cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3gff299zmy
title: Resolving the paradox of warning signal diversity with predator learning

description: Datasets and R codes associated with the manuscript titled "Predator learning can resolve the paradox of local warning signal diversity"
Below is a list of files

1. attack_prob_curated.csv: dataset used for the meta-analysis on the variation in final attack probability

author: first author of the publication
journal: the journal in which the study was published
volume: the volume of the journal
species: study species
prey_type: type of prey (almond, mealworm, chicken feed, etc)
prey_presentation: the manner in which prey were presented to the predators (sequential or simultaneous)
cs: type of conditioned stimulus, or the ways in which profitable and control prey consistently differed
cs2: same as cs, coded as either color, pattern, color+pattern, or color+other (size or odor)
cs_property: additional comments or notes for cs
us: cause of unprofitability for artificial prey, recorded as either the type of bitter chemicals (when applicable) or prey defense us2: same as us, but coded as either bitterness (when prey unprofitability was from the use of bitter chemicals) or toxin (when prey extracts were used)
us_concentration: the original concentration of bitter chemicals used (expressed as weight percentage)
us_concentration_cal: calibrated bitterness, accounting for the fact that denatonium benzoate was 20 times more bitter than quinine derivatives
attack_prob: final attack probabilities of predators against unprofitable prey
way_of_learning: how predators learn, recorded as either direct or indirect (i.e., through social learning or generalization)
prey_presentation2: same information as prey_presentation, but coded as either 1 or 2 for statistical purposes
species2: same as species, but coded as 1-4 for statistical purposes
cs3: same as cs2, but coded as 1-4 for statistical purposes
us3: same as us2, but coded as either 1 or 2 for statistical purposes

2. P&F.csv: Final attack probabilities and forgetting rates from selected predators

species: name of the predator species
taxa: taxomomic group of the predator species
P: final attack probabilities
F: forgetting rates
source: the study from which I obtained the data
note: miscellaneous notes

3. learning_IMB.R: R code for performing individual-based simulations of predator-prey interactions

4. learning_ODE.R: R code for performing population-level simulations of predator-prey interactions

5. learning_functions.R: containing custom functions necessary for performing simulations

6. meta-analysis.R: R code for statistical meta-analysis
DOI: 10.17632/3gff299zmy.1
title: Resolving the paradox of warning signal diversity with predator learning

description: Datasets and R codes associated with the manuscript titled "Predator learning can resolve the paradox of local warning signal diversity"
Below is a list of files

1. attack_prob_curated.csv: dataset used for the meta-analysis on the variation in final attack probability

author: first author of the publication
journal: the journal in which the study was published
volume: the volume of the journal
species: study species
prey_type: type of prey (almond, mealworm, chicken feed, etc)
prey_presentation: the manner in which prey were presented to the predators (sequential or simultaneous)
cs: type of conditioned stimulus, or the ways in which profitable and control prey consistently differed
cs2: same as cs, coded as either color, pattern, color+pattern, or color+other (size or odor)
cs_property: additional comments or notes for cs
us: cause of unprofitability for artificial prey, recorded as either the type of bitter chemicals (when applicable) or prey defense us2: same as us, but coded as either bitterness (when prey unprofitability was from the use of bitter chemicals) or toxin (when prey extracts were used)
us_concentration: the original concentration of bitter chemicals used (expressed as weight percentage)
us_concentration_cal: calibrated bitterness, accounting for the fact that denatonium benzoate was 20 times more bitter than quinine derivatives
attack_prob: final attack probabilities of predators against unprofitable prey
way_of_learning: how predators learn, recorded as either direct or indirect (i.e., through social learning or generalization)
prey_presentation2: same information as prey_presentation, but coded as either 1 or 2 for statistical purposes
species2: same as species, but coded as 1-4 for statistical purposes
cs3: same as cs2, but coded as 1-4 for statistical purposes
us3: same as us2, but coded as either 1 or 2 for statistical purposes

2. P&F.csv: Final attack probabilities and forgetting rates from selected predators

species: name of the predator species
taxa: taxomomic group of the predator species
P: final attack probabilities
F: forgetting rates
source: the study from which I obtained the data
note: miscellaneous notes

3. learning_IMB.R: R code for performing individual-based simulations of predator-prey interactions

4. learning_ODE.R: R code for performing population-level simulations of predator-prey interactions

5. learning_functions.R: containing custom functions necessary for performing simulations

6. meta-analysis.R: R code for statistical meta-analysis
DOI: 10.17632/kpr66fm3f3.1
title: Tiny Trades, Big Questions Dataset

description: This repository provides data and code to replicate the tables and figures used in Bartlett, McCrary, and O'Hara, Tiny Trades, Big Questions: Fractional Shares. Additional information and instructions are provided in the Readme file.
DOI: 10.17632/kpr66fm3f3.2
title: Tiny Trades, Big Questions Dataset

description: This repository provides data and code to replicate the tables and figures used in Bartlett, McCrary, and O'Hara, Tiny Trades, Big Questions: Fractional Shares. Additional information and instructions are provided in the Readme file.
DOI: 10.17632/kpr66fm3f3.3
title: Tiny Trades, Big Questions Dataset

description: This repository provides data and code to replicate the tables and figures used in Bartlett, McCrary, and O'Hara, Tiny Trades, Big Questions: Fractional Shares. Additional information and instructions are provided in the Readme file.
DOI: 10.17632/84fygz2txp.1
title: DESIGN AND DEVELOPMENT OF A COST-EFFECTIVE BUOY USING 3D PRINTING FOR COASTAL MONITORING

description: This dataset is meant to contain the support publication files. 
Abstract: An adequate knowledge of water (and air) environment parameters in ocean and coastal areas becomes of crucial importance for management practices. The behavior of oceans and coasts covers a large range of spatial and time scales that leads to the importance of high-frequency and widespread monitoring by using cost-effective platforms. This article proposes the design, development and deployment of a low-cost, small and compact buoy platform for coastal monitoring, which was built almost entirely on 3D printing technology in a modular way. The buoy called EMAC buoy -V 3.0- (EMAC: Estación de Monitoreo Ambiental Costero) was significantly improved in the last few years based on cost-effective optimization and physical constraints inherent to coastal waters, providing the advantages of simplicity and flexibility. This study considered oceanographic and meteorological measurements of a buoy moored in the San Matías Gulf on the northern Patagonian Continental Shelf.
DOI: 10.17632/84fygz2txp.2
title: DESIGN AND DEVELOPMENT OF A COST-EFFECTIVE BUOY USING 3D PRINTING FOR COASTAL MONITORING

description: This dataset is meant to contain the support publication files. 
Abstract: An adequate knowledge of water (and air) environment parameters in ocean and coastal areas becomes of crucial importance for management practices. The behavior of oceans and coasts covers a large range of spatial and time scales that leads to the importance of high-frequency and widespread monitoring by using cost-effective platforms. This article proposes the design, development and deployment of a low-cost, small and compact buoy platform for coastal monitoring, which was built almost entirely on 3D printing technology in a modular way. The buoy called EMAC buoy -V 3.0- (EMAC: Estación de Monitoreo Ambiental Costero) was significantly improved in the last few years based on cost-effective optimization and physical constraints inherent to coastal waters, providing the advantages of simplicity and flexibility. This study considered oceanographic and meteorological measurements of a buoy moored in the San Matías Gulf on the northern Patagonian Continental Shelf.
DOI: 10.17632/tb46fbr94p.1
title: Comparative effects of biologics and small molecule inhibitors on cutaneous disease activity in lupus erythematosus: A systematic review and network meta-analysis

description: Supplementary Materials for 'Comparative effects of biologics and small molecule inhibitors on cutaneous disease activity in lupus erythematosus: A systematic review and network meta-analysis' by Rayner et al., published in the Journal of the American Academy of Dermatology (2025).
DOI: 10.17632/pcy5xgdn5v.1
title: Dataset on storage stability and quality changes of achira (Canna edulis K.) biscuits: water adsorption isotherms and machine learning-based shelf-life monitoring

description: This dataset provides comprehensive information on the storage stability and quality changes of achira (Canna edulis K.) biscuits, incorporating experimental data and digital models for in-depth analysis. It includes initial characterization data, covering color properties, moisture content, water activity, and texture. Additionally, the dataset contains mid-infrared spectra obtained using Attenuated Total Reflectance-Fourier Transform Infrared (ATR-FTIR) spectroscopy to characterize the biscuits spectrally. The water adsorption isotherms were determined using the Dynamic Dewpoint Isotherm (DDI) method, considering a water activity range from 0.1 to 0.8 at temperatures of 25, 35, and 45 ºC. To enhance predictive modeling, the dataset includes MATLAB code for Support Vector Machine (SVM) modeling, which was used to model adsorption isotherms and optimize the predictive capability of this technique. Additionally, storage assessment data track quality changes over time by analyzing variations in color, moisture content, water activity, texture, and sensory quality of packaged biscuits. Finally, MATLAB-based digital models have been developed to describe and optimize quality changes during storage, providing a model-based approach for understanding and improving product stability. This dataset serves as a valuable resource for researchers studying food stability, predictive modeling, and shelf-life optimization strategies.
DOI: 10.17632/pzrghbd3cc
title: MZML Data Svinjarička Čuka

description: Supplementary Data for S. Wernado -“At home in the Neolithic -ZooMS Analysis of Fauna from a potential Starčevo House from the South Morava Valley, Serbia”
Schriftliche Arbeit zur Erlangung des akademischen Grades eines Master of Science (M.Sc.)
- Raw (MZML) ZooMS Results from 374 Early Neolithic Serbian bone fragments.
- Results table including the ID, the used markers and the link to used reference library
DOI: 10.17632/pzrghbd3cc.1
title: MZML Data Svinjarička Čuka

description: Supplementary Data for S. Wernado -“At home in the Neolithic -ZooMS Analysis of Fauna from a potential Starčevo House from the South Morava Valley, Serbia”
Schriftliche Arbeit zur Erlangung des akademischen Grades eines Master of Science (M.Sc.)
- Raw (MZML) ZooMS Results from 374 Early Neolithic Serbian bone fragments.
- Results table including the ID, the used markers and the link to used reference library
DOI: 10.17632/2zfp2swz8f.1
title: Supplementary materials for Risk of cardiovascular disease and cancer in patients initiating JAK versus IL-4/-13 inhibitors for atopic dermatitis

description: Supplementary materials for "Risk of cardiovascular disease and cancer in patients initiating JAK versus IL-4/-13 inhibitors for atopic dermatitis"
DOI: 10.15468/dl.z9vtjf
title: Occurrence Download

description: A dataset containing 14218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "PublishingOrg is 2498d55c-dcd2-4caf-abb7-14f2ffe05c37",
 "TaxonKey is Lotus pedunculatus Cav.",
 "Year 2000-2025"
 ]
}

 The dataset includes 14218 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000005-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ft39fyy64b.1
title: Global PROBE Data - Psoriasis

description: De-identified participant data, including geographic location and demographic information, collected as part of the Global PROBE Study. All participants were de-identified prior to analysis, and participation in the study was entirely voluntary.
DOI: 10.17632/7rmc2wgfwc.1
title: Magnesium isotopes record the origin of stratiform chromitite

description: (1) First report of whole-rock Mg isotopes spanning the stratigraphy of the Stillwater;
(2) Homogeneous and light Mg isotopic compositions in samples of Banded Series;
(3) Lighter Mg isotopes in chromitite seams and heavy Mg isotopes in surrounding silicate cumulates of Ultramafic Series;
(4) Settle down the debate on “chromite-silicate cotectic model” or “solely chromite saturated model” for stratiform chromitite origin.
DOI: 10.17632/7rmc2wgfwc
title: Magnesium isotopes record the origin of stratiform chromitite

description: (1) First report of whole-rock Mg isotopes spanning the stratigraphy of the Stillwater;
(2) Homogeneous and light Mg isotopic compositions in samples of Banded Series;
(3) Lighter Mg isotopes in chromitite seams and heavy Mg isotopes in surrounding silicate cumulates of Ultramafic Series;
(4) Settle down the debate on “chromite-silicate cotectic model” or “solely chromite saturated model” for stratiform chromitite origin.
DOI: 10.17632/7rmc2wgfwc.2
title: Magnesium isotopes record the origin of stratiform chromitite

description: (1) First report of whole-rock Mg isotopes spanning the stratigraphy of the Stillwater;
(2) Homogeneous and light Mg isotopic compositions in samples of Banded Series;
(3) Lighter Mg isotopes in chromitite seams and heavy Mg isotopes in surrounding silicate cumulates of Ultramafic Series;
(4) Settle down the debate on “chromite-silicate cotectic model” or “solely chromite saturated model” for stratiform chromitite origin.
DOI: 10.5285/fd78d92b-b675-0f69-e053-6c86abc0d113
title: Discrete water samples for biogeochemical parameters collected in line with autonomous surface vehicle C-worker 4 sensor data in Belize's coastal zone - October 2019 V2.

description: This is an update to a previous version to include additional parameters (Total Alkalinity (TA), Dissolved Inorganic Carbon (DIC), δ13C-DIC and Particulate Organic Carbon (POC), Particulate Nitrogen (PN) and Salinity data). The aim of this campaign was to understand and identify controls on biogeochemistry of Belize's coastal zone and the influence of the Belize river. Data were collected in October 2019 over five days - during daylight hours, with the aim of capturing wet season influence of the river, however Belize experienced a drought. Data were collected to enhance and calibrate data collected by the Autonomous Surface Vehicle C-worker 4 as part Commonwealth Marine Economies Programme Belize (CMEP Belize). Discrete water samples were collected for dissolved O2, chlorophyll, nutrients, DOC, absorbance, and fluorescent dissolved organic matter (FDOM), TA, DIC, δ13C-DIC and POC. All samples were collected using a 5L Niskin at ~0.5 m depth - the depth of C-worker 4 sensors. Dissolved O2, absorbance and chlorophyll samples were run in country by Sarah Cryer and Millie Goddard Dwyer by Winkler Method, Spectrophotometry Absorbance and Fluorescence respectively. Samples for nutrients, DOC, FDOM, TA, DIC, δ13C-DIC, POC, PN were transported back to the UK for analysis. Both frozen (nutrients) and refrigerated samples (DOC and FDOM) were transported back to the UK in cool bags with frozen samples defrosting enroute back to the UK in preparation for immediate analysis. Absorbance was run a second time back in the UK at the same time as FDOM (both absorbance runs are included).
DOI: 10.17632/m6df3wnj6p.1
title: Seismic Data and Fault Detection Labels for Machine Learning Analysis

description: This dataset contains seismic data and corresponding fault detection labels used for the research article titled "Fault Detection in Seismic Data Using Machine Learning Models." The seismic data includes preprocessed seismic traces in MATLAB format, while the fault labels are provided as binary matrices representing fault locations. The dataset was generated and analyzed using various seismic attributes, including similarity, coherency, and instantaneous phase, to enhance the accuracy of fault detection.

The data can be used for benchmarking fault detection algorithms, developing machine learning models, and validating geophysical interpretation methods.

Content Overview:

Seismic Data: Processed seismic sections in MATLAB format.

Fault Labels: Binary images indicating fault locations.

Attribute Maps: Extracted seismic attributes (e.g., Coherency, Similarity) in .mat format.

Metadata: Information about data preprocessing and attribute extraction.

Data Usage:
Researchers are encouraged to use this dataset for further studies in fault detection, seismic interpretation, and machine learning applications. Proper citation of the related article is appreciated.

Contact:
For inquiries regarding the dataset, please contact the corresponding author of the article.
DOI: 10.17632/2z6hrzpx64.1
title: Integrated Smart Farming Technologies for Advancing Precision Agriculture

description: This dataset supports the research article titled "Integrated Smart Farming Technologies for Advancing Precision Agriculture". The study aims to examine the role of smart farming technologies—including Internet of Things (IoT), artificial intelligence (AI), robotics, remote sensing, and unmanned aerial vehicles (UAVs)—in enhancing agricultural productivity, resource optimization, and sustainability.
DOI: 10.17632/6w6282bkdb
title: MWA dataset

description: This study enrolled 201 PTMC patients who underwent MWA in Beijing Friendship Hospital between January 2013 and September 2020. All patients were followed up at 1 hour, 1 month, 3 months, 6 months, 12 months, and 24 months after MWA.
DOI: 10.17632/6w6282bkdb.1
title: MWA dataset

description: This study enrolled 201 PTMC patients who underwent MWA in Beijing Friendship Hospital between January 2013 and September 2020. All patients were followed up at 1 hour, 1 month, 3 months, 6 months, 12 months, and 24 months after MWA.
DOI: 10.17632/7hwj4bf7jm.1
title: Supplementary materials 1 and 2- An expert consensus-based checklist for quality appraisal of educational resources on First-Aid for Snakebites: a Delphi study

description: Supplementary Material 1. Baseline checklist for appraising educational resources on first aid for snakebites.
Supplementary Material 2. Final expert consensus-based checklist for appraising educational resources on first aid for snakebites.
DOI: 10.15468/dl.q23uku
title: Occurrence Download

description: A dataset containing 6524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1981",
 "Year is less than or equal to 2010",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "VerbatimScientificName is Thymus polytrichus",
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 6524 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000009-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28714661
title: Supplementary material: Do You Feel Socialized? Bridging Motivation and Distal Organizational Outcomes in Military and Police

description: Organizational socialization within the military and police personnel extends beyond internalizing institutional values. It refers to a dynamic process through which personnel take on various social roles, seeing themselves as newcomers, full members, or marginal members of the organization. Being socialized entails an active personal reinterpretation of military and police contexts, suggesting that this construct plays a key role in shaping the dynamics between work motivation and organizational outcomes, like work well-being, morale, and turnover intention. Concerning the aforementioned constructs, the present study wants to shed light on similarities and differences between police and military institutions. Results show that intrinsic motivation and amotivation are the only dimensions of work motivation in military and police personnel that influence both direct effects on socialization and indirect effects on morale, well-being, and turnover intentions, with socialization playing a mediating role in these relationships. Military and police organizations can enhance their effectiveness by focusing on personnel motivation and fostering positive socialization dynamics. The proposed model offers practical implications for organizations in designing supportive programs and encourages employees to apply the speculations derived from the study’s findings to improve their work conditions.
DOI: 10.6084/m9.figshare.28714697
title: VO2 Master Error List

description: This contains the full list of errors displayed by the 3 VO2 master devices during the thesis protocol. The duration of time where no data was produced by the VO2 master device has been listed, with the time frame and a description of each error also included.
DOI: 10.6084/m9.figshare.28714697.v1
title: VO2 Master Error List

description: This contains the full list of errors displayed by the 3 VO2 master devices during the thesis protocol. The duration of time where no data was produced by the VO2 master device has been listed, with the time frame and a description of each error also included.
DOI: 10.17632/64w5f6ggzg.1
title: Molecular changes in skeltal muscle tissue after fatal COVID-19

description: This retrospective cohort study involved unvaccinated patients admitted to a private hospital in Curitiba, Paraná, Brazil, diagnosed with COVID-19 and died as a result of SARS-CoV-2 infection. Muscle tissue samples were obtained post-mortem when legal representatives signed an informed consent form. The Ethics Committee of the Pontifical Catholic University of Paraná, Brazil (protocol number: 44334921.4.0000.0020) granted ethical approval.