cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5065/d6bp00wk
title: AOS-94 Cruise Fatty Acids (Excel). Version 1.0

description: This data set represents an analysis of fatty acids in eight surface sediments taken from undisturbed box cores collected during the July-September 1994 Arctic Ocean Section (AOS) cruise aboard the Canadian Coast Guard Icebreaker Ship (CCGS) Louis S. St. Laurent. This data set is part of SBI phase I.
DOI: 10.17632/ssb5j8f5sz
title: Hybrid Digital Twin Dataset – Detergent Plant

description: This dataset contains anonymized batch-level data collected from SCADA, MES, and ERP systems in a detergent manufacturing plant. It includes variables related to raw material volumes, batch durations, reactor allocation, and laboratory analysis time. The dataset was used to train and evaluate predictive models integrated into a hybrid Digital Twin architecture for process optimization under Industry 5.0 principles.
DOI: 10.17632/ssb5j8f5sz.1
title: Hybrid Digital Twin Dataset – Detergent Plant

description: This dataset contains anonymized batch-level data collected from SCADA, MES, and ERP systems in a detergent manufacturing plant. It includes variables related to raw material volumes, batch durations, reactor allocation, and laboratory analysis time. The dataset was used to train and evaluate predictive models integrated into a hybrid Digital Twin architecture for process optimization under Industry 5.0 principles.
DOI: 10.17632/8kzs4tcy8s
title: Deucravaticitinib PPP study Aug 2025

description: Appendix S1 and Appendix S2 from Deucravaticitinib PPP study, uploaded Aug 2025
DOI: 10.17632/8kzs4tcy8s.1
title: Deucravaticitinib PPP study Aug 2025

description: Appendix S1 and Appendix S2 from Deucravaticitinib PPP study, uploaded Aug 2025
DOI: 10.17632/r7hv5snfyv
title: single_cell_PLOM-CON_analysis_cell_cycle

description: The Cytoscape session file (.cys) used to generate the covariation networks presented in Figure 3a.
DOI: 10.17632/r7hv5snfyv.1
title: single_cell_PLOM-CON_analysis_cell_cycle

description: The Cytoscape session file (.cys) used to generate the covariation networks presented in Figure 3a.
DOI: 10.17632/s3jw3bwhzs
title: Medial septum-dependent encoding of contextual inputs by hippocampal splitter cells

description: The brain's ability to adapt to changing environments relies on encoding associations between stimuli and response strategies. Hippocampal splitter cells, which exhibit context-dependent firing patterns, are thought to contribute to this process, but whether they encode non-spatial contextual information and the neural circuits supporting such representations remain unclear. Using in vivo calcium imaging, we record dorsal hippocampal activity in mice performing a conditional discrimination task. Splitter cells encode both contextual input and response information in a dissociable manner, with their numbers and task-specific representations increasing during learning. Selective inhibition of the medial septum (MS) pathway or parvalbumin-expressing neurons in the MS reduces behavioral accuracy and decreases splitter cell numbers. MS inactivation specifically disrupts contextual representation without affecting response-related encoding. These findings demonstrate that splitter cells rely on distinct circuits to encode different components of the associative structure, with the MS critically supporting contextual inputs required for flexible behavior.
DOI: 10.17632/s3jw3bwhzs.1
title: Medial septum-dependent encoding of contextual inputs by hippocampal splitter cells

description: The brain's ability to adapt to changing environments relies on encoding associations between stimuli and response strategies. Hippocampal splitter cells, which exhibit context-dependent firing patterns, are thought to contribute to this process, but whether they encode non-spatial contextual information and the neural circuits supporting such representations remain unclear. Using in vivo calcium imaging, we record dorsal hippocampal activity in mice performing a conditional discrimination task. Splitter cells encode both contextual input and response information in a dissociable manner, with their numbers and task-specific representations increasing during learning. Selective inhibition of the medial septum (MS) pathway or parvalbumin-expressing neurons in the MS reduces behavioral accuracy and decreases splitter cell numbers. MS inactivation specifically disrupts contextual representation without affecting response-related encoding. These findings demonstrate that splitter cells rely on distinct circuits to encode different components of the associative structure, with the MS critically supporting contextual inputs required for flexible behavior.
DOI: 10.5065/d66w9865
title: USCGC Healy HLY-02-03 Ship Log - Weather Information. Version 1.0

description: This dataset contains the weather logs taken aboard the HLY-02-03 cruise. The logs are in HTML format.
DOI: 10.5065/d6348hgr
title: SBI: Nathaniel B. Palmer Cruise NBP0304A Underway Data. Version 1.0

description: This dataset contains the results of the Nathaniel B. Palmer (NBP) ship data acquisition system data logger from the SBI Palmer Cruise NBP0304A. All data have been compressed using Unix gzip and placed on a DVD-ROM written in IOS9660 level-1 format.
DOI: 10.15468/dl.59g9cn
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lasiosiphon macropetalus"
 ]
}

 The dataset includes 147 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034883-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2sypb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbena bonariensis",
 "Country is Uganda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034884-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp864c
title: Occurrence Download

description: A dataset containing 2189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbena bonariensis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2189 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034885-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6zc80z0
title: Metal Content Data for Piston Core Sample P-1 taken at P1-92-AR (ASCII). Version 1.0

description: This data represents the Metal content of the Piston Core sample P-1 taken at P1-92-AR.
DOI: 10.15468/dl.q8ymh4
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamus sparsiflorus)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 122 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034886-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6tm7867
title: HLY-04-02,03 Biomarkers (Excel). Version 1.0

description: This data set contains dissolved organic carbon (DOC) and Dissolved Organic Nitrogen (DON) as well as dissolved amino acids from the U.S. Coast Guard Cutter (USCGC) Healy HLY-04-02 and HLY-04-03 cruises of the SBI project. Reported DON values were calculated by subtracting inorganic nitrogen species(NO3+NO2+NH4) from TDN. Reported values of dissolved amino acids are summed concentrations of 18 individually measured amino acids. These data are in Excel format.
DOI: 10.5065/d6pv6hgh
title: CNS Data for Box Core Sample B-5 taken at P1-92-14 (ASCII). Version 1.0

description: This data represents the carbon, nitrogen, and silicon content of the Box Core sample B-5 taken at P1-92-AR.
DOI: 10.26207/76bm-qm65
title: Supplemental Documents for Towards a holistic framework to for measuring and enhancing the resilience of low-income housing

description: Supplemental Documents for Towards a holistic framework to for measuring and enhancing the resilience of low-income housing
DOI: 10.5281/zenodo.8386903
title: MindBot EU project - Dataset

description: Final protocol and dataset associated to the European Project MindBot funded from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 847926
DOI: 10.5065/d6k64g5t
title: SBI Microzooplankton Flow Cytometry Data (ASCII). Version 1.0

description: This data set includes SBI Flow Cytometry data for a subset of Primary Production cast profiles in the upper 50 m of the water column 1) 2002 data includes abundances of heterotrophic bacterial cells: total, high nucleic acid, and low nucleic acid, &lt; approx. 5 um eukaryotic phototrophic cells, and &gt; approx. 5 um eukaryotic phototrophic cells, which were mainly diatoms 2) 2004 data includes abundances of coccoid cyanobacteria, &lt; approx. 5 um eukaryotic phototrophic cells, and &gt; approx. 5 um eukaryotic phototrophic cells, which were mainly diatoms. These data are in ASCII format.
DOI: 10.5281/zenodo.10419278
title: Sound-Frameworks: Shih-Fu Peng (Heneghan Peng Architects) - Survey Interview

description: This is a transcription of a survey interview that took place within the project Sound-Frameworks: Collaborative Frameworks for Integrating Sound Within Urban Design and Planning Processes.

Sound-Frameworks is an action-led research project that explores the role of sound in urban design and city planning. The project is led by the artist and researcher Dr. Sven Anderson and hosted by Theatrum Mundi, a non-profit organisation that expands the craft of city-making through collaboration with artists.

Central to this project is a focus on how urban sonic experience can serve as a driver for design in the public realm. The public realm constitutes the integral connective tissue that defines the contemporary cityscape, within which different individuals, communities and institutions engage with each other through cooperation and conflict. Sound has remained a neglected dimension of this domain, generally coming into consideration only within late stages of design through efforts to ameliorate the impact of environmental noise. As the densification of urban territories accelerates, the role of sonic experience as an essential factor to be addressed by urban designers must be reassessed.

Sound-Frameworks explores new methodologies for integrating sound in urban design through the production of three inter-related resources:

1. A sound in practice survey2. A publication on best practice guidelines in this field3. An online tool to guide the integration of sound in the design of the public realm

Drawing from environmental acoustics, spatial planning, contemporary sound studies, the project initiates a framework to extend regional, national and international objectives for integrated city planning and contribute to public realm initiatives in Europe and beyond.

Sound-Frameworks has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 101032632.

Sound-Frameworks is hosted by Theatrum Mundi (UK) and supported by partnerships with Arup (UK), UrbanIdentity (CH), Struer Kommune (DK), the University of Oxford Faculty of Music (UK) and the Sound Studies Lab at the University of Copenhagen (DK). 

Sound-Frameworks: https://www.soundframeworks.orgTheatrum Mundi: https://www.theatrum-mundi.orgSven Anderson: https://www.svenanderson.net
DOI: 10.5281/zenodo.10419663
title: Sound-Frameworks: Peter Cusack - Interview

description: This is a transcription of an interview that took place within the project Sound-Frameworks: Collaborative Frameworks for Integrating Sound Within Urban Design and Planning Processes.

Sound-Frameworks is an action-led research project that explores the role of sound in urban design and city planning. The project is led by the artist and researcher Dr. Sven Anderson and hosted by Theatrum Mundi, a non-profit organisation that expands the craft of city-making through collaboration with artists.

Central to this project is a focus on how urban sonic experience can serve as a driver for design in the public realm. The public realm constitutes the integral connective tissue that defines the contemporary cityscape, within which different individuals, communities and institutions engage with each other through cooperation and conflict. Sound has remained a neglected dimension of this domain, generally coming into consideration only within late stages of design through efforts to ameliorate the impact of environmental noise. As the densification of urban territories accelerates, the role of sonic experience as an essential factor to be addressed by urban designers must be reassessed.

Sound-Frameworks explores new methodologies for integrating sound in urban design through the production of three inter-related resources:

1. A sound in practice survey2. A publication on best practice guidelines in this field3. An online tool to guide the integration of sound in the design of the public realm

Drawing from environmental acoustics, spatial planning, contemporary sound studies, the project initiates a framework to extend regional, national and international objectives for integrated city planning and contribute to public realm initiatives in Europe and beyond.

Sound-Frameworks has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 101032632.

Sound-Frameworks is hosted by Theatrum Mundi (UK) and supported by partnerships with Arup (UK), UrbanIdentity (CH), Struer Kommune (DK), the University of Oxford Faculty of Music (UK) and the Sound Studies Lab at the University of Copenhagen (DK). 

Sound-Frameworks: https://www.soundframeworks.orgTheatrum Mundi: https://www.theatrum-mundi.orgSven Anderson: https://www.svenanderson.net
DOI: 10.5281/zenodo.15610749
title: IMPACT OF HYDROMETROLOGICAL PARAMETERS ON WATER INFLOW PREDICTION IN TARBELA DAM WITH EXPLAINABLE ARTIFICIAL INTELLIGENCE
title: Data for Review – Manuscript #: HYP-24-0828

description: Title:Dataset for "Impact of Hydrometeorological Parameters on Water Inflow Prediction in Tarbela Dam with Explainable Artificial Intelligence"

Description:This dataset was developed as part of the research study titled "Impact of Hydrometeorological Parameters on Water Inflow Prediction in Tarbela Dam with Explainable Artificial Intelligence."

This material is currently under embargo and will remain restricted until the related research article is published. After the embargo period, the dataset will be publicly accessible to support transparency and reproducibility in research.

Embargo Release Date: 2025-10-01

Keywords:Tarbela Dam, Water Resources, Hydrometeorological Data, Machine Learning, Explainable AI, Water Inflow Prediction
DOI: 10.5281/zenodo.10417306
title: Sound-Frameworks: Shane Myrbeck (Arup) - Survey Interview

description: This is a transcription of a survey interview that took place within the project Sound-Frameworks: Collaborative Frameworks for Integrating Sound Within Urban Design and Planning Processes.

Sound-Frameworks is an action-led research project that explores the role of sound in urban design and city planning. The project is led by the artist and researcher Dr. Sven Anderson and hosted by Theatrum Mundi, a non-profit organisation that expands the craft of city-making through collaboration with artists.

Central to this project is a focus on how urban sonic experience can serve as a driver for design in the public realm. The public realm constitutes the integral connective tissue that defines the contemporary cityscape, within which different individuals, communities and institutions engage with each other through cooperation and conflict. Sound has remained a neglected dimension of this domain, generally coming into consideration only within late stages of design through efforts to ameliorate the impact of environmental noise. As the densification of urban territories accelerates, the role of sonic experience as an essential factor to be addressed by urban designers must be reassessed.

Sound-Frameworks explores new methodologies for integrating sound in urban design through the production of three inter-related resources:

1. A sound in practice survey2. A publication on best practice guidelines in this field3. An online tool to guide the integration of sound in the design of the public realm

Drawing from environmental acoustics, spatial planning, contemporary sound studies, the project initiates a framework to extend regional, national and international objectives for integrated city planning and contribute to public realm initiatives in Europe and beyond.

Sound-Frameworks has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 101032632.

Sound-Frameworks is hosted by Theatrum Mundi (UK) and supported by partnerships with Arup (UK), UrbanIdentity (CH), Struer Kommune (DK), the University of Oxford Faculty of Music (UK) and the Sound Studies Lab at the University of Copenhagen (DK). 

Sound-Frameworks: https://www.soundframeworks.orgTheatrum Mundi: https://www.theatrum-mundi.orgSven Anderson: https://www.svenanderson.net
DOI: 10.5281/zenodo.10419347
title: Sound-Frameworks: Colm Keady Tabbal - Survey Interview

description: This is a transcription of a survey interview that took place within the project Sound-Frameworks: Collaborative Frameworks for Integrating Sound Within Urban Design and Planning Processes.

Sound-Frameworks is an action-led research project that explores the role of sound in urban design and city planning. The project is led by the artist and researcher Dr. Sven Anderson and hosted by Theatrum Mundi, a non-profit organisation that expands the craft of city-making through collaboration with artists.

Central to this project is a focus on how urban sonic experience can serve as a driver for design in the public realm. The public realm constitutes the integral connective tissue that defines the contemporary cityscape, within which different individuals, communities and institutions engage with each other through cooperation and conflict. Sound has remained a neglected dimension of this domain, generally coming into consideration only within late stages of design through efforts to ameliorate the impact of environmental noise. As the densification of urban territories accelerates, the role of sonic experience as an essential factor to be addressed by urban designers must be reassessed.

Sound-Frameworks explores new methodologies for integrating sound in urban design through the production of three inter-related resources:

1. A sound in practice survey2. A publication on best practice guidelines in this field3. An online tool to guide the integration of sound in the design of the public realm

Drawing from environmental acoustics, spatial planning, contemporary sound studies, the project initiates a framework to extend regional, national and international objectives for integrated city planning and contribute to public realm initiatives in Europe and beyond.

Sound-Frameworks has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 101032632.

Sound-Frameworks is hosted by Theatrum Mundi (UK) and supported by partnerships with Arup (UK), UrbanIdentity (CH), Struer Kommune (DK), the University of Oxford Faculty of Music (UK) and the Sound Studies Lab at the University of Copenhagen (DK). 

Sound-Frameworks: https://www.soundframeworks.orgTheatrum Mundi: https://www.theatrum-mundi.orgSven Anderson: https://www.svenanderson.net
DOI: 10.5281/zenodo.10418994
title: Sound-Frameworks: Maria-Chiara Piccinelli (David Chipperfield Architects) - Survey Interview

description: This is a transcription of a survey interview that took place within the project Sound-Frameworks: Collaborative Frameworks for Integrating Sound Within Urban Design and Planning Processes.

Sound-Frameworks is an action-led research project that explores the role of sound in urban design and city planning. The project is led by the artist and researcher Dr. Sven Anderson and hosted by Theatrum Mundi, a non-profit organisation that expands the craft of city-making through collaboration with artists.

Central to this project is a focus on how urban sonic experience can serve as a driver for design in the public realm. The public realm constitutes the integral connective tissue that defines the contemporary cityscape, within which different individuals, communities and institutions engage with each other through cooperation and conflict. Sound has remained a neglected dimension of this domain, generally coming into consideration only within late stages of design through efforts to ameliorate the impact of environmental noise. As the densification of urban territories accelerates, the role of sonic experience as an essential factor to be addressed by urban designers must be reassessed.

Sound-Frameworks explores new methodologies for integrating sound in urban design through the production of three inter-related resources:

1. A sound in practice survey2. A publication on best practice guidelines in this field3. An online tool to guide the integration of sound in the design of the public realm

Drawing from environmental acoustics, spatial planning, contemporary sound studies, the project initiates a framework to extend regional, national and international objectives for integrated city planning and contribute to public realm initiatives in Europe and beyond.

Sound-Frameworks has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 101032632.

Sound-Frameworks is hosted by Theatrum Mundi (UK) and supported by partnerships with Arup (UK), UrbanIdentity (CH), Struer Kommune (DK), the University of Oxford Faculty of Music (UK) and the Sound Studies Lab at the University of Copenhagen (DK). 

Sound-Frameworks: https://www.soundframeworks.orgTheatrum Mundi: https://www.theatrum-mundi.orgSven Anderson: https://www.svenanderson.net