transcript profiling.

These data support the analysis of genotype-specific drought responses, mycorrhiza-mediated modulation of stress signaling, root developmental regulation, and symbiotic nutrient transport processes in maize.
DOI: 10.15468/dl.q5t2vp
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Atriplex sibirica"
 ]
}

 The dataset includes 546 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007783-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tkrc6kdkp5
title: Ping360 scans obtained in a commercial sea cage rearing Atlantic salmon (Salmo salar)

description: This dataset contains a sample of the raw data (excel files) obtained from a mechanical 360-degree scanning sonar (Ping360 Scanning Image Sonars, Blue Robotics Inc., California, USA) deployed in a commercial sea-cage (140 m circumference, 27 m depth, the upper 15 m cylindrical + 12 m conical; a lice skirt was mounted to 5 m depth) rearing Atlantic salmon (Salmo salar) in Norway. Fish were just transferred from the land-based facility to the sea cage, and we wanted to follow the evolution in their behavior (vertical and horizontal distribution) their first month at sea. Fish were on average 510g (post smolts) and density in the cage at the start was 4.3 kg/m3.

Due to storage limits, 3 full days (24 h each) are included (one folder per date). Raw data from 38 days (not always 24h continuous) is available on request but all scans from the raw data are presented as videos (10 images per sec) in the folder "All videos from complete dataset".

Description xlsx files:
Timestamps are in CET and embedded in filenames (yyyymmdd_hhmmss-x).
First column: angle (radians, 0–399)
First row: distance (0–1199, equal to 30 m)
Remaining cells: echo strength (Analog-to-Digital Converter values, 0–597)

Folder "Data processing":
Includes a Python script to plot sonar data, input/output examples, and a labeled scan ("Scanwithexplanations.png") in polar coordinates. The sonar is in the middle of the figure. The circular lines show the distance from the sonar and each line corresponds to a 5 m distance. Apart from the visible cage structures (cage walls, cone leading to the cage bottom and water surface), observations inside the cage are salmon. Any visible echo strength above the water surface corresponds to echo reverberation on the surface. Cage deformation due to current is also visible on the scans and examples of deformed and undeformed cage are provided in the folder "Cage deformation".

Folder "Water current":
Excel file with two sheets: 
Horizonspeed = overall sideways movement of the water in cm/sec
Eastspeed = current in the eastern direction in cm/sec
First column: timestamp (dd.mm.yyyy HH:MM in UTC)
First range: depth (in meters)
Data collected on one of the most exposed buoys of the fish farm's mooring frame.