cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/ru54zj
title: Data of The effects of metabolic and functional traits on bud opening: comparing warming and defoliation in conifers.

description: Dataset for Allometry, Phenology and NSC measurements
DOI: 10.5683/sp3/4hlco9
title: Data to replicate supercontinuum generation in 1-decanol

description: The py files analyze and plot the data used to make the figures in 1-decanol supercontinuum generation
DOI: 10.5683/sp3/5rwr9w
title: Dataset for the article titled "Sex, Gender & Diversity in Sex Work Research"

description: This dataset contains article count data from Web of Science Core Collection for a series of search strings.
DOI: 10.15468/dl.bkquu4
title: Occurrence Download

description: A dataset containing 1233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vespa velutina"
 ]
}

 The dataset includes 1233 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046925-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/euqvju
title: Supplemental data for: Transient behavioral effects of feed restriction in a white feathered laying hen pullet strain: Assessment of frustration and locomotor energy expenditure

description: This study aimed to assess any negative welfare consequences of using quantitative feed restriction to slow the growth of laying hen pullets. Pullets were raised in furnished floor pens in a split-plot design: Two ages at photostimulation (18 weeks: early-PS vs 20 weeks: late-PS) with two feeding regimens each (ad libitum: AL vs 20%-restricted: R) between 12 and 21 weeks. Home pen video recordings were annotated for four behavioral categories: abnormal pecking, aggression, high energy aerial locomotion, low energy ramp use. Data were collected between June 2024 and August 2025.
description: R, 4.3.2
DOI: 10.5683/sp3/0yke8s
title: Data for "The influence of solute induced memory on interface migration"

description: Data from 2D kMC simulations used to simulate interface migration in the presence of solute. The two gzipped files each contain a series of numpy pickled files which contain, for the temperatures indicated, the mean boundary position as a function of time for each of the independent runs conducted at that temperature. The data is in dictionaries, with the key being a sequence of numbers that is unique for each independent run. These data can be then used to reproduce 1) mean square displacement of the mean boundary position 2) calculate the self-intermediate scattering function used to generate the main results shown in the figures of this manuscript. All of the simulation parameters are provided in the manuscript itself.
DOI: 10.5683/sp3/7xady4
title: Lake bathymetry measurements for sampled lakes in and around the Trail Valley Creek watershed, NT

description: This dataset contains bathymetry data collected in June 2017 from lakes near the Trail Valley Creek Research Station. The bathymetry data was spatially interpolated, producing raw files and processed data. The raw bathymetry files, named “all_lakes_bath_raw”, contains raw lake depth measurements collected using a Garmin echoMAP CHIRP 42dv fish finder and a GT20-TM transducer mounted to a canoe. Bathymetric data was extracted from the Garmin device using QDCConverter 2.5 (https://github.com/interlark/qdc-converter/releases/tag/v2.5), where the data layer was set to the recommended setting of “1”. The raw bathymetric data were processed into the bathymetry files named “all_lakes_bath”, where these bathymetry readings used an unknown spatial interpolation from the raw depth readings. The “BathymetryGPX” files support a shapefile of the recorded positions at regular intervals as the team traversed the different lakes. These readings helped make it possible to see where depth readings would not be valid, as clear readings were only possible on certain lakes, leading to patchy bathymetry coverage overall.
description: Trail Valley Creek Research Data
DOI: 10.5683/sp3/vp1umc
title: Ice thickness, snow depth and lake properties for sampled lakes in and around the Trail Valley Creek watershed, NT

description: This dataset contains ice thickness, snow depth and lake properties for various lakes spanning a ~70 km stretch of the Inuvik to Tuktoyaktuk Highway (ITH) near the Trail Valley Creek watershed, which is approximately 50 km north of Inuvik, NT, Canada, in the low Arctic tundra. &lt;p&gt;&lt;p&gt;

The data file “lakes_sampled_all” contains lake depth, ice thickness, and snow depth data which was collected between March 21 and May 1 in 2018, and between April 26 and May 5 in 2019. Lake properties and the type of lake ice regime was noted when possible. A hole was drilled into the ice of the approximate centre of each sampled lake in order to measure lake ice thickness, and lake depth. Lake depth was measured from the lakebed to the top of the ice. At this centre location, snow depth on top of the lake ice was also recorded.
description: Trail Valley Creek Research Data
DOI: 10.5683/sp3/cdozgx
title: Agent-Based Coordination Technologies in Disaster Management (Demo Paper)

description: Auction and coalition formation techniques applied to disaster management
DOI: 10.5683/sp3/gpxknq
title: An agenda-based framework for multi-issue negotiation

description: This paper presents a new model for multi-issue negotiation under time constraints in an incomplete information setting. The issues to be bargained over can be associated with a single good/service or multiple goods/services. In our agenda-based model, the order in which issues are bargained over and agreements are reached is determined endogenously, as part of the bargaining equilibrium. In this context we determine the conditions under which agents have similar preferences over the implementation scheme and the conditions under which they have conflicting preferences. Our analysis shows the existence of equilibrium even when both players have uncertain information about each other, and each agent's information is its private knowledge. We also study the properties of the equilibrium solution and determine conditions under which it is unique, symmetric, and Pareto-optimal.
DOI: 10.5683/sp3/ivlzvm
title: Introduction to planning in multiagent systems

description: In most multiagent systems planning on forehand can help to seriously improve the efficiency of executing actions. The main difference between centrally creating a plan and constructing a plan for a system of agents lies in the fact that in the latter coordination plays the main part. This introduces a number of additional difficulties. This special issue discusses some of these difficulties in detail. To place these in a context, this introduction gives a brief overview of multiagent planning problems, and most multiagent planning techniques.
DOI: 10.5683/sp3/fs2vc2
title: Coordinating multi-agent reinforcement learning with limited communication

description: Coordinated multi-agent reinforcement learning (MARL) provides a promising approach to scaling learning in large cooperative multi-agent systems. Distributed constraint optimization (DCOP) techniques have been used to coordinate action selection among agents during both the learning phase and the policy execution phase (if learning is off-line) to ensure good overall system performance. However, running DCOP algorithms for each action selection through the whole system results in significant communication among agents, which is not practical for most applications with limited communication bandwidth. In this paper, we develop a learning approach that generalizes previous coordinated MARL approaches that use DCOP algorithms and enables MARL to be conducted over a spectrum from independent learning (without communication) to fully coordinated learning depending on agents' communication bandwidth. Our approach defines an interaction measure that allows agents to dynamically identify their beneficial coordination set (i.e., whom to coordinate with) in different situations and to trade off its performance and communication cost. By limiting their coordination set, agents dynamically decompose the coordination network in a distributed way, resulting in dramatically reduced communication for DCOP algorithms without significantly affecting overall learning performance. Essentially, our learning approach conducts co-adaptation of agents' policy learning and coordination set identification, which outperforms approaches that sequence them.
description: https://dl.acm.org/doi/abs/10.5555/2484920.2485093
DOI: 10.5683/sp3/umfaxa
title: Agent-based project scheduling

description: Agent technology oers a new way of thinking about many of the classic problems in operations research. Among these areproblems such as project scheduling subject to resource constraints. In this paper, we develop and experimentally evaluate eightagent-based algorithms for solving the multimode, resource-constrained project scheduling problem. Our algorithms dier in thepriority rules used to control agent access to resources. We apply our approach to a 51-activity project originally published byMaroto and Tormos [1]. We solve the problem using two types of agent-based systems: (i) a system of simple, reactive agents thatwe call basic agents; and (ii) a system of more complex, deliberative agents that we call enhanced agents. Of the eight priority rulestested, we ®nd that priority based on shortest processing time performs best in terms of schedule quality when applied by basicagents while the priority based on earliest due date performs best when applied by enhanced agents. In comparing agents acrosspriority rules, we ®nd that enhanced agents generate much better schedules (with makespans up to 66% shorter in some cases) andrequire only slightly more computation time.
description: https://www.researchgate.net/publication/318774987_Agent-Based_Project_Scheduling
DOI: 10.5683/sp3/x8e4ch
title: An agent-based approach for modeling and simulation of human resource management as a complex system: Management strategy evaluation

description: • Human resource management (HRM) process is modeled as a complex system, adopting an agent-based approach.
• Stochastic and dynamic micro-level interactions of heterogeneous human agents are mapped.
• Alternate recruitment strategies are simulated while visualizing organizational performance metrics.
• A statistical analysis of the steady-state performance of the system is performed.
description: https://www.sciencedirect.com/science/article/abs/pii/S1569190X20300575
DOI: 10.5683/sp3/rbfclu
title: Agent-Based Modeling vs. Equation-Based Modeling: A Case Study and Users’ Guide

description: In many domains, agent-based system modeling competes with equation-based approaches that identify system variables and evaluate or integrate sets of equations relating these variables. The distinction has been of great interest in a project that applies agent-based modeling to industrial supply networks, since virtually all computer-based modeling of such networks up to this point has used system dynamics, an approach based on ordinary differential equations (ODE’s). This paper summarizes the domain of supply networks and illustrates how they can be modeled both with agents and with equations. It summarizes the similarities and differences of these two classes of models, and develops criteria for selecting one or the other approach.
DOI: 10.5683/sp3/9jfz2s
title: A Roadmap of Agent Research and Development

description: This paper provides an overview of research and development activities in the field of autonomous agents and multi-agent systems. It aims to identify key concepts and applications, and to indicate how they relate to one-another. Some historical context to the field of agent-based computing is given, and contemporary research directions are presented. Finally, a range of open issues and future challenges are highlighted.
description: https://link.springer.com/article/10.1023/A:1010090405266
DOI: 10.5683/sp3/baaidu
title: The State of the Art of Nurse Rostering

description: In this review, we discuss nurse rostering within the global personnel scheduling problem in healthcare. We begin by briefly discussing the review and overview papers that have appeared in the literature and by noting the role that nurse rostering plays within the wider context of longer term hospital personnel planning. The main body of the paper describes and critically evaluates solution approaches which span the interdisciplinary spectrum from operations research techniques to artificial intelligence methods. We conclude by drawing on the strengths and weaknesses of the literature to outline the key issues that need addressing in future nurse rostering research.
description: https://link.springer.com/article/10.1023/B:JOSH.0000046076.75950.0b
DOI: 10.5683/sp3/fdrgii
title: Evolving dispatching rules using genetic programming for solving multi-objective flexible job-shop problems

description: We solve the multi-objective flexible job-shop problems by using dispatching rules discovered through genetic programming. While Simple Priority Rules have been widely applied in practice, their efficacy remains poor due to lack of a global view. Composite dispatching rules have been shown to be more effective as they are constructed through human experience. In this paper, we evaluate and employ suitable parameter and operator spaces for evolving composite dispatching rules using genetic programming, with an aim towards greater scalability and flexibility. Experimental results show that composite dispatching rules generated by our genetic programming framework outperforms the single dispatching rules and composite dispatching rules selected from literature over five large validation sets with respect to minimum makespan, mean tardiness, and mean flow time objectives. Further results on sensitivity to changes (in coefficient values and terminals among the evolved rules) indicate that their designs are robust.
description: https://www.sciencedirect.com/science/article/pii/S0360835207002008?casa_token=-gjD_f6glUsAAAAA:3umJuUKnTyFCI7MlNGVjN_ODcPoKrj7tFKUpBjziPJID2d6_6YwUlLhoi6ejSzBs16ixmCIoCA
DOI: 10.5683/sp3/dywywv
title: Applications of agent-based systems in intelligent manufacturing: An updated review

description: Agent technology has been recognized as a promising paradigm for next generation manufacturing systems. Researchers have attempted to apply agent technology to manufacturing enterprise integration, enterprise collaboration (including supply chain management and virtual enterprises), manufacturing process planning and scheduling, shop floor control, and to holonic manufacturing as an implementation methodology. This paper provides an update review on the recent achievements in these areas, and discusses some key issues in implementing agent-based manufacturing systems such as agent encapsulation, agent organization, agent coordination and negotiation, system dynamics, learning, optimization, security and privacy, tools and standards.
description: https://www.sciencedirect.com/science/article/pii/S1474034606000292?casa_token=czA4VOAn7ckAAAAA:50MkA9IXHHhAK3NsT2sEj20eFnUgl0XegQaClkultnrXtRY5Qq4L4shFWI-JQwOHctMPjUKlog
DOI: 10.5683/sp3/bxqhtq
title: Modeling, simulation, and control of flexible manufacturing systems

description: Background on distributed manufacturing scheduling models.
description: https://books.google.ca/books?hl=en&lr=&id=NwrtCgAAQBAJ&oi=fnd&pg=PR7&dq=Modeling,+Simulation,+and+Control+of+Flexible+Manufacturing+Systems:+A+Petri+Net+Approach&ots=SIe9qfsHtf&sig=t59ooImC9L0zrkfWQnnWSMb8tYs#v=onepage&q=Modeling%2C%20Simulation%2C%20and%20Control%20of%20Flexible%20Manufacturing%20Systems%3A%20A%20Petri%20Net%20Approach&f=false
DOI: 10.5683/sp3/turijs
title: Data and code from: Pest host expansion as a scale-free stepwise process across the host phylogeny

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;This dataset includes data and code for estimation and analysis of the phylogenetic constraint of pests and pathogens on North American tree genera. It contains two data .csv files with information about known pest host genera and pest nativity to North America originating from Wang et al. 2022, and four R files that download necessary files, run simulations and machine learning models, and plot figures, which should be run in order. These data and files are published with a CC0 license and are available for reuse.&lt;/p&gt;
description: <b>Dryad version number:</b> 7
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.m0cfxppdd
<b>Storage size:</b> 169871
<b>Visibility:</b> public
DOI: 10.5683/sp3/mxa2rr
title: Data from: Rapid radiations outweigh reticulations during the evolution of a 750-million-year-old lineage of cyanobacteria

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;This is the genomic and phylogenetic data used and generated in our study on &lt;em&gt;Nostoc &lt;/em&gt;evolution and species boundaries. It contains the sequence data, alignments, and tree files from our phylogenomic analyses and the raw outputs from the analyses of phylogenetic conflict.&lt;/p&gt;
description: <b>Dryad version number:</b> 3
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.dv41ns25x
<b>Storage size:</b> 1234686404
<b>Visibility:</b> public
DOI: 10.5683/sp3/ktsy9b
title: The Illustrated Page: Analyzing Illustrations of Historical Children’s Books Using Citizen Science

description: Supporting data for the article "The Illustrated Page: Analyzing Illustrations of Historical Children’s Books Using Citizen Science" (CHR 2025)
DOI: 10.5683/sp3/kea3oh
title: Manitoba Liquor, Gambling, and Cannabis Survey II

description: &lt;p&gt;The Manitoba Liquor, Gambling, and Cannabis Survey II collected information on adult Manitobans’ knowledge, attitudes and behaviours related to liquor, gambling and cannabis. Prairie Research Associates (PRA), on behalf of the Liquor, Gaming and Cannabis Authority of Manitoba (LGCA) conducted a mixed-mode survey of a total of 1,604 Manitobans aged 18 and older. The survey asked respondents questions regarding their alcohol and cannabis consumption and their participation in gambling activities (including pre-and post-pandemic), behaviours around setting limits of use, motivations for use, as well as their perceptions on LGCA public education initiatives.&lt;/p&gt;

&lt;p&gt;As the second iteration, the Manitoba Liquor, Gambling and Cannabis Survey II also compares results from prior LGCA prevalence surveys to monitor trends in use of alcohol and cannabis, and participation in gambling activities.&lt;/p&gt;

&lt;p&gt;Additional information on sampling, variables, and the survey questionnaire can be found in the accompanying summary report and codebook.&lt;/p&gt;
DOI: 10.5683/sp3/rwvmry
title: Replication Data for: Effect of soil sample handling and storage on inorganic nitrogen determination: Implications for the presidedress nitrate test

description: Soil test data (extractable nitrate and ammonium) used in the publication "Effect of soil sample handling and storage on inorganic nitrogen determination: Implications for the presidedress nitrate test"
description: Data was collected on 30+ farm fields in southern Ontario.
DOI: 10.5683/sp3/9uv6ka
title: Replication Data for: Ammonia variability and trends from globally distributed FTIR measurements and model simulations

description: This dataset contains ammonia (NH3) total columns used in 'Ammonia variability and trends from globally distributed FTIR measurements and model simulations' by Herrera et al. (submitted, 2025). The NH3 total columns are in molecules cm-2, and were retrieved from mid-infrared spectroscopic solar absorption measurements made by ground-based Fourier transform infrared (FTIR) spectrometers at 22 sites. These sites are globally distributed in both hemispheres from 45°S to 80°N, with most of them affiliated with the Network for the Detection of Atmospheric Composition Change (NDACC).
DOI: 10.5683/sp3/qlhomf
title: Integrated Modeling and Numerical Analysis of Pre-Mainshock Stress Evolution Leading to the 2016 Mw 5.8 Pawnee Earthquake

description: Numerical and statistical data, seismic catalogue, and simulation input model pertaining to the related publication.
DOI: 10.5683/sp3/dbbr9l
title: Replication Data for Acute and long-term physiological changes in muscle oxygenation and heart rate variability following Flotation-REST in healthy and concussed athletes.

description: Data for Acute (pre-to-post flotation-REST) and long-term (pre-and-post 10 weeks of flotation-REST) physiological changes in vastus lateralis muscle oxygenation and heart rate variability (variables: mean R-R interval, mean standard deviation of N-N interval and mean heart rate) following Flotation restricted environment stimulation therapy (flotation-REST) in healthy and concussed varsity athletes.
DOI: 10.5683/sp3/6dh2dx
title: Search for "intimate partner violence in 2SLGBTQ+ relationships"

description: Record provides full Medline (Ovid) strategy. Originally developed in May 2024 for a scoping review on intimate partner violence in 2SLGBTQ+ relationships, strategy provided includes a Oct 2025 update.
description: <code>CONCEPT 1: Terms relating to 2SLGBTQ+ identities</code>
 exp "Sexual and Gender Minorities"/
 exp Homosexuality/
 exp Bisexuality/
 exp Transgender Persons/ OR exp Transsexualism/
 exp Sex Reassignment Procedures/
 exp "Health Services for Transgender Persons"/
 (2slgbt* OR lgbt* OR glbt* OR "lgb+" OR gay OR bisexual* OR homosexual* OR pansexual* OR "same sex" OR two-spirit* OR lesbian* OR transgender* OR transsexual* OR (trans* adj1 (man OR men OR woman OR women OR person OR people)) OR transman OR transmasc OR trans-masc OR transfem* OR trans-fem* OR transwom?n OR transpeople OR intersex* OR queer OR genderqueer OR questioning OR nonconforming OR non-conforming OR msm OR mesm OR wsw OR (("men who have" OR "men having") adj1 ("sex with men")) OR (("women who have" OR "women having") adj1 ("sex with women")) OR "women loving women" OR "non-hetero*" OR non-monosexual* OR nonbinary OR non-binary OR ((gender OR sexual) adj1 (fluid OR dysphori* OR divers* OR minorit* OR identit* OR orient* OR transition* OR varian*)) OR (("same sex" OR "same gender") adj1 (attract* OR couple* OR love OR loving))).mp.
 "Health Services for Transgender Persons"/
 OR/1-8<code>CONCEPT 2a: Terms relating to intimate partner violence</code>
 exp Intimate Partner Violence/
 Sex Offenses/ OR Rape/
 ((violence adj3 ("coercive controlling" OR "intimate partner" OR "situational couple" OR dating OR domestic)) OR (partner adj3 (control OR power)) OR ((rape OR violence OR abuse) adj5 (marital OR spouse* OR spousal OR partner* OR dating OR family)) OR ("intimate terrorism" OR "mutual violent control") OR IPV).mp.
 ((sex* adj1 (violence OR violent OR assault* OR coerc* OR force* OR (against adj3 will))) OR rape?).mp.
 OR/10-13
 9 AND 14<code>CONCEPT 2b: Terms relating to casual intimacy</code>
 ("friend? with benefits" OR "hook* up?" OR hookup? OR ((casual OR recreational OR "emotionally uncommitted" OR anonymous OR informal OR transactional) adj1 sex*) OR ((unfamiliar OR multiple OR pre-marital OR casual) adj1 partner?) OR (fuck adj (budd* OR friend? OR boy?)) OR "one night stand?" OR "no strings" OR "booty call?" OR "netflix and chill").mp.<code>CONCEPT 2c: Terms relating to violence</code>
 (violen* OR victim* OR surviv* OR assault* OR coerc* OR force? OR incapacitat* OR abuse? OR abusive* OR batter* OR aggress* OR microaggress* OR non-consensual* OR "without consent").mp.
 Violence/ OR exp Physical Abuse/ OR Aggression/<code>CONCEPT 3: Final combination of concepts</code>
 17 OR 18
 9 AND 16 AND 19
 15 OR 20