cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.efgx8j
title: Occurrence Download

description: A dataset containing 44833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia esula L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 44833 records from 534 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007832-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hu67xx
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.06706 53.53464,6.02872 53.18522,6.43397 53.17056,6.46156 53.47116,6.28417 53.56163,6.06706 53.53464))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis daubentonii (Kuhl, 1817)",
 "Year 2015-2025"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007903-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17866/rd.salford.28547348
title: 30/01/2025 - Nelson and Colne College

description: 6th Form Conference Day<br>Lecture delivered by Jade Munslow Ong on the New Woman mentioning Olive Schreiner + Dracula + A Doll’s House<br><br>Students: 15<br>Student & Teacher Questionnaires collected<br>Data available via Figshare
DOI: 10.17866/rd.salford.28547348.v1
title: 30/01/2025 - Nelson and Colne College

description: 6th Form Conference Day<br>Lecture delivered by Jade Munslow Ong on the New Woman mentioning Olive Schreiner + Dracula + A Doll’s House<br><br>Students: 15<br>Student & Teacher Questionnaires collected<br>Data available via Figshare
DOI: 10.5281/zenodo.14988155
title: Global Hydraulic Breaker Market 2025 To 2034

description: Hydraulic Breaker Market Size, Trends and Insights By Type (Premium, Non-Premium), By Application (Breaking Oversized Material, Trenching, Demolition, Others), By End-use Industry (Construction, Mining, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Hydraulic Breaker Market was valued at USD 2 Billion in 2024 and is expected to reach USD 3.8 Billion by 2033, at a CAGR of 5.6% during the forecast period 2024 – 2033.

A hydraulic breaker is a powerful piece of heavy-duty equipment used in construction projects that is intended to dismantle and break apart huge boulders, concrete, asphalt, and other materials.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=51819
DOI: 10.5281/zenodo.14988156
title: Global Hydraulic Breaker Market 2025 To 2034

description: Hydraulic Breaker Market Size, Trends and Insights By Type (Premium, Non-Premium), By Application (Breaking Oversized Material, Trenching, Demolition, Others), By End-use Industry (Construction, Mining, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Hydraulic Breaker Market was valued at USD 2 Billion in 2024 and is expected to reach USD 3.8 Billion by 2033, at a CAGR of 5.6% during the forecast period 2024 – 2033.

A hydraulic breaker is a powerful piece of heavy-duty equipment used in construction projects that is intended to dismantle and break apart huge boulders, concrete, asphalt, and other materials.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=51819
DOI: 10.15468/dl.hw28m7
title: Occurrence Download

description: A dataset containing 3181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ZAF.1_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Nematoda"
 ]
}

 The dataset includes 3181 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007833-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00011155.0
title: Available datapackage for study 'A Phase 2, Double-blind, Placebo-controlled Study to Evaluate the Antiviral Activity, Clinical Outcomes, Safety, Tolerability, and Pharmacokinetic/Pharmacodynamic Relationships of Different Doses of JNJ-53718678 in Children >=28 Days and <=3 Years of Age With Acute Respiratory Tract Infection Due to Respiratory Syncytial Virus Infection'

description: The purpose of this study is to evaluate the antiviral activity, clinical outcomes, safety, tolerability, and pharmacokinetic/pharmacodynamic relationships of different oral dose levels of JNJ-53718678 in children greater than or equal to 28 days and less than or equal to 3 years of age with respiratory syncytial virus (RSV) disease (hospitalized participants \[Cohort 1\] or outpatients \[Cohort 2\]).
DOI: 10.15468/dl.qd6byp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia esula var. esula)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007835-250227182400228/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.28444349
title: Ri technology offers potential for breeding for replant disease tolerance in rose and apple

description: <b>Replant disease (RD) causes severe growth and yield reduction in consecutive cultures of the same species, particularly affecting Rosaceae family members, with no sustainable management solutions currently available. This study investigated whether the root inducing (Ri) technology, which integrates bacterial </b><b><i>rol</i></b><b> genes into plant genomes, could enhance RD tolerance in apple and rose. Nine apple and three rose Ri genotypes were tested alongside their wildtype genotypes in a greenhouse biotest using both RD-affected and gamma-irradiated (G) RD soil. After eight weeks, all Ri genotypes displayed characteristic reduced shoot growth (21.9-75.5% in apple, 32.6-42.8% in rose) compared to wildtype genotypes in G soil. When exposed to RD conditions, some Ri genotypes showed improved tolerance in terms of RD/G ratios of growth parameters. Rose Ri genotypes exhibited a more pronounced shoot length increase during the biotest, with RD/G ratios ranging from 1.31 to 1.84, whereas the wildtype genotypes showed lower ratios of 0.90 and 0.46. One particular rose Ri genotype displayed significantly greater shoot fresh mass (0.87) and root fresh mass (1.20) ratios in comparison to its wildtype, which had notably lower ratios of 0.55 and 0.67, respectively. Likewise, two apple Ri genotypes demonstrated significantly improved shoot fresh mass ratios of 0.57 and 0.61, as well as one genotype with a significantly higher root fresh mass ratio of 1.00, while the wildtype genotype M26 showed lower ratios for shoot fresh mass (0.37) and root fresh mass (0.52). This study demonstrates for the first time that Ri technology can enhance RD tolerance in Rosaceae crops, while the underlying mechanisms remain to be investigated. These findings may pave the way for developing RD-tolerant varieties, offering a sustainable solution to a persistent problem in commercial horticulture.</b>
DOI: 10.15468/dl.tqjvxa
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Spain, Portugal, Italy, Malta, Croatia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hippocampus guttulatus Cuvier, 1829",
 "Year 2000-2009"
 ]
}

 The dataset includes 213 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007905-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8kpxd
title: Occurrence Download

description: A dataset containing 71628 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera japonica Thunb."
 ]
}

 The dataset includes 71628 records from 897 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018190-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72hxna
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Astrantia pauciflora subsp. pauciflora",
 "Year 1960-2025"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007906-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g6cdp
title: Occurrence Download

description: A dataset containing 1293 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinna rudis Linnaeus, 1758"
 ]
}

 The dataset includes 1293 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007836-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deccaz
title: Occurrence Download

description: A dataset containing 20050 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gluphisia crenata (Esper, 1785)"
 ]
}

 The dataset includes 20050 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007907-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hxhmksxsyb
title: Artificial Intelligence: Impacts on Higher Education Institutions. A Literature Review.

description: Five literature review tables of 69 papers divided into five categories: Impacts on the Institution’s Management; Impacts on the Teaching-Learning Process; Impacts on Teacher Performance; Impacts on Student Performance; Ethical Issues Raised.
DOI: 10.5517/ccdc.csd.cc1j11k5
title: CCDC 1401186: Experimental Crystal Structure Determination

description: Related Article: Diego Mauricio Gil, Hernandez Osiry, Alejandro Rodriguez, Ana Adela Lemus-Santana, Raúl Ernesto Carbonio and Edilso Reguera|2016|Eur.J.Inorg.Chem.|2016|1690|doi:10.1002/ejic.201501401
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.cc1j11l6
title: CCDC 1401187: Experimental Crystal Structure Determination

description: Related Article: Diego Mauricio Gil, Hernandez Osiry, Alejandro Rodriguez, Ana Adela Lemus-Santana, Raúl Ernesto Carbonio and Edilso Reguera|2016|Eur.J.Inorg.Chem.|2016|1690|doi:10.1002/ejic.201501401
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: 10.17632/hxhmksxsyb.1
title: Artificial Intelligence: Impacts on Higher Education Institutions. A Literature Review.

description: Five literature review tables of 69 papers divided into five categories: Impacts on the Institution’s Management; Impacts on the Teaching-Learning Process; Impacts on Teacher Performance; Impacts on Student Performance; Ethical Issues Raised.
DOI: 10.5517/ccdc.csd.cc1j11m7
title: CCDC 1401188: Experimental Crystal Structure Determination

description: Related Article: Diego Mauricio Gil, Hernandez Osiry, Alejandro Rodriguez, Ana Adela Lemus-Santana, Raúl Ernesto Carbonio and Edilso Reguera|2016|Eur.J.Inorg.Chem.|2016|1690|doi:10.1002/ejic.201501401
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.cc1j11n8
title: CCDC 1401189: Experimental Crystal Structure Determination

description: Related Article: Diego Mauricio Gil, Hernandez Osiry, Alejandro Rodriguez, Ana Adela Lemus-Santana, Raúl Ernesto Carbonio and Edilso Reguera|2016|Eur.J.Inorg.Chem.|2016|1690|doi:10.1002/ejic.201501401
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.cc1j11p9
title: CCDC 1401190: Experimental Crystal Structure Determination

description: Related Article: Diego Mauricio Gil, Hernandez Osiry, Alejandro Rodriguez, Ana Adela Lemus-Santana, Raúl Ernesto Carbonio and Edilso Reguera|2016|Eur.J.Inorg.Chem.|2016|1690|doi:10.1002/ejic.201501401
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.d9hdb3
title: Occurrence Download

description: A dataset containing 621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cnidoscolus vitifolius"
 ]
}

 The dataset includes 621 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051908-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc11x7dl
title: CCDC 980449: Experimental Crystal Structure Determination

description: Related Article: Kadarkaraisamy Mariappan, Madhubabu Alaparthi, Mariah Hoffman, Myriam Alcantar Rama, Vinothini Balasubramanian, Danielle M. John, Andrew G. Sykes|2015|Dalton Trans.|44|11774|doi:10.1039/C5DT01305D
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/cc11x7gn
title: CCDC 980451: Experimental Crystal Structure Determination

description: Related Article: Kadarkaraisamy Mariappan, Madhubabu Alaparthi, Mariah Hoffman, Myriam Alcantar Rama, Vinothini Balasubramanian, Danielle M. John, Andrew G. Sykes|2015|Dalton Trans.|44|11774|doi:10.1039/C5DT01305D
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/cc14gsv7
title: CCDC 1056909: Experimental Crystal Structure Determination

description: Related Article: Hong-Fang Hao, Hua-Qiao Tan, Yong-Hui Wang, Hong-Ying Zang, and Yang-Guang Li|2015|Chem.Asian J.|10|1676|doi:10.1002/asia.201500424
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.cc1j0jcf
title: CCDC 1400684: Experimental Crystal Structure Determination

description: Related Article: Qiang Wang, Xiang-Ying Tang, Min Shi|2016|Angew.Chem.,Int.Ed.|55|10811|doi:10.1002/anie.201605066
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: 10.17632/bk4vyhhr3j
title: 2025 Zhang et al. Uranyl complexes data file

description: data availability for "Speciation of uranyl in hydrothermal solutions: insights from molecular dynamics simulations"
DOI: 10.5517/cc1j0w8p
title: CCDC 1401022: Experimental Crystal Structure Determination

description: Related Article: Sourav Das, Atanu Dey, Subrata Kundu, Sourav Biswas, Ramakirushnan Suriya Narayanan, Silvia Titos-Padilla, Giulia Lorusso, Marco Evangelisti, Enrique Colacio, Vadapalli Chandrasekhar|2015|Chem.-Eur.J.|21|16955|doi:10.1002/chem.201501992
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/cc1j0wzd
title: CCDC 1401044: Experimental Crystal Structure Determination

description: Related Article: Jingjing Liu, Hongliang Liu, Shouzhi Pu|2015|Tetrahedron Lett.|56|5223|doi:10.1016/j.tetlet.2015.07.052
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/cc1j0w9q
title: CCDC 1401023: Experimental Crystal Structure Determination

description: Related Article: Sourav Das, Atanu Dey, Subrata Kundu, Sourav Biswas, Ramakirushnan Suriya Narayanan, Silvia Titos-Padilla, Giulia Lorusso, Marco Evangelisti, Enrique Colacio, Vadapalli Chandrasekhar|2015|Chem.-Eur.J.|21|16955|doi:10.1002/chem.201501992
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/cc1j0wbr
title: CCDC 1401024: Experimental Crystal Structure Determination

description: Related Article: Sourav Das, Atanu Dey, Subrata Kundu, Sourav Biswas, Ramakirushnan Suriya Narayanan, Silvia Titos-Padilla, Giulia Lorusso, Marco Evangelisti, Enrique Colacio, Vadapalli Chandrasekhar|2015|Chem.-Eur.J.|21|16955|doi:10.1002/chem.201501992
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: 10.17632/bk4vyhhr3j.2
title: 2025 Zhang et al. Uranyl complexes data file

description: data availability for "Speciation of uranyl in hydrothermal solutions: insights from molecular dynamics simulations"
DOI: 10.5281/zenodo.17422371
title: CGA-KWP: Neuro-Symbolic Pediatric Diagnosis

description: CGA-KWP for Early Diagnosis of Pediatric NDDs

A research-oriented PyTorch prototype for the Cognitive Graph Assembler (CGA) and the Knowledge Weaving Protocol (KWP) — models designed to support early, interpretable diagnosis of pediatric neurodevelopmental disorders (NDDs). This code is based on the paper:



Exploring Image Classification for Early Diagnosis in Pediatric Neurodevelopmental DisordersAuthor: Xiao Li




Background & Motivation

Neurodevelopmental disorders (NDDs) such as autism spectrum disorder (ASD) and attention deficit hyperactivity disorder (ADHD) are conditions that typically emerge in childhood. Early identification is crucial for effective interventions, but current machine learning models often act as black boxes, offering little interpretability to clinicians. :contentReference[oaicite:0]{index=0}

The CGA-KWP framework aims to overcome these issues by:



Combining temporal encoding with graph-based reasoning.

Embedding clinical knowledge (ontologies, rules, symptom–condition relationships).

Producing interpretable diagnostic graphs instead of opaque probability vectors.




Key Components

1. Temporal Encoder

Encodes longitudinal patient data with explicit modeling of time gaps (Δt). This helps differentiate between recent vs. outdated evidence. Implemented here with a GRU plus a time-gap embedding. :contentReference[oaicite:1]{index=1}

2. Hypothesis Generator

Projects hidden states into candidate diagnoses (multi-label logits). Active hypotheses correspond to nodes in the graph. :contentReference[oaicite:2]{index=2}

3. Logic-Aware Edge Constructor

Predicts edges between nodes while respecting a plausibility mask derived from taxonomy distances and co-occurrence priors. This ensures the generated graph adheres to known clinical relationships. :contentReference[oaicite:3]{index=3}

4. Knowledge Weaving Protocol (KWP)

Performs dual-channel attention:



Symptom channel: compares embeddings with symptom templates.

Condition channel: compares embeddings with condition templates.This injects prior knowledge into the model, improving robustness under scarce data. :contentReference[oaicite:4]{index=4}


5. Graph Validation & Uncertainty

A lightweight plausibility scorer evaluates the constructed graph, while MC-dropout estimates uncertainty — providing confidence levels for predictions. :contentReference[oaicite:5]{index=5}