cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15477856
title: Data-Driven Design of High-Temperature-Resistant Polyimides Using Hierarchical Gaussian Process Regression

description: Accurate prediction of Tg for polyimides (PIs) is essential for assessing material performance in high-temperature applications in aerospace, electronics, microelectronics and flexible display technology. However, experimental measurements remain critically challenging due to the labor-intensive synthesis, conventional instrument limits, and time-consuming characterization processes. While force field limitations, timescale discrepancy and validation difficulties exist in the prediction of Tg for PIs using molecular dynamic stimulation. In this study, we introduce a hierarchical Gaussian process regression (HGPR) machine learning method that integrates prior knowledge to predict Tg for PIs with small-sample datasets. We employ RDKit for molecular descriptor calculation and feature selection. 21 key descriptors are identified and exceptional model performance with a coefficient of determination R² of 0.98/0.74 on the training/test set is achieved, surpassing conventional machine learning approaches. We further use SHapley Additive exPlanations (SHAP) analysis to study the actionable insights for designing thermally stable PIs. The number of rotatable bonds and minimum partial charge act as dominant factors influencing Tg. Validation through experimental synthesis and molecular dynamics simulations confirm that the prediction errors are below 15%, while a Bayesian update strategy with a radial basis function kernel corrected systematic underestimation in the high-Tg regime (> 270°C). This work provides a robust, validated Tg prediction tool, elucidates critical structure-property relationships, and establishes a transferable framework for data-driven materials design, advancing the development of high-performance polymers.
DOI: 10.5281/zenodo.15481911
title: Transfer Learning-Enhanced Prediction of Glass Transition Temperature in Bismaleimide-Based Polyimides

description: The glass transition temperature (Tg) is a pivotal parameter governing the thermal and mechanical properties of bismaleimide-based polyimide (BMI) resins. However, limited experimental data for BMI systems posed significant challenges for predictive modeling. To address this gap, this study introduces a hybrid modeling framework leveraging transfer learning. Specifically, a multilayer perceptron (MLP) deep neural network is pre-trained on a large-scale polymer database and subsequently fine-tuned on a small-sample BMI dataset. Complementing this approach, six interpretable machine learning algorithms—Random Forest, Ridge Regression, K-Nearest Neighbors, Bayesian Regression, Support Vector Regression, and Extreme Gradient Boosting —are employed to construct transparent predictive models. SHapley Additive exPlanations (SHAP) analysis is further utilized to quantify the relative contributions of molecular descriptors to Tg. Results demonstrate that the transfer learning strategy achieves superior predictive accuracy in data-scarce scenarios compared to direct training on BMI dataset. SHAP analysis identified charge distribution inhomogeneity, molecular topology, and molecular surface area properties as the major influences on Tg. This integrated framework not only improves the prediction performance, but also provides feasible insights into molecular structure design, laying a solid foundation for rational engineering of high-performance BMI resins.
DOI: 10.5281/zenodo.15481912
title: Transfer Learning-Enhanced Prediction of Glass Transition Temperature in Bismaleimide-Based Polyimides

description: The glass transition temperature (Tg) is a pivotal parameter governing the thermal and mechanical properties of bismaleimide-based polyimide (BMI) resins. However, limited experimental data for BMI systems posed significant challenges for predictive modeling. To address this gap, this study introduces a hybrid modeling framework leveraging transfer learning. Specifically, a multilayer perceptron (MLP) deep neural network is pre-trained on a large-scale polymer database and subsequently fine-tuned on a small-sample BMI dataset. Complementing this approach, six interpretable machine learning algorithms—Random Forest, Ridge Regression, K-Nearest Neighbors, Bayesian Regression, Support Vector Regression, and Extreme Gradient Boosting —are employed to construct transparent predictive models. SHapley Additive exPlanations (SHAP) analysis is further utilized to quantify the relative contributions of molecular descriptors to Tg. Results demonstrate that the transfer learning strategy achieves superior predictive accuracy in data-scarce scenarios compared to direct training on BMI dataset. SHAP analysis identified charge distribution inhomogeneity, molecular topology, and molecular surface area properties as the major influences on Tg. This integrated framework not only improves the prediction performance, but also provides feasible insights into molecular structure design, laying a solid foundation for rational engineering of high-performance BMI resins.
DOI: 10.15468/dl.bfv4cm
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isoglossa dichotoma (Blume) B.Hansen"
 ]
}

 The dataset includes 215 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033537-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bwuuy
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Macroalgas, equinodermos y crustáceos de la Isla Cayo Serranilla durante la Expedición Seaflower 2017 - Proyecto Colombia BIO"
 ]
}

 The dataset includes 197 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231970-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4vtba
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera sarmentosa L.f."
 ]
}

 The dataset includes 268 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033530-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5s7crr
title: Occurrence Download

description: A dataset containing 117298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus Linnaeus, 1758"
 ]
}

 The dataset includes 117298 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009251-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54x9e3
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glaucium acutidentatum Hausskn. & Bornm."
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229425-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9eyj33
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isoglossa delicatula C.B.Clarke"
 ]
}

 The dataset includes 50 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033532-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk35km
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Etmopterus pusillus (Lowe, 1839)",
 "Year 2000-2023"
 ]
}

 The dataset includes 410 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275532-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7vb29
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brunei Darussalam, Myanmar, Cambodia, Timor-Leste, Indonesia, Lao People’s Democratic Republic, Malaysia, Philippines, Singapore, Thailand, Viet Nam)",
 "DatasetKey is Global compendium of Aedes albopictus occurrence",
 "Year 2001-2014"
 ]
}

 The dataset includes 249 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229416-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8535s
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jasminum bakeri Scott Elliot"
 ]
}

 The dataset includes 167 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033540-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s26hv6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micronycteris giovanniae Baker & Fonseca, 2007"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250945-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34u2h8
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbena venturii Moldenke"
 ]
}

 The dataset includes 353 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229417-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj5upk
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deudorix isocrates (Fabricius, 1793)"
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033542-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8sarv
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbena tumidula L.M.Perry"
 ]
}

 The dataset includes 96 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229412-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bduzp
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbena turneri (G.L.Nesom) Christenh. & Byng"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229413-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.echc6p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than or equal to 46.6681610927096",
 "DecimalLatitude is less than or equal to 46.6805270688987",
 "DecimalLongitude is greater than or equal to 103.290531179856",
 "DecimalLongitude is less than or equal to 103.308497039824",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229414-230224095556074/datasets/export for details.
DOI: 10.15468/dl.rs6qew
title: Occurrence Download

description: A dataset containing 19019158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corvus frugilegus Linnaeus, 1758, Corvus cornix Linnaeus, 1758, Corvus tasmanicus Mathews, 1912, Corvus coronoides Vigors & Horsfield, 1827, Pitohui dichrous (Bonaparte, 1850), Eulacestoma nigropectus De Vis, 1894, Aleadryas rufinucha (P.L.Sclater, 1874), Pyrrhocorax pyrrhocorax (Linnaeus, 1758), Pyrrhocorax graculus (Linnaeus, 1766), Cyanocorax yncas (Boddaert, 1783), Cyanocitta cristata (Linnaeus, 1758))",
 "BasisOfRecord is one of (Human Observation, Literature Occurrence, Living Specimen, Observation, Specimen, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2021",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 19019158 records from 1903 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275507-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110586233
title: Persepolis Fortification Aramaic Text 153b, PFAT 153b

description: [Text Description:] Administrative text with seals PFATS 0193s; PFATS 0191; PFATS 0192 ❧ [Text or Publication Number Note:] PFAT 153b, Bowman 153b ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0193s flat edge; PFATS 0191 obverse; PFATS 0192 reverse. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110588282
title: Persepolis Fortification Aramaic Text 200, PFAT 200

description: [Text Description:] Administrative text with illegible seal ❧ [Text or Publication Number Note:] PFAT 200, Bowman 200 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Illegible seal impression on obverse.
DOI: 10.25549/inscriptifact-ouc110586232
title: Persepolis Fortification Aramaic Text 153b, PFAT 153b

description: [Text Description:] Administrative text with seals PFATS 0193s; PFATS 0191; PFATS 0192 ❧ [Text or Publication Number Note:] PFAT 153b, Bowman 153b ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0193s flat edge; PFATS 0191 obverse; PFATS 0192 reverse. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110588264
title: Persepolis Fortification Aramaic Text 199, PFAT 199

description: [Text Description:] Administrative text with seals PFATS 0227; PFATS 0228; PFATS 0226s ❧ [Text or Publication Number Note:] PFAT 199, Bowman 199 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0227 on obverse; PFATS 0228 on upper edge; PFATS 0226s on reverse.
DOI: 10.25549/inscriptifact-ouc110586231
title: Persepolis Fortification Aramaic Text 153b, PFAT 153b

description: [Text Description:] Administrative text with seals PFATS 0193s; PFATS 0191; PFATS 0192 ❧ [Text or Publication Number Note:] PFAT 153b, Bowman 153b ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0193s flat edge; PFATS 0191 obverse; PFATS 0192 reverse. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110588257
title: Persepolis Fortification Aramaic Text 198, PFAT 198

description: [Text Description:] Administrative text with seals PFATS 0224; PFATS 0225s ❧ [Text or Publication Number Note:] PFAT 198, Bowman 198 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0224 on reverse; PFATS 0225s on bottom edge.
DOI: 10.25549/inscriptifact-ouc110586227
title: Persepolis Fortification Aramaic Text 153b, PFAT 153b

description: [Text Description:] Administrative text with seals PFATS 0193s; PFATS 0191; PFATS 0192 ❧ [Text or Publication Number Note:] PFAT 153b, Bowman 153b ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0193s flat edge; PFATS 0191 obverse; PFATS 0192 reverse. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110588212
title: Persepolis Fortification Aramaic Text 197, PFAT 197

description: [Text Description:] Administrative text with seals PFATS 0223s; PFATS 0222; PFATS 0220s and 0221s ❧ [Text or Publication Number Note:] PFAT 197, Bowman 197 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0223s bottom edge; PFATS 0222 reverse; PFATS 0220s and 0221s upper edge. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110586201
title: Persepolis Fortification Aramaic Text 153a, PFAT 153a

description: [Text Description:] Administrative text with seals PFATS 0190; illeg. ❧ [Text or Publication Number Note:] PFAT 153a, Bowman 153a ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0190 bottom edge, obverse, reverse, upper edge; illeg. flat edge.
DOI: 10.25549/inscriptifact-ouc110588211
title: Persepolis Fortification Aramaic Text 197, PFAT 197

description: [Text Description:] Administrative text with seals PFATS 0223s; PFATS 0222; PFATS 0220s and 0221s ❧ [Text or Publication Number Note:] PFAT 197, Bowman 197 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0223s bottom edge; PFATS 0222 reverse; PFATS 0220s and 0221s upper edge. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110586196
title: Persepolis Fortification Aramaic Text 153a, PFAT 153a

description: [Text Description:] Administrative text with seals PFATS 0190; illeg. ❧ [Text or Publication Number Note:] PFAT 153a, Bowman 153a ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0190 bottom edge, obverse, reverse, upper edge; illeg. flat edge.
DOI: 10.25549/inscriptifact-ouc110588208
title: Persepolis Fortification Aramaic Text 197, PFAT 197

description: [Text Description:] Administrative text with seals PFATS 0223s; PFATS 0222; PFATS 0220s and 0221s ❧ [Text or Publication Number Note:] PFAT 197, Bowman 197 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0223s bottom edge; PFATS 0222 reverse; PFATS 0220s and 0221s upper edge. ❧ [Physical Object Note:] Round edge damaged
DOI: 10.25549/inscriptifact-ouc110586197
title: Persepolis Fortification Aramaic Text 153a, PFAT 153a

description: [Text Description:] Administrative text with seals PFATS 0190; illeg. ❧ [Text or Publication Number Note:] PFAT 153a, Bowman 153a ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0190 bottom edge, obverse, reverse, upper edge; illeg. flat edge.