�ݺ�ߣshows by User: karapetk

�ݺ�ߣshows by User: karapetk / http://www.slideshare.net/images/logo.gif �ݺ�ߣshows by User: karapetk / Sat, 15 Nov 2014 06:59:52 GMT �ݺ�ߣShare feed for �ݺ�ߣshows by User: karapetk ChemSpider – disseminating data and enabling an abundance of chemistry platforms /slideshow/chemspider-disseminating-data-and-enabling-an-abundance-of-chemistry-platforms-41591263/41591263 chemspiderdisseminatingdataandenablinganabundanceofchemistryplatforms-130409103105-phpapp02-141115065952-conversion-gate02
ChemSpider is one of the chemistry community’s primary public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data to many tens of websites and software applications at this point. This presentation will provide an overview of the expanding reach of the ChemSpider platform and the nature of solutions that it helps to enable. We will also discuss some of the future directions for the project that are envisaged and how we intend to continue expanding the impact for the platform.]]>
ChemSpider is one of the chemistry community’s primary public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data to many tens of websites and software applications at this point. This presentation will provide an overview of the expanding reach of the ChemSpider platform and the nature of solutions that it helps to enable. We will also discuss some of the future directions for the project that are envisaged and how we intend to continue expanding the impact for the platform.]]> Sat, 15 Nov 2014 06:59:52 GMT /slideshow/chemspider-disseminating-data-and-enabling-an-abundance-of-chemistry-platforms-41591263/41591263 karapetk@slideshare.net(karapetk) ChemSpider – disseminating data and enabling an abundance of chemistry platforms karapetk ChemSpider is one of the chemistry community’s primary public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data to many tens of websites and software applications at this point. This presentation will provide an overview of the expanding reach of the ChemSpider platform and the nature of solutions that it helps to enable. We will also discuss some of the future directions for the project that are envisaged and how we intend to continue expanding the impact for the platform. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/chemspiderdisseminatingdataandenablinganabundanceofchemistryplatforms-130409103105-phpapp02-141115065952-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds" /> ChemSpider is one of the chemistry community’s primary public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data to many tens of websites and software applications at this point. This presentation will provide an overview of the expanding reach of the ChemSpider platform and the nature of solutions that it helps to enable. We will also discuss some of the future directions for the project that are envisaged and how we intend to continue expanding the impact for the platform.

ChemSpider – disseminating data and enabling an abundance of chemistry platforms from Ken Karapetyan

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0 ChemSpider reactions – delivering a free community resource of chemical syntheses /slideshow/chemspider-reactions-delivering-a-free-community-resource-of-chemical-syntheses-41591240/41591240 chemspiderreactionsfinal-130411140139-phpapp02-141115065850-conversion-gate02
Presentation delivered by Colin Batchelor from the RSC eScience team at ACS New Orleans Spring Meeting April 2013. There are dozens of public compound databases now available online, some of these providing access to tens of millions of chemical compounds. However, very little effort has been put into the delivery of databases of chemical reactions with the majority of large resources being commercial in nature. In our five years of delivering chemical based data resources to the chemistry community one of the primary requests has been that chemists want to know how to synthesize many of the chemicals they are researching. This presentation will provide an overview of our concerted efforts to enhance access to freely available chemistry data and will discuss the ChemSpider Reactions as an integrating hub of content including data extracted from US patents, from RSC Journals and databases and from our micro-publishing platform ChemSpider Synthetic Pages (CSSP).]]>
Presentation delivered by Colin Batchelor from the RSC eScience team at ACS New Orleans Spring Meeting April 2013. There are dozens of public compound databases now available online, some of these providing access to tens of millions of chemical compounds. However, very little effort has been put into the delivery of databases of chemical reactions with the majority of large resources being commercial in nature. In our five years of delivering chemical based data resources to the chemistry community one of the primary requests has been that chemists want to know how to synthesize many of the chemicals they are researching. This presentation will provide an overview of our concerted efforts to enhance access to freely available chemistry data and will discuss the ChemSpider Reactions as an integrating hub of content including data extracted from US patents, from RSC Journals and databases and from our micro-publishing platform ChemSpider Synthetic Pages (CSSP).]]> Sat, 15 Nov 2014 06:58:50 GMT /slideshow/chemspider-reactions-delivering-a-free-community-resource-of-chemical-syntheses-41591240/41591240 karapetk@slideshare.net(karapetk) ChemSpider reactions – delivering a free community resource of chemical syntheses karapetk Presentation delivered by Colin Batchelor from the RSC eScience team at ACS New Orleans Spring Meeting April 2013. There are dozens of public compound databases now available online, some of these providing access to tens of millions of chemical compounds. However, very little effort has been put into the delivery of databases of chemical reactions with the majority of large resources being commercial in nature. In our five years of delivering chemical based data resources to the chemistry community one of the primary requests has been that chemists want to know how to synthesize many of the chemicals they are researching. This presentation will provide an overview of our concerted efforts to enhance access to freely available chemistry data and will discuss the ChemSpider Reactions as an integrating hub of content including data extracted from US patents, from RSC Journals and databases and from our micro-publishing platform ChemSpider Synthetic Pages (CSSP). <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/chemspiderreactionsfinal-130411140139-phpapp02-141115065850-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds" /> Presentation delivered by Colin Batchelor from the RSC eScience team at ACS New Orleans Spring Meeting April 2013. There are dozens of public compound databases now available online, some of these providing access to tens of millions of chemical compounds. However, very little effort has been put into the delivery of databases of chemical reactions with the majority of large resources being commercial in nature. In our five years of delivering chemical based data resources to the chemistry community one of the primary requests has been that chemists want to know how to synthesize many of the chemicals they are researching. This presentation will provide an overview of our concerted efforts to enhance access to freely available chemistry data and will discuss the ChemSpider Reactions as an integrating hub of content including data extracted from US patents, from RSC Journals and databases and from our micro-publishing platform ChemSpider Synthetic Pages (CSSP).

ChemSpider reactions – delivering a free community resource of chemical syntheses from Ken Karapetyan

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0 The RSC chemical validation and standardization platform, a potential path to quality-conscious databases /slideshow/the-rsc-chemical-validation-and-standardization-platform-a-potential-path-to-qualityconscious-databases-41591211/41591211 cvspfinal-130414205053-phpapp01-141115065726-conversion-gate02
High quality chemical databases are struggling with protecting their data from the flow of wild machine-generated chemistry and lower-quality data. The period of primarily human curation prior to deposition in a database is gone and quality-conscious databases need to heavily rely on automated validation checks. An automated chemical validation system is being developed by the cheminformatics team at the Royal Society of Chemistry to be the “quality gatekeeper” of databases at the point of deposition. ChemSpider is leading a community-wide standardization approach starting with our support of the Open PHACTS semantic web project, an Innovative Medicines Initiative. The Chemical Validation and Standardization Platform (CVSP) is being designed as an open, flexible chemical validation and standardization platform that validates and standardizes chemical records. This presentation will review the existing beta version of the system and work in progress.]]>
High quality chemical databases are struggling with protecting their data from the flow of wild machine-generated chemistry and lower-quality data. The period of primarily human curation prior to deposition in a database is gone and quality-conscious databases need to heavily rely on automated validation checks. An automated chemical validation system is being developed by the cheminformatics team at the Royal Society of Chemistry to be the “quality gatekeeper” of databases at the point of deposition. ChemSpider is leading a community-wide standardization approach starting with our support of the Open PHACTS semantic web project, an Innovative Medicines Initiative. The Chemical Validation and Standardization Platform (CVSP) is being designed as an open, flexible chemical validation and standardization platform that validates and standardizes chemical records. This presentation will review the existing beta version of the system and work in progress.]]> Sat, 15 Nov 2014 06:57:26 GMT /slideshow/the-rsc-chemical-validation-and-standardization-platform-a-potential-path-to-qualityconscious-databases-41591211/41591211 karapetk@slideshare.net(karapetk) The RSC chemical validation and standardization platform, a potential path to quality-conscious databases karapetk High quality chemical databases are struggling with protecting their data from the flow of wild machine-generated chemistry and lower-quality data. The period of primarily human curation prior to deposition in a database is gone and quality-conscious databases need to heavily rely on automated validation checks. An automated chemical validation system is being developed by the cheminformatics team at the Royal Society of Chemistry to be the “quality gatekeeper” of databases at the point of deposition. ChemSpider is leading a community-wide standardization approach starting with our support of the Open PHACTS semantic web project, an Innovative Medicines Initiative. The Chemical Validation and Standardization Platform (CVSP) is being designed as an open, flexible chemical validation and standardization platform that validates and standardizes chemical records. This presentation will review the existing beta version of the system and work in progress. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/cvspfinal-130414205053-phpapp01-141115065726-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds" /> High quality chemical databases are struggling with protecting their data from the flow of wild machine-generated chemistry and lower-quality data. The period of primarily human curation prior to deposition in a database is gone and quality-conscious databases need to heavily rely on automated validation checks. An automated chemical validation system is being developed by the cheminformatics team at the Royal Society of Chemistry to be the “quality gatekeeper” of databases at the point of deposition. ChemSpider is leading a community-wide standardization approach starting with our support of the Open PHACTS semantic web project, an Innovative Medicines Initiative. The Chemical Validation and Standardization Platform (CVSP) is being designed as an open, flexible chemical validation and standardization platform that validates and standardizes chemical records. This presentation will review the existing beta version of the system and work in progress.

The RSC chemical validation and standardization platform, a potential path to quality-conscious databases from Ken Karapetyan

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0 Digitally enabling the RSC archive /karapetk/digitally-enabling-the-rsc-archive-41591199 digitallyenablingtherscarchive-130416194956-phpapp02-141115065620-conversion-gate01
The Royal Society of Chemistry has an archive of published journals and books stretching back to 1841. In the past decade we have digitized this archive and semantically enriched our frontfile data with chemical structures linked to our free online chemical compound database, ChemSpider. In this talk we will survey our recent efforts to extract all kinds of data – chemical structures, experimental and bibliographic data – from both our backfile and frontfile. We will also discuss our future work to extract chemical reactions to host in our ChemSpider Reactions database and will discuss the potential applications of optical structure recognition technologies for converting structure images to structures as well as using similar techniques to convert experimental spectral data into interactive data formats. A key aspect of this project is the delivery of a crowdsourcing platform for the interactive annotation and validation of the extracted data.]]>
The Royal Society of Chemistry has an archive of published journals and books stretching back to 1841. In the past decade we have digitized this archive and semantically enriched our frontfile data with chemical structures linked to our free online chemical compound database, ChemSpider. In this talk we will survey our recent efforts to extract all kinds of data – chemical structures, experimental and bibliographic data – from both our backfile and frontfile. We will also discuss our future work to extract chemical reactions to host in our ChemSpider Reactions database and will discuss the potential applications of optical structure recognition technologies for converting structure images to structures as well as using similar techniques to convert experimental spectral data into interactive data formats. A key aspect of this project is the delivery of a crowdsourcing platform for the interactive annotation and validation of the extracted data.]]> Sat, 15 Nov 2014 06:56:20 GMT /karapetk/digitally-enabling-the-rsc-archive-41591199 karapetk@slideshare.net(karapetk) Digitally enabling the RSC archive karapetk The Royal Society of Chemistry has an archive of published journals and books stretching back to 1841. In the past decade we have digitized this archive and semantically enriched our frontfile data with chemical structures linked to our free online chemical compound database, ChemSpider. In this talk we will survey our recent efforts to extract all kinds of data – chemical structures, experimental and bibliographic data – from both our backfile and frontfile. We will also discuss our future work to extract chemical reactions to host in our ChemSpider Reactions database and will discuss the potential applications of optical structure recognition technologies for converting structure images to structures as well as using similar techniques to convert experimental spectral data into interactive data formats. A key aspect of this project is the delivery of a crowdsourcing platform for the interactive annotation and validation of the extracted data. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/digitallyenablingtherscarchive-130416194956-phpapp02-141115065620-conversion-gate01-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry has an archive of published journals and books stretching back to 1841. In the past decade we have digitized this archive and semantically enriched our frontfile data with chemical structures linked to our free online chemical compound database, ChemSpider. In this talk we will survey our recent efforts to extract all kinds of data – chemical structures, experimental and bibliographic data – from both our backfile and frontfile. We will also discuss our future work to extract chemical reactions to host in our ChemSpider Reactions database and will discuss the potential applications of optical structure recognition technologies for converting structure images to structures as well as using similar techniques to convert experimental spectral data into interactive data formats. A key aspect of this project is the delivery of a crowdsourcing platform for the interactive annotation and validation of the extracted data.

Digitally enabling the RSC archive from Ken Karapetyan

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0 Building support for the semantic web for chemistry at the Royal Society of Chemistry /slideshow/building-support-for-the-semantic-web-for-chemistry-at-the-royal-society-of-chemistry-41591175/41591175 acs2013indianapoliscvsp-130922094102-phpapp01-141115065443-conversion-gate01
The Royal Society of Chemistry provides a variety of databases and services covering multiple domains of Chemistry. That includes our electronic publishing platform, ChemSpider and its related databases, the National Chemistry Database and digital access to the RSC archive that spans over 170 years. In order to support the rising tide of semantic web technologies we are now working on exposing our data to conform with the linked data paradigm. This presentation will provide an overview of our work to introduce semantic structure to all RSC electronic resources as well as outlining ways to access this information using standard formats and various APIs.]]>
The Royal Society of Chemistry provides a variety of databases and services covering multiple domains of Chemistry. That includes our electronic publishing platform, ChemSpider and its related databases, the National Chemistry Database and digital access to the RSC archive that spans over 170 years. In order to support the rising tide of semantic web technologies we are now working on exposing our data to conform with the linked data paradigm. This presentation will provide an overview of our work to introduce semantic structure to all RSC electronic resources as well as outlining ways to access this information using standard formats and various APIs.]]> Sat, 15 Nov 2014 06:54:43 GMT /slideshow/building-support-for-the-semantic-web-for-chemistry-at-the-royal-society-of-chemistry-41591175/41591175 karapetk@slideshare.net(karapetk) Building support for the semantic web for chemistry at the Royal Society of Chemistry karapetk The Royal Society of Chemistry provides a variety of databases and services covering multiple domains of Chemistry. That includes our electronic publishing platform, ChemSpider and its related databases, the National Chemistry Database and digital access to the RSC archive that spans over 170 years. In order to support the rising tide of semantic web technologies we are now working on exposing our data to conform with the linked data paradigm. This presentation will provide an overview of our work to introduce semantic structure to all RSC electronic resources as well as outlining ways to access this information using standard formats and various APIs. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/acs2013indianapoliscvsp-130922094102-phpapp01-141115065443-conversion-gate01-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry provides a variety of databases and services covering multiple domains of Chemistry. That includes our electronic publishing platform, ChemSpider and its related databases, the National Chemistry Database and digital access to the RSC archive that spans over 170 years. In order to support the rising tide of semantic web technologies we are now working on exposing our data to conform with the linked data paradigm. This presentation will provide an overview of our work to introduce semantic structure to all RSC electronic resources as well as outlining ways to access this information using standard formats and various APIs.

Building support for the semantic web for chemistry at the Royal Society of Chemistry from Ken Karapetyan

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0 Royal society of chemistry developments to support open drug discovery /slideshow/royal-society-of-chemistry-developments-to-support-open-drug-discovery-41591156/41591156 royalsocietyofchemistrydevelopmentstosupportopendrugdiscovery-140317143257-phpapp01-141115065311-conversion-gate01
In recent years the Royal Society of Chemistry has become known for our development of freely accessible data platforms including ChemSpider, ChemSpider Reactions and our new chemistry data repository. In order to support drug discovery RSC participates in a number of projects including the Open PHACTS semantic web project, the PharmaSea natural products discovery project and the Open Source Drug Discovery project in collaboration with a team in India. Our most recent developments include extending our efforts to support neglected diseases by the provision of high quality datasets resulting from our curation efforts to support modeling, the delivery of enhanced application programming interfaces to allow open source drug discovery teams to both source and deposit data from our chemistry databases and the provision of a micropublishing platform to report on various aspects of work supporting neglected disease drug discovery. This presentation will review our existing efforts and our plans for extended development.]]>
In recent years the Royal Society of Chemistry has become known for our development of freely accessible data platforms including ChemSpider, ChemSpider Reactions and our new chemistry data repository. In order to support drug discovery RSC participates in a number of projects including the Open PHACTS semantic web project, the PharmaSea natural products discovery project and the Open Source Drug Discovery project in collaboration with a team in India. Our most recent developments include extending our efforts to support neglected diseases by the provision of high quality datasets resulting from our curation efforts to support modeling, the delivery of enhanced application programming interfaces to allow open source drug discovery teams to both source and deposit data from our chemistry databases and the provision of a micropublishing platform to report on various aspects of work supporting neglected disease drug discovery. This presentation will review our existing efforts and our plans for extended development.]]> Sat, 15 Nov 2014 06:53:11 GMT /slideshow/royal-society-of-chemistry-developments-to-support-open-drug-discovery-41591156/41591156 karapetk@slideshare.net(karapetk) Royal society of chemistry developments to support open drug discovery karapetk In recent years the Royal Society of Chemistry has become known for our development of freely accessible data platforms including ChemSpider, ChemSpider Reactions and our new chemistry data repository. In order to support drug discovery RSC participates in a number of projects including the Open PHACTS semantic web project, the PharmaSea natural products discovery project and the Open Source Drug Discovery project in collaboration with a team in India. Our most recent developments include extending our efforts to support neglected diseases by the provision of high quality datasets resulting from our curation efforts to support modeling, the delivery of enhanced application programming interfaces to allow open source drug discovery teams to both source and deposit data from our chemistry databases and the provision of a micropublishing platform to report on various aspects of work supporting neglected disease drug discovery. This presentation will review our existing efforts and our plans for extended development. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/royalsocietyofchemistrydevelopmentstosupportopendrugdiscovery-140317143257-phpapp01-141115065311-conversion-gate01-thumbnail.jpg?width=120&height=120&fit=bounds" /> In recent years the Royal Society of Chemistry has become known for our development of freely accessible data platforms including ChemSpider, ChemSpider Reactions and our new chemistry data repository. In order to support drug discovery RSC participates in a number of projects including the Open PHACTS semantic web project, the PharmaSea natural products discovery project and the Open Source Drug Discovery project in collaboration with a team in India. Our most recent developments include extending our efforts to support neglected diseases by the provision of high quality datasets resulting from our curation efforts to support modeling, the delivery of enhanced application programming interfaces to allow open source drug discovery teams to both source and deposit data from our chemistry databases and the provision of a micropublishing platform to report on various aspects of work supporting neglected disease drug discovery. This presentation will review our existing efforts and our plans for extended development.

Royal society of chemistry developments to support open drug discovery from Ken Karapetyan

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0 Royal society of chemistry activities to develop a data repository for chemistry specific data final /slideshow/royal-society-of-chemistry-activities-to-develop-a-data-repository-for-chemistry-specific-data-final-41591134/41591134 royalsocietyofchemistryactivitiestodevelopadatarepositoryforchemistryspecificdatafinal-140318211058--141115065152-conversion-gate02
The Royal Society of Chemistry publishes many thousands of articles per year, the majority of these containing rich chemistry data that, in general, in limited in its value when isolated only to the HTML or PDF form of the articles commonly consumed by readers. RSC also has an archive of over 300,000 articles containing rich chemistry data especially in the form of chemicals, reactions, property data and analytical spectra. RSC is developing a platform integrating these various forms of chemistry data. The data will be aggregated both during the manuscript deposition process as well as the result of text-mining and extraction of data from across the RSC archive. This presentation will report on the development of the platform including our success in extracting compounds, reactions and spectral data from articles. We will also discuss our developing process for handling data at manuscript deposition and the integration and support of eLab Notebooks (ELNS) in terms of facilitating data deposition and sourcing data. Each of these processes is intended to ensure long-term access to research data with the intention of facilitating improved discovery.]]>
The Royal Society of Chemistry publishes many thousands of articles per year, the majority of these containing rich chemistry data that, in general, in limited in its value when isolated only to the HTML or PDF form of the articles commonly consumed by readers. RSC also has an archive of over 300,000 articles containing rich chemistry data especially in the form of chemicals, reactions, property data and analytical spectra. RSC is developing a platform integrating these various forms of chemistry data. The data will be aggregated both during the manuscript deposition process as well as the result of text-mining and extraction of data from across the RSC archive. This presentation will report on the development of the platform including our success in extracting compounds, reactions and spectral data from articles. We will also discuss our developing process for handling data at manuscript deposition and the integration and support of eLab Notebooks (ELNS) in terms of facilitating data deposition and sourcing data. Each of these processes is intended to ensure long-term access to research data with the intention of facilitating improved discovery.]]> Sat, 15 Nov 2014 06:51:52 GMT /slideshow/royal-society-of-chemistry-activities-to-develop-a-data-repository-for-chemistry-specific-data-final-41591134/41591134 karapetk@slideshare.net(karapetk) Royal society of chemistry activities to develop a data repository for chemistry specific data final karapetk The Royal Society of Chemistry publishes many thousands of articles per year, the majority of these containing rich chemistry data that, in general, in limited in its value when isolated only to the HTML or PDF form of the articles commonly consumed by readers. RSC also has an archive of over 300,000 articles containing rich chemistry data especially in the form of chemicals, reactions, property data and analytical spectra. RSC is developing a platform integrating these various forms of chemistry data. The data will be aggregated both during the manuscript deposition process as well as the result of text-mining and extraction of data from across the RSC archive. This presentation will report on the development of the platform including our success in extracting compounds, reactions and spectral data from articles. We will also discuss our developing process for handling data at manuscript deposition and the integration and support of eLab Notebooks (ELNS) in terms of facilitating data deposition and sourcing data. Each of these processes is intended to ensure long-term access to research data with the intention of facilitating improved discovery. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/royalsocietyofchemistryactivitiestodevelopadatarepositoryforchemistryspecificdatafinal-140318211058--141115065152-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry publishes many thousands of articles per year, the majority of these containing rich chemistry data that, in general, in limited in its value when isolated only to the HTML or PDF form of the articles commonly consumed by readers. RSC also has an archive of over 300,000 articles containing rich chemistry data especially in the form of chemicals, reactions, property data and analytical spectra. RSC is developing a platform integrating these various forms of chemistry data. The data will be aggregated both during the manuscript deposition process as well as the result of text-mining and extraction of data from across the RSC archive. This presentation will report on the development of the platform including our success in extracting compounds, reactions and spectral data from articles. We will also discuss our developing process for handling data at manuscript deposition and the integration and support of eLab Notebooks (ELNS) in terms of facilitating data deposition and sourcing data. Each of these processes is intended to ensure long-term access to research data with the intention of facilitating improved discovery.

Royal society of chemistry activities to develop a data repository for chemistry specific data final from Ken Karapetyan

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0 Data enhancing the royal society of chemistry publication archive /slideshow/data-enhancing-the-royal-society-of-chemistry-publication-archive-41591078/41591078 dataenhancingtheroyalsocietyofchemistrypublicationarchive-140321223402-phpapp01-141115064900-conversion-gate01
The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.]]>
The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.]]> Sat, 15 Nov 2014 06:49:00 GMT /slideshow/data-enhancing-the-royal-society-of-chemistry-publication-archive-41591078/41591078 karapetk@slideshare.net(karapetk) Data enhancing the royal society of chemistry publication archive karapetk The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/dataenhancingtheroyalsocietyofchemistrypublicationarchive-140321223402-phpapp01-141115064900-conversion-gate01-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.

Data enhancing the royal society of chemistry publication archive from Ken Karapetyan

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0 Applying Royal Society of Chemistry cheminformatics skills to support the PharmaSea project /slideshow/applying-royal-society-of-chemistry-cheminformatics-skills-to-support-the-pharmasea-project-41591040/41591040 applyingroyalsocietyofchemistrycheminformaticsskillstosupportthepharmaseaproject-140810084036-phpapp-141115064638-conversion-gate02
The collaborative project PharmaSea brings European researchers to some of the deepest, coldest and hottest places on the planet. Scientists from the UK, Belgium, Norway, Spain, Ireland, Germany, Italy, Switzerland and Denmark are working together to collect and screen samples of mud and sediment from huge, previously untapped, oceanic trenches. The large-scale, four-year project is backed by almost 10 million euros of funding and brings together 24 partners from 13 countries from industry, academia and non-profit organisations. The PharmaSea project focuses on biodiscovery research and the development and commercialisation of new bioactive compounds from marine organisms, including deep-sea sponges and bacteria, to evaluate their potential as novel drug leads or ingredients for nutrition or cosmetic applications. The Royal Society of Chemistry is responsible for developing a number of capabilities to support the Pharmasea project including a chemical registration system for new compounds, dereplication technologies to assist in the identification of new compounds and search techniques for mass spectrometrists within the project. This presentation will provide an overview of the project and our progress to contributing chemical information technologies to support the effort.]]>
The collaborative project PharmaSea brings European researchers to some of the deepest, coldest and hottest places on the planet. Scientists from the UK, Belgium, Norway, Spain, Ireland, Germany, Italy, Switzerland and Denmark are working together to collect and screen samples of mud and sediment from huge, previously untapped, oceanic trenches. The large-scale, four-year project is backed by almost 10 million euros of funding and brings together 24 partners from 13 countries from industry, academia and non-profit organisations. The PharmaSea project focuses on biodiscovery research and the development and commercialisation of new bioactive compounds from marine organisms, including deep-sea sponges and bacteria, to evaluate their potential as novel drug leads or ingredients for nutrition or cosmetic applications. The Royal Society of Chemistry is responsible for developing a number of capabilities to support the Pharmasea project including a chemical registration system for new compounds, dereplication technologies to assist in the identification of new compounds and search techniques for mass spectrometrists within the project. This presentation will provide an overview of the project and our progress to contributing chemical information technologies to support the effort.]]> Sat, 15 Nov 2014 06:46:38 GMT /slideshow/applying-royal-society-of-chemistry-cheminformatics-skills-to-support-the-pharmasea-project-41591040/41591040 karapetk@slideshare.net(karapetk) Applying Royal Society of Chemistry cheminformatics skills to support the PharmaSea project karapetk The collaborative project PharmaSea brings European researchers to some of the deepest, coldest and hottest places on the planet. Scientists from the UK, Belgium, Norway, Spain, Ireland, Germany, Italy, Switzerland and Denmark are working together to collect and screen samples of mud and sediment from huge, previously untapped, oceanic trenches. The large-scale, four-year project is backed by almost 10 million euros of funding and brings together 24 partners from 13 countries from industry, academia and non-profit organisations. The PharmaSea project focuses on biodiscovery research and the development and commercialisation of new bioactive compounds from marine organisms, including deep-sea sponges and bacteria, to evaluate their potential as novel drug leads or ingredients for nutrition or cosmetic applications. The Royal Society of Chemistry is responsible for developing a number of capabilities to support the Pharmasea project including a chemical registration system for new compounds, dereplication technologies to assist in the identification of new compounds and search techniques for mass spectrometrists within the project. This presentation will provide an overview of the project and our progress to contributing chemical information technologies to support the effort. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/applyingroyalsocietyofchemistrycheminformaticsskillstosupportthepharmaseaproject-140810084036-phpapp-141115064638-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds" /> The collaborative project PharmaSea brings European researchers to some of the deepest, coldest and hottest places on the planet. Scientists from the UK, Belgium, Norway, Spain, Ireland, Germany, Italy, Switzerland and Denmark are working together to collect and screen samples of mud and sediment from huge, previously untapped, oceanic trenches. The large-scale, four-year project is backed by almost 10 million euros of funding and brings together 24 partners from 13 countries from industry, academia and non-profit organisations. The PharmaSea project focuses on biodiscovery research and the development and commercialisation of new bioactive compounds from marine organisms, including deep-sea sponges and bacteria, to evaluate their potential as novel drug leads or ingredients for nutrition or cosmetic applications. The Royal Society of Chemistry is responsible for developing a number of capabilities to support the Pharmasea project including a chemical registration system for new compounds, dereplication technologies to assist in the identification of new compounds and search techniques for mass spectrometrists within the project. This presentation will provide an overview of the project and our progress to contributing chemical information technologies to support the effort.

Applying Royal Society of Chemistry cheminformatics skills to support the PharmaSea project from Ken Karapetyan

]]> 637 3 https://cdn.slidesharecdn.com/ss_thumbnails/applyingroyalsocietyofchemistrycheminformaticsskillstosupportthepharmaseaproject-140810084036-phpapp-141115064638-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds presentation 000000 http://activitystrea.ms/schema/1.0/post

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0 How the InChI identifier is used to underpin our online chemistry databases at Royal Society of Chemistry /slideshow/how-the-inchi-identifier-is-used-to-underpin-our-online-chemistry-databases-at-royal-society-of-chemistry-41591005/41591005 howtheinchiidentifierisusedtounderpinouronlinechemistrydatabasesatrsc-140810191147-phpapp02-141115064445-conversion-gate01
The Royal Society of Chemistry hosts a growing collection of online chemistry content. For much of our work the InChI identifier is an important component underpinning our projects. This enables the integration of chemical compounds with our archive of scientific publications, the delivery of a reaction database containing millions of reactions as well as a chemical validation and standardization platform developed to help improve the quality of structural representations on the internet. The InChI has been a fundamental part of each of our projects and has been pivotal in our support of international projects such as the Open PHACTS semantic web project integrating chemistry and biology data and the PharmaSea project focused on identifying novel chemical components from the ocean with the intention of identifying new antibiotics. This presentation will provide an overview of the importance of InChI in the development of many of our eScience platforms and how we have used it to provide integration across hundreds of websites and chemistry databases across the web. We will discuss how we are now expanding our efforts to develop a platform encompassing efforts in Open Source Drug Discovery and the support of data management for neglected diseases.]]>
The Royal Society of Chemistry hosts a growing collection of online chemistry content. For much of our work the InChI identifier is an important component underpinning our projects. This enables the integration of chemical compounds with our archive of scientific publications, the delivery of a reaction database containing millions of reactions as well as a chemical validation and standardization platform developed to help improve the quality of structural representations on the internet. The InChI has been a fundamental part of each of our projects and has been pivotal in our support of international projects such as the Open PHACTS semantic web project integrating chemistry and biology data and the PharmaSea project focused on identifying novel chemical components from the ocean with the intention of identifying new antibiotics. This presentation will provide an overview of the importance of InChI in the development of many of our eScience platforms and how we have used it to provide integration across hundreds of websites and chemistry databases across the web. We will discuss how we are now expanding our efforts to develop a platform encompassing efforts in Open Source Drug Discovery and the support of data management for neglected diseases.]]> Sat, 15 Nov 2014 06:44:45 GMT /slideshow/how-the-inchi-identifier-is-used-to-underpin-our-online-chemistry-databases-at-royal-society-of-chemistry-41591005/41591005 karapetk@slideshare.net(karapetk) How the InChI identifier is used to underpin our online chemistry databases at Royal Society of Chemistry karapetk The Royal Society of Chemistry hosts a growing collection of online chemistry content. For much of our work the InChI identifier is an important component underpinning our projects. This enables the integration of chemical compounds with our archive of scientific publications, the delivery of a reaction database containing millions of reactions as well as a chemical validation and standardization platform developed to help improve the quality of structural representations on the internet. The InChI has been a fundamental part of each of our projects and has been pivotal in our support of international projects such as the Open PHACTS semantic web project integrating chemistry and biology data and the PharmaSea project focused on identifying novel chemical components from the ocean with the intention of identifying new antibiotics. This presentation will provide an overview of the importance of InChI in the development of many of our eScience platforms and how we have used it to provide integration across hundreds of websites and chemistry databases across the web. We will discuss how we are now expanding our efforts to develop a platform encompassing efforts in Open Source Drug Discovery and the support of data management for neglected diseases. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/howtheinchiidentifierisusedtounderpinouronlinechemistrydatabasesatrsc-140810191147-phpapp02-141115064445-conversion-gate01-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry hosts a growing collection of online chemistry content. For much of our work the InChI identifier is an important component underpinning our projects. This enables the integration of chemical compounds with our archive of scientific publications, the delivery of a reaction database containing millions of reactions as well as a chemical validation and standardization platform developed to help improve the quality of structural representations on the internet. The InChI has been a fundamental part of each of our projects and has been pivotal in our support of international projects such as the Open PHACTS semantic web project integrating chemistry and biology data and the PharmaSea project focused on identifying novel chemical components from the ocean with the intention of identifying new antibiotics. This presentation will provide an overview of the importance of InChI in the development of many of our eScience platforms and how we have used it to provide integration across hundreds of websites and chemistry databases across the web. We will discuss how we are now expanding our efforts to develop a platform encompassing efforts in Open Source Drug Discovery and the support of data management for neglected diseases.

How the InChI identifier is used to underpin our online chemistry databases at Royal Society of Chemistry from Ken Karapetyan

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0 Dealing with the complex challenge of managing diverse chemistry data online /slideshow/dealing-with-the-complex-challenge-of-managing-diverse-chemistry-data-online-41590943/41590943 dealingwiththecomplexchallengeofmanagingdiversechemistrydataonline-140811165502-phpapp01-141115064201-conversion-gate02
The Royal Society of Chemistry has provided access to data associated with millions of chemical compounds via our ChemSpider database for over 5 years. During this period the richness and complexity of the data has continued to expand dramatically and the original vision for providing an integrated hub for structure-centric data has been delivered across the world to hundreds of thousands of users. With an intention of expanding the reach to cover more diverse aspects of chemistry-related data including compounds, reactions and analytical data, to name just a few data-types, we are in the process of implementing a new architecture to build a Chemistry Data Repository. The data repository will manage the challenges of associated metadata, the various levels of required security (private, shared and public) and exposing the data as appropriate using semantic web technologies. Ultimately this platform will become the host for all chemicals, reactions and analytical data contained within RSC publications and specifically supplementary information. This presentation will report on how our efforts to manage chemistry related data has impacted chemists and projects across the world and will review specifically our contributions to projects involving natural products for collaborators in Brazil and China, for the Open Source Drug Discovery project in India, and our collaborations with scientists in Russia.]]>
The Royal Society of Chemistry has provided access to data associated with millions of chemical compounds via our ChemSpider database for over 5 years. During this period the richness and complexity of the data has continued to expand dramatically and the original vision for providing an integrated hub for structure-centric data has been delivered across the world to hundreds of thousands of users. With an intention of expanding the reach to cover more diverse aspects of chemistry-related data including compounds, reactions and analytical data, to name just a few data-types, we are in the process of implementing a new architecture to build a Chemistry Data Repository. The data repository will manage the challenges of associated metadata, the various levels of required security (private, shared and public) and exposing the data as appropriate using semantic web technologies. Ultimately this platform will become the host for all chemicals, reactions and analytical data contained within RSC publications and specifically supplementary information. This presentation will report on how our efforts to manage chemistry related data has impacted chemists and projects across the world and will review specifically our contributions to projects involving natural products for collaborators in Brazil and China, for the Open Source Drug Discovery project in India, and our collaborations with scientists in Russia.]]> Sat, 15 Nov 2014 06:42:01 GMT /slideshow/dealing-with-the-complex-challenge-of-managing-diverse-chemistry-data-online-41590943/41590943 karapetk@slideshare.net(karapetk) Dealing with the complex challenge of managing diverse chemistry data online karapetk The Royal Society of Chemistry has provided access to data associated with millions of chemical compounds via our ChemSpider database for over 5 years. During this period the richness and complexity of the data has continued to expand dramatically and the original vision for providing an integrated hub for structure-centric data has been delivered across the world to hundreds of thousands of users. With an intention of expanding the reach to cover more diverse aspects of chemistry-related data including compounds, reactions and analytical data, to name just a few data-types, we are in the process of implementing a new architecture to build a Chemistry Data Repository. The data repository will manage the challenges of associated metadata, the various levels of required security (private, shared and public) and exposing the data as appropriate using semantic web technologies. Ultimately this platform will become the host for all chemicals, reactions and analytical data contained within RSC publications and specifically supplementary information. This presentation will report on how our efforts to manage chemistry related data has impacted chemists and projects across the world and will review specifically our contributions to projects involving natural products for collaborators in Brazil and China, for the Open Source Drug Discovery project in India, and our collaborations with scientists in Russia. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/dealingwiththecomplexchallengeofmanagingdiversechemistrydataonline-140811165502-phpapp01-141115064201-conversion-gate02-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry has provided access to data associated with millions of chemical compounds via our ChemSpider database for over 5 years. During this period the richness and complexity of the data has continued to expand dramatically and the original vision for providing an integrated hub for structure-centric data has been delivered across the world to hundreds of thousands of users. With an intention of expanding the reach to cover more diverse aspects of chemistry-related data including compounds, reactions and analytical data, to name just a few data-types, we are in the process of implementing a new architecture to build a Chemistry Data Repository. The data repository will manage the challenges of associated metadata, the various levels of required security (private, shared and public) and exposing the data as appropriate using semantic web technologies. Ultimately this platform will become the host for all chemicals, reactions and analytical data contained within RSC publications and specifically supplementary information. This presentation will report on how our efforts to manage chemistry related data has impacted chemists and projects across the world and will review specifically our contributions to projects involving natural products for collaborators in Brazil and China, for the Open Source Drug Discovery project in India, and our collaborations with scientists in Russia.

Dealing with the complex challenge of managing diverse chemistry data online from Ken Karapetyan

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0 Open innovation contributions from RSC resulting from the Open Phacts project /karapetk/openinnovationcontributionsfromrscresultingfromtheopenphactsproject-140814045712phpapp02 openinnovationcontributionsfromrscresultingfromtheopenphactsproject-140814045712-phpapp02-141115063736-conversion-gate01
The Royal Society of Chemistry was pleased to contribute to the Open PHACTS project, a 3 year project funded by the Innovative Medicines Initiative fund from the European Union. For three years we developed our existing platforms, created new and innovative widgets and data platforms to handle chemistry data, extended existing chemistry ontologies and embraced the semantic web open standards. As a result RSC served as the centralized chemistry data hub for the project. With the conclusion of the Open PHACTS project we will report on our experiences resulting from our participation in the project and provide an overview of what tools, capabilities and data have been released into the community as a result of our participation and how this may influence future projects. This will include the Open PHACTS open chemistry data dump including the chemistry related data in chemistry and semantic web consumable formats as well as some of the resulting chemistry software released to the community. The Open PHACTS project resulted in significant contributions to the chemistry community as well as the supporting pharmaceutical companies and biomedical community.]]>
The Royal Society of Chemistry was pleased to contribute to the Open PHACTS project, a 3 year project funded by the Innovative Medicines Initiative fund from the European Union. For three years we developed our existing platforms, created new and innovative widgets and data platforms to handle chemistry data, extended existing chemistry ontologies and embraced the semantic web open standards. As a result RSC served as the centralized chemistry data hub for the project. With the conclusion of the Open PHACTS project we will report on our experiences resulting from our participation in the project and provide an overview of what tools, capabilities and data have been released into the community as a result of our participation and how this may influence future projects. This will include the Open PHACTS open chemistry data dump including the chemistry related data in chemistry and semantic web consumable formats as well as some of the resulting chemistry software released to the community. The Open PHACTS project resulted in significant contributions to the chemistry community as well as the supporting pharmaceutical companies and biomedical community.]]> Sat, 15 Nov 2014 06:37:36 GMT /karapetk/openinnovationcontributionsfromrscresultingfromtheopenphactsproject-140814045712phpapp02 karapetk@slideshare.net(karapetk) Open innovation contributions from RSC resulting from the Open Phacts project karapetk The Royal Society of Chemistry was pleased to contribute to the Open PHACTS project, a 3 year project funded by the Innovative Medicines Initiative fund from the European Union. For three years we developed our existing platforms, created new and innovative widgets and data platforms to handle chemistry data, extended existing chemistry ontologies and embraced the semantic web open standards. As a result RSC served as the centralized chemistry data hub for the project. With the conclusion of the Open PHACTS project we will report on our experiences resulting from our participation in the project and provide an overview of what tools, capabilities and data have been released into the community as a result of our participation and how this may influence future projects. This will include the Open PHACTS open chemistry data dump including the chemistry related data in chemistry and semantic web consumable formats as well as some of the resulting chemistry software released to the community. The Open PHACTS project resulted in significant contributions to the chemistry community as well as the supporting pharmaceutical companies and biomedical community. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/openinnovationcontributionsfromrscresultingfromtheopenphactsproject-140814045712-phpapp02-141115063736-conversion-gate01-thumbnail.jpg?width=120&height=120&fit=bounds" /> The Royal Society of Chemistry was pleased to contribute to the Open PHACTS project, a 3 year project funded by the Innovative Medicines Initiative fund from the European Union. For three years we developed our existing platforms, created new and innovative widgets and data platforms to handle chemistry data, extended existing chemistry ontologies and embraced the semantic web open standards. As a result RSC served as the centralized chemistry data hub for the project. With the conclusion of the Open PHACTS project we will report on our experiences resulting from our participation in the project and provide an overview of what tools, capabilities and data have been released into the community as a result of our participation and how this may influence future projects. This will include the Open PHACTS open chemistry data dump including the chemistry related data in chemistry and semantic web consumable formats as well as some of the resulting chemistry software released to the community. The Open PHACTS project resulted in significant contributions to the chemistry community as well as the supporting pharmaceutical companies and biomedical community.

Open innovation contributions from RSC resulting from the Open Phacts project from Ken Karapetyan

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0 Standardization and Generation of Parents for Open PHACTS Chemical Registry System /slideshow/standardization-26715770/26715770 standardization-130930191222-phpapp01
Describes workflow for validation and standardization for Open PHACTS Chemical Registry System]]>
Describes workflow for validation and standardization for Open PHACTS Chemical Registry System]]> Mon, 30 Sep 2013 19:12:22 GMT /slideshow/standardization-26715770/26715770 karapetk@slideshare.net(karapetk) Standardization and Generation of Parents for Open PHACTS Chemical Registry System karapetk Describes workflow for validation and standardization for Open PHACTS Chemical Registry System <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/standardization-130930191222-phpapp01-thumbnail.jpg?width=120&height=120&fit=bounds" /> Describes workflow for validation and standardization for Open PHACTS Chemical Registry System

Standardization and Generation of Parents for Open PHACTS Chemical Registry System from Ken Karapetyan

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0 SERMACS 2012 /slideshow/sermacs-cvsp/26544916 sermacscvsp-130925112727-phpapp01
Chemical Validation and Standardization Platform (CVSP) from Royal Society of Chemistry]]>
Chemical Validation and Standardization Platform (CVSP) from Royal Society of Chemistry]]> Wed, 25 Sep 2013 11:27:26 GMT /slideshow/sermacs-cvsp/26544916 karapetk@slideshare.net(karapetk) SERMACS 2012 karapetk Chemical Validation and Standardization Platform (CVSP)� from Royal Society of Chemistry <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/sermacscvsp-130925112727-phpapp01-thumbnail.jpg?width=120&height=120&fit=bounds" /> Chemical Validation and Standardization Platform (CVSP)� from Royal Society of Chemistry

SERMACS 2012 from Ken Karapetyan

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0 Acs 2013 indianapolis_cvsp /slideshow/acs-2013-indianapoliscvsp/26047217 acs2013indianapoliscvsp-130910001302-
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]]> Tue, 10 Sep 2013 00:13:02 GMT /slideshow/acs-2013-indianapoliscvsp/26047217 karapetk@slideshare.net(karapetk) Acs 2013 indianapolis_cvsp karapetk <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/acs2013indianapoliscvsp-130910001302--thumbnail.jpg?width=120&height=120&fit=bounds" />

Acs 2013 indianapolis_cvsp from Ken Karapetyan

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0 Data model /slideshow/data-model/16488618 datamodel-130212090653-phpapp01
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]]> Tue, 12 Feb 2013 09:06:53 GMT /slideshow/data-model/16488618 karapetk@slideshare.net(karapetk) Data model karapetk <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/datamodel-130212090653-phpapp01-thumbnail.jpg?width=120&height=120&fit=bounds" />

Data model from Ken Karapetyan

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0 https://cdn.slidesharecdn.com/profile-photo-karapetk-48x48.jpg?cb=1696441608 https://cdn.slidesharecdn.com/ss_thumbnails/chemspiderdisseminatingdataandenablinganabundanceofchemistryplatforms-130409103105-phpapp02-141115065952-conversion-gate02-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/chemspider-disseminating-data-and-enabling-an-abundance-of-chemistry-platforms-41591263/41591263 ChemSpider – dissemina... https://cdn.slidesharecdn.com/ss_thumbnails/chemspiderreactionsfinal-130411140139-phpapp02-141115065850-conversion-gate02-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/chemspider-reactions-delivering-a-free-community-resource-of-chemical-syntheses-41591240/41591240 ChemSpider reactions –... https://cdn.slidesharecdn.com/ss_thumbnails/cvspfinal-130414205053-phpapp01-141115065726-conversion-gate02-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/the-rsc-chemical-validation-and-standardization-platform-a-potential-path-to-qualityconscious-databases-41591211/41591211 The RSC chemical valid...