cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17851127
title: A Theoretical Framework for Hybrid Deterministic SIR Modeling and Bayesian Hierarchical Inference in Burnout Propagation in Medical Education: Calibrated Simulations, Risk Factor Analysis, and Intervention Projections

description: Background: Burnout affects approximately 37-56% of medical undergraduates globally, escalating to around 44% immediately prior to residency and posing a substantial threat to healthcare workforce sustainability.Methods: This theoretical manuscript introduces a hybrid modeling framework that integrates a deterministic Susceptible-Infected-Recovered (SIR) model of burnout contagion with Bayesian hierarchical inference for risk factor analysis, informed by meta-analytic priors. Key calibrated parameters encompass the initial prevalence 0.3723, weekly transmission rate 0.05 (derived from longitudinal escalation patterns), recovery rate 0.02 (reflecting mindfulness intervention effects, standardized mean difference = -0.42), and relapse rate 0.01. Hierarchical priors incorporate empathy-burnout correlations (effect size r = -0.15) and stress-related coefficients (0.39). Markov chain Monte Carlo (MCMC) posteriors, based on 10,000 iterations, are estimated. Sensitivity analysis via parameter sweeps and Monte Carlo simulations are performed.Results: Sensitivity analysis demonstrates that variations in stress levels and transmission rates significantly influence peak burnout prevalence, with posteriors estimating stress coefficient 0.40 (95% highest density interval: 0.35--0.45) and empathy -0.16 (95% highest density interval: -0.21-- -0.11). Parameter sweeps attribute 85% of peak prevalence variance to transmission rate, while Monte Carlo simulations yield 95% prediction intervals of 380--460 cases for a cohort of 1000. Posterior predictive checks (p = 0.07) validate model fit to observed empirical peaks (45% in year 3). Projected interventions, such as pass/fail grading (odds ratio = 1.4) and mindfulness training (22% peak reduction), are estimated to avert 15--30% of cumulative incidence.Conclusions: This framework promotes ethical, evidence-based strategies for burnout prevention across preclinical and residency training phases, with extensible applications to other social epidemics, including depression and anxiety contagion through SEIR model variants.
DOI: 10.5281/zenodo.18644660
title: A Theoretical Framework for Hybrid Deterministic SIR Modeling and Bayesian Hierarchical Inference in Burnout Propagation in Medical Education: Calibrated Simulations, Risk Factor Analysis, and Intervention Projections

description: Background: Burnout affects approximately 37-56% of medical undergraduates globally, escalating to around 44% immediately prior to residency and posing a substantial threat to healthcare workforce sustainability.Methods: This theoretical manuscript introduces a hybrid modeling framework that integrates a deterministic Susceptible-Infected-Recovered (SIR) model of burnout contagion with Bayesian hierarchical inference for risk factor analysis, informed by meta-analytic priors. Key calibrated parameters encompass the initial prevalence 0.3723, weekly transmission rate 0.05 (derived from longitudinal escalation patterns), recovery rate 0.02 (reflecting mindfulness intervention effects, standardized mean difference = -0.42), and relapse rate 0.01. Hierarchical priors incorporate empathy-burnout correlations (effect size r = -0.15) and stress-related coefficients (0.39). Markov chain Monte Carlo (MCMC) posteriors, based on 10,000 iterations, are estimated. Sensitivity analysis via parameter sweeps and Monte Carlo simulations are performed.Results: Sensitivity analysis demonstrates that variations in stress levels and transmission rates significantly influence peak burnout prevalence, with posteriors estimating stress coefficient 0.40 (95% highest density interval: 0.35--0.45) and empathy -0.16 (95% highest density interval: -0.21-- -0.11). Parameter sweeps attribute 85% of peak prevalence variance to transmission rate, while Monte Carlo simulations yield 95% prediction intervals of 380--460 cases for a cohort of 1000. Posterior predictive checks (p = 0.07) validate model fit to observed empirical peaks (45% in year 3). Projected interventions, such as pass/fail grading (odds ratio = 1.4) and mindfulness training (22% peak reduction), are estimated to avert 15--30% of cumulative incidence.Conclusions: This framework promotes ethical, evidence-based strategies for burnout prevention across preclinical and residency training phases, with extensible applications to other social epidemics, including depression and anxiety contagion through SEIR model variants.
DOI: 10.15468/dl.dja25f
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardisia zeylanica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019352-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rm93d3
title: Occurrence Download

description: A dataset containing 825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is c54097e6-0972-4acb-b849-eaeba29c917d",
 "TaxonKey is Puma concolor",
 "Year 2000-2026"
 ]
}

 The dataset includes 825 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019353-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18644666
title: plethodon_kentucki_spades_02.fasta.gz
DOI: 10.15468/dl.8cp6yj
title: Occurrence Download

description: A dataset containing 9696023 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 9696023 records from 8032 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018393-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id404202.1
title: StrainInfo SI-ID 404202.1

description: StrainInfo dataset 404202 about a strain of Kaistia 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-id404203.1
title: StrainInfo SI-ID 404203.1

description: StrainInfo dataset 404203 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-id404204.1
title: StrainInfo SI-ID 404204.1

description: StrainInfo dataset 404204 about a strain of Paenibacillus. 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-id404226.1
title: StrainInfo SI-ID 404226.1

description: StrainInfo dataset 404226 about a strain of Saitozyma podzolica. 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-id404227.1
title: StrainInfo SI-ID 404227.1

description: StrainInfo dataset 404227 about a strain of Neisseria oralis. 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-id404228.1
title: StrainInfo SI-ID 404228.1

description: StrainInfo dataset 404228 about a strain of Muriicola jejuensis. 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.eew5zn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "CatalogNumber is 1445",
 "TaxonKey is Piper guineense Schumach. & Thonn."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021672-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id404326.1
title: StrainInfo SI-ID 404326.1

description: StrainInfo dataset 404326 about a strain of Methylobacterium. 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-id404327.1
title: StrainInfo SI-ID 404327.1

description: StrainInfo dataset 404327 about a strain of Chthonomonas calidirosea. 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-id404328.1
title: StrainInfo SI-ID 404328.1

description: StrainInfo dataset 404328 about a strain of Micrococcus luteus. 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-id404205.1
title: StrainInfo SI-ID 404205.1

description: StrainInfo dataset 404205 about a strain of Thermospira aquatica. 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.myartb
title: Occurrence Download

description: A dataset containing 8988 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoenicopterus chilensis Molina, 1782"
 ]
}

 The dataset includes 8988 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002966-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id404206.1
title: StrainInfo SI-ID 404206.1

description: StrainInfo dataset 404206 about a strain of Streptacidiphilus melanogenes. 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-id404207.1
title: StrainInfo SI-ID 404207.1

description: StrainInfo dataset 404207 about a strain of Streptomyces fukangensis. 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-id404208.1
title: StrainInfo SI-ID 404208.1

description: StrainInfo dataset 404208 about a strain of Pseudomonas. 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-id404229.1
title: StrainInfo SI-ID 404229.1

description: StrainInfo dataset 404229 about a strain of Streptomyces. 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-id404230.1
title: StrainInfo SI-ID 404230.1

description: StrainInfo dataset 404230 about a strain of Campylobacter jejuni. 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-id404231.1
title: StrainInfo SI-ID 404231.1

description: StrainInfo dataset 404231 about a strain of Brevundimonas nasdae. 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-id404232.1
title: StrainInfo SI-ID 404232.1

description: StrainInfo dataset 404232 about a strain of Nocardioides 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-id404329.1
title: StrainInfo SI-ID 404329.1

description: StrainInfo dataset 404329 about a strain of Rhodococcus erythropolis. 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-id404330.1
title: StrainInfo SI-ID 404330.1

description: StrainInfo dataset 404330 about a strain of Porphyromonas loveana. 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-id404331.1
title: StrainInfo SI-ID 404331.1

description: StrainInfo dataset 404331 about a strain of Ruminococcus flavefaciens. 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-id404332.1
title: StrainInfo SI-ID 404332.1

description: StrainInfo dataset 404332 about a strain of Oceanimonas marisflavi. 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-id404209.1
title: StrainInfo SI-ID 404209.1

description: StrainInfo dataset 404209 about a strain of Polaromonas cryoconiti. 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-id404210.1
title: StrainInfo SI-ID 404210.1

description: StrainInfo dataset 404210 about a strain of Salinimicrobium xinjiangense. 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-id404211.1
title: StrainInfo SI-ID 404211.1

description: StrainInfo dataset 404211 about a strain of Ancylobacter. 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-id404212.1
title: StrainInfo SI-ID 404212.1

description: StrainInfo dataset 404212 about a strain of Streptomyces cyaneus. 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-id404233.1
title: StrainInfo SI-ID 404233.1

description: StrainInfo dataset 404233 about a strain of Bacillus licheniformis. 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-id404234.1
title: StrainInfo SI-ID 404234.1

description: StrainInfo dataset 404234 about a strain of Bacillus cereus. 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-id404235.1
title: StrainInfo SI-ID 404235.1

description: StrainInfo dataset 404235 about a strain of Chitinibacter fontanus. 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-id404236.1
title: StrainInfo SI-ID 404236.1

description: StrainInfo dataset 404236 about a strain of Coniochaeta cipronana. 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-id404333.1
title: StrainInfo SI-ID 404333.1

description: StrainInfo dataset 404333 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: 10.60712/si-id404334.1
title: StrainInfo SI-ID 404334.1

description: StrainInfo dataset 404334 about a strain of Pullulanibacillus naganoensis. 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-id404335.1
title: StrainInfo SI-ID 404335.1

description: StrainInfo dataset 404335 about a strain of Tsukamurella tyrosinosolvens. 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-id404336.1
title: StrainInfo SI-ID 404336.1

description: StrainInfo dataset 404336 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: 10.60712/si-id404213.1
title: StrainInfo SI-ID 404213.1

description: StrainInfo dataset 404213 about a strain of Serpentinimonas maccroryi. 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-id404214.1
title: StrainInfo SI-ID 404214.1

description: StrainInfo dataset 404214 about a strain of Alteromonas mediterranea. 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-id404215.1
title: StrainInfo SI-ID 404215.1

description: StrainInfo dataset 404215 about a strain of Clostridium. 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-id404216.1
title: StrainInfo SI-ID 404216.1

description: StrainInfo dataset 404216 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-id404237.1
title: StrainInfo SI-ID 404237.1

description: StrainInfo dataset 404237 about a strain of Klebsiella michiganensis. 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.dexfwj
title: Occurrence Download

description: A dataset containing 3095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus pseudostrobus Lindl."
 ]
}

 The dataset includes 3095 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086340-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id404238.1
title: StrainInfo SI-ID 404238.1

description: StrainInfo dataset 404238 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-id404239.1
title: StrainInfo SI-ID 404239.1

description: StrainInfo dataset 404239 about a strain of Kroppenstedtia. 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-id404240.1
title: StrainInfo SI-ID 404240.1

description: StrainInfo dataset 404240 about a strain of Paenibacillus. 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-id404337.1
title: StrainInfo SI-ID 404337.1

description: StrainInfo dataset 404337 about a strain of Campylobacter jejuni. 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-id404338.1
title: StrainInfo SI-ID 404338.1

description: StrainInfo dataset 404338 about a strain of Trinickia diaoshuihuensis. 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-id404339.1
title: StrainInfo SI-ID 404339.1

description: StrainInfo dataset 404339 about a strain of Zymomonas mobilis. 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.