cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5522/04/30819911
title: A multi-centre, multi-device benchmark dataset for landmark-based comprehensive fetal biometry

description: FetalBiometry-MultiCentre-Landmarks is a <b>comprehensive benchmark dataset for landmark-based fetal biometry estimation </b>from 2D ultrasound, comprising 4,513 de-identified ultrasound images from 1,904 subjects acquired at three clinical sites using seven different ultrasound devices. The dataset provides expert anatomical landmark annotations for all clinically used fetal biometric measurements: head bi-parietal diameter (BPD), occipito-frontal diameter (OFD), transverse abdominal diameter (TAD), anterior-posterior abdominal diameter (APAD), and femur length (FL).The dataset is derived from three existing sources: the Fetal Plane (FP) dataset, the HC18 head dataset, and a dataset acquired at University College London Hospital (UCLH). Starting from standard 2D ultrasound planes, expert sonographers manually annotated anatomical landmarks following ISUOG guidelines (FP and UCL subsets), or landmarks were derived via ellipse fitting from segmentation masks (HC18 subset). For HC18, image-centric preprocessing parameters were recomputed to ensure that all landmarks lie within the model’s effective field of view, correcting an earlier landmark-space mismatch. For each image, we provide precise landmark coordinates that define the start and end points of each biometric measurement.<br><br>Each sample in FetalBiometry-MultiCentre-Landmarks consists of:<br>A 2D ultrasound imageLandmark coordinates for fetal head measurements (BPD, OFD) when applicableLandmark coordinates for fetal abdomen measurements (TAD, APAD) when applicableLandmark coordinates for femur measurement (FL) when applicableMetadata including: pixel-to-millimetre conversion rate, de-identified subject ID, anatomical plane, acquisition device, and subject‑disjoint train/test split assignment.The dataset emphasizes challenging but clinically relevant cases, including:<b>Multi-centre variability</b> with different ultrasound devices (GE Voluson E6, S8, S10, E8, 730; Aloka)<b>Operator-dependent variability</b> in probe handling and image framing<b>Fetal presentation variability</b> across gestational ages<b>Anatomical variability in landmark</b> positions, sizes, and orientations<b>Cross-domain differences</b> between manual landmark annotation (FP, UCL) and ellipse-derived landmarks (HC18)FetalBiometry-MultiCentre-Landmarks is designed to support <b>rigorous and reproducible benchmarking</b> of automated fetal biometry algorithms, particularly for evaluating domain shift and cross-centre generalisation in image-guided obstetric ultrasound.<b>Declarations</b>Our dataset is released under the CC BY-NC-SA 4.0 license and may only be used for non-commercial purposes.
DOI: 10.5522/04/30819911.v1
title: A multi-centre, multi-device benchmark dataset for landmark-based comprehensive fetal biometry

description: FetalBiometry-MultiCentre-Landmarks is a <b>comprehensive benchmark dataset for landmark-based fetal biometry estimation </b>from 2D ultrasound, comprising 4,513 de-identified ultrasound images from 1,904 subjects acquired at three clinical sites using seven different ultrasound devices. The dataset provides expert anatomical landmark annotations for all clinically used fetal biometric measurements: head bi-parietal diameter (BPD), occipito-frontal diameter (OFD), transverse abdominal diameter (TAD), anterior-posterior abdominal diameter (APAD), and femur length (FL).The dataset is derived from three existing sources: the Fetal Plane (FP) dataset, the HC18 head dataset, and a dataset acquired at University College London Hospital (UCLH). Starting from standard 2D ultrasound planes, expert sonographers manually annotated anatomical landmarks following ISUOG guidelines (FP and UCL subsets), or landmarks were derived via ellipse fitting from segmentation masks (HC18 subset). For HC18, image-centric preprocessing parameters were recomputed to ensure that all landmarks lie within the model’s effective field of view, correcting an earlier landmark-space mismatch. For each image, we provide precise landmark coordinates that define the start and end points of each biometric measurement.<br><br>Each sample in FetalBiometry-MultiCentre-Landmarks consists of:<br>A 2D ultrasound imageLandmark coordinates for fetal head measurements (BPD, OFD) when applicableLandmark coordinates for fetal abdomen measurements (TAD, APAD) when applicableLandmark coordinates for femur measurement (FL) when applicableMetadata including: pixel-to-millimetre conversion rate, de-identified subject ID, anatomical plane, acquisition device, and subject‑disjoint train/test split assignment.The dataset emphasizes challenging but clinically relevant cases, including:<b>Multi-centre variability</b> with different ultrasound devices (GE Voluson E6, S8, S10, E8, 730; Aloka)<b>Operator-dependent variability</b> in probe handling and image framing<b>Fetal presentation variability</b> across gestational ages<b>Anatomical variability in landmark</b> positions, sizes, and orientations<b>Cross-domain differences</b> between manual landmark annotation (FP, UCL) and ellipse-derived landmarks (HC18)FetalBiometry-MultiCentre-Landmarks is designed to support <b>rigorous and reproducible benchmarking</b> of automated fetal biometry algorithms, particularly for evaluating domain shift and cross-centre generalisation in image-guided obstetric ultrasound.<b>Declarations</b>Our dataset is released under the CC BY-NC-SA 4.0 license and may only be used for non-commercial purposes.
DOI: 10.17026/ar/k2xe5h
title: PAN-00122798 - smooth ware jug type Niederb. 62

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00122798&lt;/p&gt;
description: Modified: 2025-11-03T15:14:32+01:00
DOI: 10.15468/dl.ftc3ru
title: Occurrence Download

description: A dataset containing 5173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elymus hispidus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5173 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058750-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr43q2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.3_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.3.21_1","matchCase":false},{"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/0058749-251120083545085/datasets/export for details.
DOI: 10.15468/dl.x79f8n
title: Occurrence Download

description: A dataset containing 17875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "GadmGid is FRA.12.1_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Coleoptera"
 ]
}

 The dataset includes 17875 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058748-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsppe5
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gari maculosa, Gari corrugata, Gari obtusa, Gari ornata, Psammobia corrugata, Psammobia layardi, Psammobia maculosa, Psammobia marmorea, Psammobia obtusa, Psammobia ornata, Psammobia praestans, Psammobia rubicunda, Psammobia scabra, Psammobia tongana)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058751-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/vvqrud
title: Virtual clinical trial reveals significant clinical potential of targeting tumour-associated macrophages and microglia to treat glioblastoma

description: Data sets for the SOC+ICI virtual clinical trial from the paper Virtual clinical trial reveals significant clinical potential of targeting tumour-associated macrophages and microglia to treat glioblastoma (Mongeon 2024).
DOI: 10.17026/ar/yqxlzn
title: PAN-00107791 - coin/coin-related, Caligula (37-41), voor Agrippa, as

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00107791&lt;/p&gt;
description: Modified: 2025-06-11T07:14:48+02:00
DOI: 10.15468/dl.drfsp6
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Israel, Brazil)",
 "OccurrenceStatus is Present",
 "TaxonKey is Eurydema ornata"
 ]
}

 The dataset includes 149 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058754-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtm9z6
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amorpha fruticosa)",
 "Country is one of (Belgium)"
 ]
}

 The dataset includes 183 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058753-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwu68s
title: Occurrence Download

description: A dataset containing 2725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elymus lanceolatus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2725 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058755-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8kads
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.3_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.3.22_1","matchCase":false},{"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 203 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058757-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnjv4k
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alaria esculenta"
 ]
}

 The dataset includes 649 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058756-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78kggt
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gari squamosa, Gari palmula, Grammatomya squamosa, Psammobia denticulata, Psammobia palmula, Psammobia rugulosa, Psammobia squamosa)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058758-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdw78d
title: Occurrence Download

description: A dataset containing 112759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus faginea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 112759 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058714-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2p5nh1
title: CCDC 2478093: Experimental Crystal Structure Determination

description: Related Article: Gayathri Kolliyedath, Cisha Shaju, Aleena Parappalil Benny, Subrata Kundu|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c13869
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.cc2p6h6m
title: CCDC 2478890: Experimental Crystal Structure Determination

description: Related Article: Xiu-Li Hao, Tian-Ru Su, Chen-Kun Feng, Chen-Hao Zhang, Hao-Lin Han, Xudong Zhao|2026|J.Mol.Struct.|1354||doi:10.1016/j.molstruc.2025.144876
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.cc2p5nj2
title: CCDC 2478094: Experimental Crystal Structure Determination

description: Related Article: Gayathri Kolliyedath, Cisha Shaju, Aleena Parappalil Benny, Subrata Kundu|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c13869
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.cc2pcnrh
title: CCDC 2483867: Experimental Crystal Structure Determination

description: Related Article: Yukun Zhao, Yongyi Li, Dongmei Li, Jinglong Wang, Jingwen Xu, Lin Gan, Lin Hu|2025|Angew.Chem.,Int.Ed.|64|e202512867|doi:10.1002/anie.202512867
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.cc2pcntk
title: CCDC 2483869: Experimental Crystal Structure Determination

description: Related Article: Yukun Zhao, Yongyi Li, Dongmei Li, Jinglong Wang, Jingwen Xu, Lin Gan, Lin Hu|2025|Angew.Chem.,Int.Ed.|64|e202512867|doi:10.1002/anie.202512867
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.cc2pl65p
title: CCDC 2490142: Experimental Crystal Structure Determination

description: Related Article: Yukun Zhao, Yongyi Li, Dongmei Li, Jinglong Wang, Jingwen Xu, Lin Gan, Lin Hu|2025|Angew.Chem.,Int.Ed.|64|e202512867|doi:10.1002/anie.202512867
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.cc2pmhc6
title: CCDC 2491388: Experimental Crystal Structure Determination

description: Related Article: Marino Miwa, Akitaka Ito|2025|RSC Advances|15|46297|doi:10.1039/d5ra07359f
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.cc2ltyjx
title: CCDC 2408220: Experimental Crystal Structure Determination

description: Related Article: Yongqi Xu, Fengying Pu, Xin Zhang, Shuangyan Wu, Yaguang Sun, Ying Zhang, Mingchang Zhu, Chiyu Sun|2025|J.Mater.Chem.B|13|15650|doi:10.1039/d5tb01461a
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.cc2p8blx
title: CCDC 2480669: Experimental Crystal Structure Determination

description: Related Article: Kyohei Takaoka, Dan Matsubara, Manaka Matsumoto, Masanori Nagatomo, Koichi Hagiwara, Masayuki Inoue|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c17272
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.cc2ltyky
title: CCDC 2408221: Experimental Crystal Structure Determination

description: Related Article: Yongqi Xu, Fengying Pu, Xin Zhang, Shuangyan Wu, Yaguang Sun, Ying Zhang, Mingchang Zhu, Chiyu Sun|2025|J.Mater.Chem.B|13|15650|doi:10.1039/d5tb01461a
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.cc2ps5g4
title: CCDC 2495886: Experimental Crystal Structure Determination

description: Related Article: Deepika Thakur, Shivam A. Meena, Manvi Sharma, Abhijit Nandy, Kirti Arora, Shibdas Banerjee, Akhilesh K. Verma|2025|Chem.Commun.|61|19869|doi:10.1039/d5cc05419b
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.cc24p1mj
title: CCDC 1986437: Experimental Crystal Structure Determination

description: Related Article: Daniel Kratzert, Felix Bäuerle, Reinhard Brückner|2025|CSD Communication|||
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.7p92jx
title: Occurrence Download

description: A dataset containing 3346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strix aluco",
 "HasCoordinate is true",
 "Country is Netherlands",
 "BasisOfRecord is Human Observation",
 "Year is one of (2021)",
 "Month is one of (March, April, May, June, July, August)"
 ]
}

 The dataset includes 3346 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058761-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/sdaykf
title: PAN-00176263 - brooch with external chord held by a spring-hook

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00176263&lt;/p&gt;
description: Modified: 2025-08-12T12:15:38+02:00
DOI: 10.15468/dl.ykvmn2
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Emberiza aureola"
 ]
}

 The dataset includes 333 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058760-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.