cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.er6j7q
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhizophora racemosa G.Mey."
 ]
}

 The dataset includes 816 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083272-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqtv48
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Homalomena kelungensis Hayata",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009271-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udq6t9
title: Occurrence Download

description: A dataset listing the 222922 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenoptera"
 ]
}

 The dataset's 222922 records were derived from 4583 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183425-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/q6hrrl
title: PAN-00180699 - Early modern devotional pendant

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180699&lt;/p&gt;
description: Modified: 2025-10-08T13:38:46+02:00
DOI: 10.15468/dl.a9thkc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.621 1.049184, 101.550725 1.043616, 101.482182 1.02705, 101.417058 0.9998939999999999, 101.356957 0.962817, 101.303359 0.916731, 101.257584 0.862773, 101.220759 0.802271, 101.193791 0.736715, 101.177342 0.667718, 101.171818 0.596982, 101.177354 0.526245, 101.193813 0.457252, 101.220789 0.3917, 101.257619 0.331202, 101.303396 0.27725, 101.356991 0.23117, 101.417087 0.194098, 101.482203 0.166946, 101.550737 0.150382, 101.621 0.144815, 101.691263 0.150382, 101.759797 0.166946, 101.824913 0.194098, 101.885009 0.23117, 101.938604 0.27725, 101.984381 0.331202, 102.021211 0.3917, 102.048187 0.457252, 102.064646 0.526245, 102.070182 0.596982, 102.064658 0.667718, 102.048209 0.736715, 102.021241 0.802271, 101.984416 0.862773, 101.938641 0.916731, 101.885043 0.962817, 101.824942 0.9998939999999999, 101.759818 1.02705, 101.691275 1.043616, 101.621 1.049184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040633-251120083545085/datasets/export for details.
DOI: 10.17909/k0zz-f371
title: JWST-IMFERNO

description: Spectroscopic data from the JWST-IMFERNO program (GO-5629)
DOI: 10.5517/ccdc.csd.cc2nxpt3
title: CCDC 2470446: Experimental Crystal Structure Determination

description: Related Article: Matija Modrušan, Nikola Cindro, Marija Cvetnić, Andrea Usenik, Slavica Petrović, Jakov Borovec, Katarina Leko, Karla Kukina Gradečak, Vladimir Stilinović, Gordan Horvat, Tomica Hrenar, Josip Požar, Vladislav Tomišić|2025|ACS Org. Inorg. Au|||doi:10.1021/acsorginorgau.5c00095
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nxpv4
title: CCDC 2470447: Experimental Crystal Structure Determination

description: Related Article: Matija Modrušan, Nikola Cindro, Marija Cvetnić, Andrea Usenik, Slavica Petrović, Jakov Borovec, Katarina Leko, Karla Kukina Gradečak, Vladimir Stilinović, Gordan Horvat, Tomica Hrenar, Josip Požar, Vladislav Tomišić|2025|ACS Org. Inorg. Au|||doi:10.1021/acsorginorgau.5c00095
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nxpw5
title: CCDC 2470448: Experimental Crystal Structure Determination

description: Related Article: Matija Modrušan, Nikola Cindro, Marija Cvetnić, Andrea Usenik, Slavica Petrović, Jakov Borovec, Katarina Leko, Karla Kukina Gradečak, Vladimir Stilinović, Gordan Horvat, Tomica Hrenar, Josip Požar, Vladislav Tomišić|2025|ACS Org. Inorg. Au|||doi:10.1021/acsorginorgau.5c00095
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pctrn
title: CCDC 2484022: Experimental Crystal Structure Determination

description: Related Article: Jan Kubinec, Filip Koucký, Adam Svítok, Jan Faltejsek, Jan Kotek, Vojtěch Kubíček, Petr Hermann|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04142
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pcttq
title: CCDC 2484024: Experimental Crystal Structure Determination

description: Related Article: Jan Kubinec, Filip Koucký, Adam Svítok, Jan Faltejsek, Jan Kotek, Vojtěch Kubíček, Petr Hermann|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04142
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pctvr
title: CCDC 2484025: Experimental Crystal Structure Determination

description: Related Article: Jan Kubinec, Filip Koucký, Adam Svítok, Jan Faltejsek, Jan Kotek, Vojtěch Kubíček, Petr Hermann|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04142
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2psbzt
title: CCDC 2496057: Experimental Crystal Structure Determination

description: Related Article: Qiang Pan, Min Wang, Yuan-Hong Tu, Pei-Xin Rui, Xiang-Guo Hu|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c04327
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2psc0w
title: CCDC 2496058: Experimental Crystal Structure Determination

description: Related Article: Qiang Pan, Min Wang, Yuan-Hong Tu, Pei-Xin Rui, Xiang-Guo Hu|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c04327
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.7thp7b
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aktedrilus svetlovi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040635-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/szjlgw
title: PAN-00142168 - terra sigillata cup type Drag. 33

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00142168&lt;/p&gt;
description: Modified: 2025-10-13T15:30:48+02:00
DOI: 10.5281/zenodo.17865623
title: Supplementary material for a manuscript: Minipig model for Huntington's disease

description: Supplementary materials for the manuscript Kolesnikova et al.
DOI: 10.5281/zenodo.17865624
title: Supplementary material for a manuscript: Minipig model for Huntington's disease

description: Supplementary materials for the manuscript Kolesnikova et al.
DOI: 10.15468/dl.6qs8r6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2024",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "GadmGid is URU",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 500",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040637-251120083545085/datasets/export for details.
DOI: 10.17026/ar/dqg79q
title: PAN-00142543 - terra sigillata plate type Drag. 18

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00142543&lt;/p&gt;
description: Modified: 2025-10-14T16:05:13+02:00
DOI: 10.25824/redu/5gvru4
title: Dados de pesquisa: gliconeogênese renal em camundogos obesos e exercício

description: O conjunto de dados foi gerado com o propósito de investigar os efeitos da obesidade induzida por dieta hiperlipídica e da intervenção com exercício físico aeróbico sobre os mecanismos moleculares e bioenergéticos associados à gliconeogênese renal e à função mitocondrial. O objetivo principal foi compreender de que forma a resistência à insulina afeta as vias metabólicas renais relacionadas ao controle glicêmico e se o treinamento aeróbico é capaz de modular esses efeitos em nível transcricional e proteico. Os dados fundamentam a tese de doutorado de Raphael dos Santos Canciglieri, desenvolvida no Programa de Pós-Graduação em Nutrição, Esporte e Metabolismo (CNEM) da Universidade Estadual de Campinas (UNICAMP), e contribuem para o entendimento dos mecanismos renais envolvidos na homeostase glicêmica em condições de obesidade e resistência à insulina. O conjunto inclui dados quantitativos e qualitativos obtidos de experimentos conduzidos com camundongos machos Swiss, distribuídos em três grupos experimentais: Controle (CT), Obeso Sedentário (OBS) e Obeso Aeróbico (OBA). Os dados abrangem: Medidas de peso corporal e ganho ponderal semanal; Testes de tolerância à insulina; Expressão gênica relativa (qPCR) de transportadores de solutos, inflamação, estresse de reticulo e genes relacionados à biogênese mitocondrial (Slc5a2, Slc5a3, Slc4a4, Slc13a2, Ppargc1a, Tfam, Cyb1); Expressão proteica obtida por Western blot para IRS-1 total, phospho-IRS-1 (Ser612), OXPHOS, G6Pase e PEPCK, com quantificação densitométrica realizada nos softwares ImageJ (Fiji, NIH, EUA) e UNIscanit 6.1 (Silk Scientific, EUA); Dados de respirometria mitocondrial de alta resolução (Oroboros O2k®) avaliando os estados acoplado (OXPHOS) e desacoplado (ETS) dos complexos I e II. Os arquivos estão organizados em planilhas .xlsx e .csv, contendo dados numéricos originais e tratados. O escopo do conjunto de dados abrange experimentos realizados durante o periodo de doutorado no Laboratório Ecebil. Os dados representam medições originais e reproduzíveis que sustentam a análise dos efeitos da obesidade e do exercício físico sobre a gliconeogênese renal, a sinalização da insulina e a biogênese mitocondrial.O conjunto serve como base para futuras pesquisas em fisiologia renal, metabolismo energético e doenças metabólicas
DOI: 10.15468/dl.tgxg7q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.618 1.050184, 100.547725 1.044616, 100.479182 1.02805, 100.414057 1.000894, 100.353956 0.963817, 100.300359 0.917731, 100.254584 0.863773, 100.217759 0.803271, 100.190791 0.737715, 100.174342 0.668718, 100.168818 0.597982, 100.174354 0.527245, 100.190813 0.458252, 100.217789 0.3927, 100.254619 0.332202, 100.300396 0.27825, 100.353991 0.23217, 100.414087 0.195098, 100.479203 0.167946, 100.547737 0.151382, 100.618 0.145815, 100.688263 0.151382, 100.756797 0.167946, 100.821913 0.195098, 100.882009 0.23217, 100.935604 0.27825, 100.981381 0.332202, 101.018211 0.3927, 101.045187 0.458252, 101.061646 0.527245, 101.067182 0.597982, 101.061658 0.668718, 101.045209 0.737715, 101.018241 0.803271, 100.981416 0.863773, 100.935641 0.917731, 100.882044 0.963817, 100.821943 1.000894, 100.756818 1.02805, 100.688275 1.044616, 100.618 1.050184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040638-251120083545085/datasets/export for details.
DOI: 10.15468/dl.nyqrps
title: Occurrence Download

description: A dataset containing 100944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carya"
 ]
}

 The dataset includes 100944 records from 547 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040547-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jxrj7
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atlantidrilus biparis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040639-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/8x4iyd
title: Marrickville Council, Tempe Birdos

description: Marrickville Council recently began collecting bird species data on a rehabilitated and revegetated former tip site at Tempe in the Marrickville LGA, inner western Sydney, through a newly established volunteer group. 

The Biodiversity team at Council supports and supervises the volunteer group and data is collected each month using a consistent survey methodology.
DOI: 10.15468/dl.qqm8zj
title: Occurrence Download

description: A dataset containing 1464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Coordinate rounded",
 "OccurrenceStatus is Present",
 "TaxonKey is Coronella austriaca",
 "Year 2020-2025"
 ]
}

 The dataset includes 1464 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040641-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/fwoc93
title: Australian River Assessment System

description: AUSRIVAS is a rapid prediction system used to assess the biological health of Australian rivers. AUSRIVAS was developed under the National River Health Program (NRHP) by the Federal Government in 1994, in response to growing concern in Australia for maintaining ecological values.
DOI: 10.15468/5n98sv
title: A new species of Pimelodus La Cépède, 1803 (Siluriformes: Pimelodidae) from rio Ribeira de Iguape basin, Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ribeiro, Frank Raynner V., de Lucena, Carlos Alberto S., Oyakawa, Osvaldo T. (2011): A new species of Pimelodus La Cépède, 1803 (Siluriformes: Pimelodidae) from rio Ribeira de Iguape basin, Brazil. Neotropical Ichthyology 9 (1): 127-134, DOI: 10.1590/S1679-62252011000100011, URL: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1679-62252011000100011&lng=en&tlng=enPimelodus multicratifer, a new species, is described from the rio Ribeira de Iguape basin. The new species differs from the other Pimelodus species by the following features: 26 to 30 gill rakers on the first branchial arch; a combination of three to six rows of dark spots regularly or irregularly scattered on the flanks and several small dark spots irregularly scattered on the dorsal surface of head, supraoccipital process, and sometimes on the dorsal and caudal fins; striated lips; maxillary barbels reaching between posterior tip of the pelvic-fin rays and posterior tip of the middle caudal-fin rays.Pimelodus multicratifer, espécie nova, é descrita da bacia do rio Ribeira de Iguape. A espécie nova difere das demais espécies de Pimelodus pelas seguintes características: 26 a 30 rastros branquiais sobre o primeiro arco branquial; a combinação de três a seis fileiras de máculas regular ou irregularmente distribuídas sobre os flancos e várias máculas menores irregularmente distribuídas sobre a superfície dorsal da cabeça e processo supraoccipital, e algumas vezes, nas nadadeiras dorsal e caudal; lábios estriados; barbilhões maxilares alcançando a extremidade posterior dos raios da nadadeira pélvica e a extremidade posterior dos raios médios da nadadeira caudal.
DOI: 10.15468/dl.63ykz8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.693 1.051184, 100.622725 1.045616, 100.554182 1.02905, 100.489057 1.001894, 100.428956 0.964817, 100.375359 0.918731, 100.329584 0.864773, 100.292759 0.804271, 100.265791 0.738715, 100.249342 0.669718, 100.243818 0.598981, 100.249354 0.528245, 100.265812 0.459252, 100.292789 0.3937, 100.329619 0.333202, 100.375395 0.27925, 100.428991 0.23317, 100.489087 0.196098, 100.554203 0.168946, 100.622737 0.152382, 100.693 0.146815, 100.763263 0.152382, 100.831797 0.168946, 100.896913 0.196098, 100.957009 0.23317, 101.010605 0.27925, 101.056381 0.333202, 101.093211 0.3937, 101.120188 0.459252, 101.136646 0.528245, 101.142182 0.598981, 101.136658 0.669718, 101.120209 0.738715, 101.093241 0.804271, 101.056416 0.864773, 101.010641 0.918731, 100.957044 0.964817, 100.896943 1.001894, 100.831818 1.02905, 100.763275 1.045616, 100.693 1.051184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040642-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17867250
title: A Theoretical Bayesian SIR Modeling Framework for Burnout Propagation in Medical Education: Calibrated Simulations, Hierarchical Inference, and Intervention Projections

description: Burnout affects 37.23% (95% CI: 32.66--42.05%) of medical undergraduates globally [Almutairi et al. 2022], rising to 44.2% before residency [Frajerman et al. 2019] and threatening workforce sustainability. This theoretical manuscript presents a falsifiable framework that integrates an extended Susceptible-Infected-Recovered (SIR) model for burnout contagion with Bayesian hierarchical inference based on meta-analytic priors. Calibrated parameters include initial prevalence I(0)/N=0.3723 [Almutairi et al. 2022], transmission rate β=0.05 (weekly, derived from longitudinal escalation [Hansell et al. 2019]), recovery rate γ=0.02 (mindfulness effects, SMD=-0.42 [Shi et al. 2021]), and relapse rate δ=0.01. Hierarchical priors are informed by empathy-burnout correlations (ESr=-0.15, 95% CI [-0.21, -0.10] [Bergman et al. 2024]) and stress models (β_stress=0.39 [Kim et al. 2024]). MCMC posteriors (10,000 iterations) yield E[β_stress]=0.40 (95% HDI [0.35, 0.45]), E[β_empathy]=-0.16 (95% HDI [-0.21, -0.11]). Parameter sweep analysis attributes 85% of peak variance to β; Monte Carlo propagation provides 95% prediction intervals [380, 460] cases (N=1000). Posterior predictive checks (p=0.07>0.05) confirm fit to empirical peaks (45% in year 3 [Hansell et al. 2019]). Interventions (e.g., pass/fail grading, OR=1.4 [Perlis et al. 2024]; mindfulness, 22% peak reduction) are projected to mitigate 15--30% of incidence. Reproducible Python/PyMC code enables verification. This framework supports ethical, evidence-based prevention of burnout across preclinical to residency phases, with broader implications for social epidemics, including depression and anxiety contagion via SEIR extensions.Keywords: Burnout, Medical Education, SIR Model, Bayesian Inference, Sensitivity Analysis, Social Epidemics, SEIR Model