cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s443zx
title: Occurrence Download

description: A dataset containing 5588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.70932 -1.38135,191.43215 -1.38135,191.43215 84.72283,106.70932 84.72283,106.70932 -1.38135))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae"
 ]
}

 The dataset includes 5588 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009105-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23gvan
title: Occurrence Download

description: A dataset containing 14874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythronium albidum"
 ]
}

 The dataset includes 14874 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009106-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26180/29554952
title: Universal Efimov scaling in the Rabi-coupled few-body spectrum (Main Text)

description: The data for the main text of the Letter titled "Universal Efimov Scaling in the Rabi-Coupled Few-Body Spectrum" found at https://journals.aps.org/prl/accepted/10.1103/yr6z-mtyq
DOI: 10.26180/29554952.v2
title: Universal Efimov scaling in the Rabi-coupled few-body spectrum (Main Text)

description: The data for the main text of the Letter titled "Universal Efimov Scaling in the Rabi-Coupled Few-Body Spectrum" found at https://journals.aps.org/prl/accepted/10.1103/yr6z-mtyq
DOI: 10.26180/29554952.v1
title: Main Text Data

description: The data for the main text of the Letter titled "Universal Efimov Scaling in the Rabi-Coupled Few-Body Spectrum" found at https://journals.aps.org/prl/accepted/10.1103/yr6z-mtyq
DOI: 10.15468/dl.f2d5fk
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garra kemali"
 ]
}

 The dataset includes 52 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009108-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh7aze
title: Occurrence Download

description: A dataset containing 6677 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina africana"
 ]
}

 The dataset includes 6677 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009107-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eaxq5b
title: Occurrence Download

description: A dataset containing 813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heracleum mantegazzianum",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 813 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009109-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfe8a5
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemigrammocapoeta kemali"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009110-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29554989
title: Machine learning-based preoperative prediction of <i>IDH</i> mutation status in adult gliomas using clinical features

description: As isocitrate dehydrogenase (IDH) mutation status represents a critical prognostic factor in adult gliomas, there is a demand for a straightforward but effective predictive model to facilitate rapid preoperative diagnosis. A cohort of 418 adult glioma patients from our institution were retrospectively enrolled and randomly partitioned into training (70%) and internal validation (30%) sets. Among 9 machine learning algorithms evaluated, AdaBoost demonstrated superior predictive performance based on receiver operating characteristic (ROC) analysis and was subsequently selected as the optimal model. Through feature importance ranking derived from the model, the top 8 most contributory features were identified and incorporated into the final streamlined prediction model. The model’s generalizability was further assessed using an independent external validation cohort comprising 206 adult glioma cases. The AdaBoost model demonstrated robust discriminative performance, achieving an area under the receiver operating characteristic curve (AUC-ROC) of 0.901 in the internal validation cohort and 0.849 in the independent external validation cohort. SHAP (SHapley Additive exPlanations) interpretation revealed age as the most influential predictive feature, contributing significantly to the model’s decision-making process. This validated AdaBoost model offers a practical and interpretable solution for preoperative IDH status assessment, demonstrating both diagnostic reliability and biological plausibility through its feature importance profile.
DOI: 10.6084/m9.figshare.29554989.v1
title: Machine learning-based preoperative prediction of <i>IDH</i> mutation status in adult gliomas using clinical features

description: As isocitrate dehydrogenase (IDH) mutation status represents a critical prognostic factor in adult gliomas, there is a demand for a straightforward but effective predictive model to facilitate rapid preoperative diagnosis. A cohort of 418 adult glioma patients from our institution were retrospectively enrolled and randomly partitioned into training (70%) and internal validation (30%) sets. Among 9 machine learning algorithms evaluated, AdaBoost demonstrated superior predictive performance based on receiver operating characteristic (ROC) analysis and was subsequently selected as the optimal model. Through feature importance ranking derived from the model, the top 8 most contributory features were identified and incorporated into the final streamlined prediction model. The model’s generalizability was further assessed using an independent external validation cohort comprising 206 adult glioma cases. The AdaBoost model demonstrated robust discriminative performance, achieving an area under the receiver operating characteristic curve (AUC-ROC) of 0.901 in the internal validation cohort and 0.849 in the independent external validation cohort. SHAP (SHapley Additive exPlanations) interpretation revealed age as the most influential predictive feature, contributing significantly to the model’s decision-making process. This validated AdaBoost model offers a practical and interpretable solution for preoperative IDH status assessment, demonstrating both diagnostic reliability and biological plausibility through its feature importance profile.
DOI: 10.5281/zenodo.15875483
title: Standardised TruAI automated quantification of intracellular neuromelanin granules in human brain tissue sections.

description: Neuromelanin (NM) granules were analysed in human post-mortem formalin-fixed paraffin embedded (FFPE) midbrain sections. The demographic table lists information for the cases used for these analyses. Sample images from these cases are provided in the 'Training images' folder. These images were used to train the software to identify NM granules. Original microscopy images in figure 5 of this manuscript are also included. Using the TruAI feature of the Olympus VS200 desktop software (EVIDENT Technology GmbH, ver. 4.1.1 build 29408), several granule features were analysed. Raw data for unstained NM in several subclusters in the substantia nigra pars compacta (SNpc) from these sections were exported from the software. These raw data can be found in 'Unstained NM granule dataset 1'. SNpc NM data in hematoxylin and eosin (H&E) – stained FFPE sections are in ‘H&E-stained NM Dataset 1’. NM granules in both types of tissue preparations were analysed for more specific features. This cleaned data subset can be found in ‘Combined NM granule dataset 2’. The key resource table lists these data tables, related software and code files, and required reagents for this project. Specific TruAI software files and data cleaning scripts for this project can be found on: 10.5281/zenodo.14166452.
DOI: 10.15468/dl.n36yx2
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sophora koreensis"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009113-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9xtjhb
title: Occurrence Download

description: A dataset containing 24316 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythronium dens-canis"
 ]
}

 The dataset includes 24316 records from 393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009112-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxwp9y
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Molossus barnesi"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009114-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sm7j4z
title: Occurrence Download

description: A dataset containing 11552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelina benghalensis"
 ]
}

 The dataset includes 11552 records from 499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009111-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc5h0h4
title: CCDC 163385: Experimental Crystal Structure Determination

description: Related Article: R.Oilunkaniemi, J.Pietikainen, R.S.Laitinen, M.Ahlgren|2001|J.Organomet.Chem.|640|50|doi:10.1016/S0022-328X(01)01182-2
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/cc5h0j5
title: CCDC 163386: Experimental Crystal Structure Determination

description: Related Article: R.Oilunkaniemi, J.Pietikainen, R.S.Laitinen, M.Ahlgren|2001|J.Organomet.Chem.|640|50|doi:10.1016/S0022-328X(01)01182-2
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/cc5kyn9
title: CCDC 166211: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, T.Kornek, T.Heinrich, C.Burschka, M.Penka, M.Pulm, C.Keim, E.Mutschler, G.Lambrecht|2001|J.Organomet.Chem.|640|140|doi:10.1016/S0022-328X(01)01179-2
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/cc5kypb
title: CCDC 166212: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, T.Kornek, T.Heinrich, C.Burschka, M.Penka, M.Pulm, C.Keim, E.Mutschler, G.Lambrecht|2001|J.Organomet.Chem.|640|140|doi:10.1016/S0022-328X(01)01179-2
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/cc5kyqc
title: CCDC 166213: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, T.Kornek, T.Heinrich, C.Burschka, M.Penka, M.Pulm, C.Keim, E.Mutschler, G.Lambrecht|2001|J.Organomet.Chem.|640|140|doi:10.1016/S0022-328X(01)01179-2
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/cc5n060
title: CCDC 168181: Experimental Crystal Structure Determination

description: Related Article: T.Szymanska-Buzar, T.Glowiak, I.Czelusniak|2001|J.Organomet.Chem.|640|72|doi:10.1016/S0022-328X(01)01157-3
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/cc58tmv
title: CCDC 157437: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc5t7nv
title: CCDC 173217: Experimental Crystal Structure Determination

description: Related Article: P.M.Forster, P.M.Thomas, A.K.Cheetham|2002|Chem.Mater.|14|17|doi:10.1021/cm010820q
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/cc58tlt
title: CCDC 157436: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc58tnw
title: CCDC 157438: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc58tpx
title: CCDC 157439: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc58tqy
title: CCDC 157440: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc58trz
title: CCDC 157441: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc58ts0
title: CCDC 157442: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc58tt1
title: CCDC 157443: Experimental Crystal Structure Determination

description: Related Article: D.V.Soldatov, G.D.Enright, C.I.Ratcliffe, A.T.Henegouwen, J.A.Ripmeester|2001|Chem.Mater.|13|4322|doi:10.1021/cm010210q
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/cc5t201
title: CCDC 173042: Experimental Crystal Structure Determination

description: Related Article: P.Holy, J.Zavada, I.Cisarova, J.Podlaha|2001|Tetrahedron:Asymm.|12|3035|doi:10.1016/S0957-4166(01)00509-2
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/cc5t212
title: CCDC 173043: Experimental Crystal Structure Determination

description: Related Article: P.Holy, J.Zavada, I.Cisarova, J.Podlaha|2001|Tetrahedron:Asymm.|12|3035|doi:10.1016/S0957-4166(01)00509-2
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/cc5t223
title: CCDC 173044: Experimental Crystal Structure Determination

description: Related Article: P.Holy, J.Zavada, I.Cisarova, J.Podlaha|2001|Tetrahedron:Asymm.|12|3035|doi:10.1016/S0957-4166(01)00509-2
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/cc5t234
title: CCDC 173045: Experimental Crystal Structure Determination

description: Related Article: P.Holy, J.Zavada, I.Cisarova, J.Podlaha|2001|Tetrahedron:Asymm.|12|3035|doi:10.1016/S0957-4166(01)00509-2
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/cc5pf9k
title: CCDC 169548: Experimental Crystal Structure Determination

description: Related Article: J.Besinger, J.Treptow, D.Fenske|2002|Z.Anorg.Allg.Chem.|628|512|doi:10.1002/1521-3749(200202)628:2<512::AID-ZAAC512>3.0.CO;2-M
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/cc5xzlm
title: CCDC 176811: Experimental Crystal Structure Determination

description: Related Article: O.Volkov, N.P.Rath, L.Barton|2002|Organometallics|21|5505|doi:10.1021/om020480y
description: Related Article: O.Volkov, N.P.Rath, L.Barton|2002|Inorg.Chem.Commun.|5|127|doi:10.1016/S1387-7003(01)00361-6
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.