cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17396322
title: A Self-Adjusting Decision Support System for Project Portfolio Prioritization using Integrated AHP and Reinforcement Learning

description: This is the NetLogo Agent-Based Model (ABM) source code used for the research study: 'A Reinforcement Learning Framework for Adaptive Decision-Making in Project Portfolios'.

Purpose and Methodology: The model implements an adaptive decision-making framework for optimizing strategic project prioritization and achieving Project Portfolio Management (PPM) resilience under persistent environmental uncertainty. The framework employs a hybrid approach integrating the Analytical Hierarchy Process (AHP) for establishing Key Performance Indicator (KPI) weightings and a Q-learning algorithm (governed by an ε-greedy policy) for sequential portfolio selection.

Findings & Application: The simulation, demonstrated within this code, shows that the RL-based approach significantly improves the strategic alignment and operational adaptability of the project portfolio compared to traditional methods. The model provides a novel mechanism to connect short-term project actions to long-term strategic organizational objectives.

This code serves as the primary software data for the research article and can be used by researchers for replication, validation, and future development of RL-AHP integrated systems in complex organizational contexts.
DOI: 10.5281/zenodo.17396323
title: A Self-Adjusting Decision Support System for Project Portfolio Prioritization using Integrated AHP and Reinforcement Learning

description: This is the NetLogo Agent-Based Model (ABM) source code used for the research study: 'A Reinforcement Learning Framework for Adaptive Decision-Making in Project Portfolios'.

Purpose and Methodology: The model implements an adaptive decision-making framework for optimizing strategic project prioritization and achieving Project Portfolio Management (PPM) resilience under persistent environmental uncertainty. The framework employs a hybrid approach integrating the Analytical Hierarchy Process (AHP) for establishing Key Performance Indicator (KPI) weightings and a Q-learning algorithm (governed by an ε-greedy policy) for sequential portfolio selection.

Findings & Application: The simulation, demonstrated within this code, shows that the RL-based approach significantly improves the strategic alignment and operational adaptability of the project portfolio compared to traditional methods. The model provides a novel mechanism to connect short-term project actions to long-term strategic organizational objectives.

This code serves as the primary software data for the research article and can be used by researchers for replication, validation, and future development of RL-AHP integrated systems in complex organizational contexts.
DOI: 10.13140/rg.2.2.25416.99848
title: Clergy Burnout and Leadership Styles
DOI: 10.15468/dl.sujnzy
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "TaxonKey is Heterotis rotundifolia",
 "Year 2016-2025"
 ]
}

 The dataset includes 92 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010754-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4xt5t
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Partamona littoralis"
 ]
}

 The dataset includes 101 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010755-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkazgz
title: Occurrence Download

description: A dataset containing 1570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((122.08719 37.74782,115.77198 45.9665,49.67359 35.71619,93.96242 -3.01776,107.74819 20.27007,118.05549 23.01074,124.4901 30.87526,122.08719 37.74782))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cynanchum auriculatum"
 ]
}

 The dataset includes 1570 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010756-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhw5ty
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Frankliniella schultzei"
 ]
}

 The dataset includes 853 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010757-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp98za
title: Occurrence Download

description: A dataset containing 94856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "TaxonKey is Leotiomycetes"
 ]
}

 The dataset includes 94856 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010749-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndkcne
title: Occurrence Download

description: A dataset containing 5530 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eulaema nigrita"
 ]
}

 The dataset includes 5530 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010758-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17501575
title: Vibrational Reality Theory and Simulation

description: This paper explores the idea that reality is built from vibrating strings of energy that act as a universal code. By understanding and manipulating these vibrations, it may be possible to influence space-time itself—allowing travel from point A to point B by opening a dimensional pathway. The study connects modern string theory with ancient knowledge of vibration and resonance, proposing a unified view of how frequency manipulation could enable future forms of dimensional or interspatial travel
DOI: 10.5281/zenodo.17501576
title: Vibrational Reality Theory and Simulation

description: This paper explores the idea that reality is built from vibrating strings of energy that act as a universal code. By understanding and manipulating these vibrations, it may be possible to influence space-time itself—allowing travel from point A to point B by opening a dimensional pathway. The study connects modern string theory with ancient knowledge of vibration and resonance, proposing a unified view of how frequency manipulation could enable future forms of dimensional or interspatial travel
DOI: 10.15468/dl.zd9t26
title: Occurrence Download

description: A dataset containing 19976 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stomorhina lunata"
 ]
}

 The dataset includes 19976 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010759-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5rfww
title: Occurrence Download

description: A dataset containing 25995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuculiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 30,120 30,120 60,90 60,90 30))"
 ]
}

 The dataset includes 25995 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001763-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a29p2w81f
title: ESA Snow Climate Change Initiative (Snow_cci): Snow Water Equivalent (SWE) level 3C daily global climate research data package (CRDP) (1979 – 2018), version 1.0

description: Snow water equivalent (SWE) indicates the amount of accumulated snow on land surfaces; in other words the amount of water contained within the snowpack. The SWE product time series covers the period from 1979 to 2018. Northern Hemisphere SWE products are available at daily temporal resolution with alpine areas masked.
 The product is based on data from the Scanning Multichannel Microwave Radiometer (SMMR) operated on National Aeronautics and Space Administration’s (NASA) Nimbus-7 satellite, the Special Sensor Microwave / Imager (SSM/I) and the Special Sensor Microwave Imager / Sounder (SSMI/S) carried onboard the Defense Meteorological Satellite Program (DMSP) 5D- and F-series satellites. The satellite bands provide spatial resolutions between 15 and 69 km. The retrieval methodology combines satellite passive microwave radiometer (PMR) measurements with ground-based synoptic weather station observations by Bayesian non-linear iterative assimilation. A background snow-depth field from re-gridded surface snow-depth observations and a passive microwave emission model are required components of the retrieval scheme.
 The dataset was aimed to serve the needs of users working on climate research and monitoring activities, including the detection of variability and trends, climate modelling, and aspects of hydrology and meteorology.
 The Finnish Meteorological Institute is responsible for the SWE product development and generation. For the period from 1979 to May 1987, the products are available every second day. From October 1987 till May 2018, the products are available daily. Products are only generated for the Northern Hemisphere winter seasons, usually from beginning of October till the middle of May. A limited number of SWE products are available for days in June and September; products are not available for the months July and August as there is usually no snow information reported on synoptic weather stations, which is required as input for the SWE retrieval. Because of known limitations in alpine terrain, a complex-terrain mask is applied based on the sub-grid variability in elevation determined from a high-resolution digital elevation model. All land ice and large lakes are also masked; retrievals are not produced for coastal regions of Greenland.
DOI: 10.15468/dl.3pzqkx
title: Occurrence Download

description: A dataset containing 45985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuculiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((120 30,150 30,150 60,120 60,120 30))"
 ]
}

 The dataset includes 45985 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001764-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghdw6z
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus chenii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 269 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001765-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id399185.1
title: StrainInfo SI-ID 399185.1

description: StrainInfo dataset 399185 about a strain of Bacillus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830475/2375993
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399186.1
title: StrainInfo SI-ID 399186.1

description: StrainInfo dataset 399186 about a strain of Altererythrobacter. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399187.1
title: StrainInfo SI-ID 399187.1

description: StrainInfo dataset 399187 about a strain of Bifidobacterium globosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399282.1
title: StrainInfo SI-ID 399282.1

description: StrainInfo dataset 399282 about a strain of Melghiribacillus thermohalophilus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.hzvjeo
title: Occurrence Download

description: A dataset containing 5539 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neopsephotus bourkii (Gould, 1841)"
 ]
}

 The dataset includes 5539 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002257-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id399283.1
title: StrainInfo SI-ID 399283.1

description: StrainInfo dataset 399283 about a strain of Caproicibacter fermentans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830468/2375994
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399284.1
title: StrainInfo SI-ID 399284.1

description: StrainInfo dataset 399284 about a strain of Stenotrophomonas lactitubi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399359.1
title: StrainInfo SI-ID 399359.1

description: StrainInfo dataset 399359 about a strain of Lentzea soli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399360.1
title: StrainInfo SI-ID 399360.1

description: StrainInfo dataset 399360 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830791/2375995
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399361.1
title: StrainInfo SI-ID 399361.1

description: StrainInfo dataset 399361 about a strain of Brucella. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399188.1
title: StrainInfo SI-ID 399188.1

description: StrainInfo dataset 399188 about a strain of Bacillus subtilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399189.1
title: StrainInfo SI-ID 399189.1

description: StrainInfo dataset 399189 about a strain of Catenulispora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830516/2375996
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399190.1
title: StrainInfo SI-ID 399190.1

description: StrainInfo dataset 399190 about a strain of Aphanocladium album. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399285.1
title: StrainInfo SI-ID 399285.1

description: StrainInfo dataset 399285 about a strain of Actinomadura jiaoheensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399286.1
title: StrainInfo SI-ID 399286.1

description: StrainInfo dataset 399286 about a strain of Geobacillus thermodenitrificans subsp. thermodenitrificans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830828/2375997
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399287.1
title: StrainInfo SI-ID 399287.1

description: StrainInfo dataset 399287 about a strain of Geobacillus thermodenitrificans subsp. thermodenitrificans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.dgtzqn
title: Occurrence Download

description: A dataset containing 11596 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Penelope purpurascens Wagler, 1830",
 "TaxonKey is Penelope purpurascens purpurascens",
 "TaxonKey is Penelope purpurascens brunnescens Hellmayr & Conover, 1932",
 "TaxonKey is Penelope purpurascens aequatorialis Salvadori & Festa, 1900"
 ]
}

 The dataset includes 11596 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002927-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id399288.1
title: StrainInfo SI-ID 399288.1

description: StrainInfo dataset 399288 about a strain of Paenibacillus cavernae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830461/2375998
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399362.1
title: StrainInfo SI-ID 399362.1

description: StrainInfo dataset 399362 about a strain of Leifsonia. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399363.1
title: StrainInfo SI-ID 399363.1

description: StrainInfo dataset 399363 about a strain of Glycomyces sediminimaris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399364.1
title: StrainInfo SI-ID 399364.1

description: StrainInfo dataset 399364 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830542/2375999
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399365.1
title: StrainInfo SI-ID 399365.1

description: StrainInfo dataset 399365 about a strain of Gordonia. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399191.1
title: StrainInfo SI-ID 399191.1

description: StrainInfo dataset 399191 about a strain of Klebsiella pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399192.1
title: StrainInfo SI-ID 399192.1

description: StrainInfo dataset 399192 about a strain of Marinobacter salarius. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830856/2376000
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399193.1
title: StrainInfo SI-ID 399193.1

description: StrainInfo dataset 399193 about a strain of Proteus terrae subsp. terrae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399194.1
title: StrainInfo SI-ID 399194.1

description: StrainInfo dataset 399194 about a strain of Bacteroides faecichinchillae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399289.1
title: StrainInfo SI-ID 399289.1

description: StrainInfo dataset 399289 about a strain of Stigmatella hybrida. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25582/data.2023-06.2830466/2376001
title: Data for EMSL Project 51287 from June 2023
DOI: 10.60712/si-id399290.1
title: StrainInfo SI-ID 399290.1

description: StrainInfo dataset 399290 about a strain of Pseudomonas balearica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id399291.1
title: StrainInfo SI-ID 399291.1

description: StrainInfo dataset 399291 about a strain of Flaviflexus huanghaiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.