Regulatory information that governs Pharmaceutical companies harbors vastly complex, large and critical unstructured data that governs the pharmaceutical industry. The bulk of this data resides in numerous documents and is virtually impossible for a human to read and comprehend all this data in a timely manner and derive meaningful insight from it.
Our solution, the Cognitive Pharmaceutical Advisor, leverages IBM Watson’s Discovery Service at its core, has the ability to gather data from multiple sources, including websites and documents, then normalize and index the data so that it can be queried through a natural language interaction. This solution also leverages the pre-enriched content from Watson Discovery News collection and content from pharmaceutical domain specific data sources through the custom Discovery collection.
Cognitive Pharmaceutical Advisor assists a regulatory user at a pharmaceutical company by providing access to knowledge from pharmaceutical domain data sources without having to read the documents. The regulatory user is presented with the relevant content (specific passages from the documents), along with sentiment and other insights and context. This regulatory user can setup specific areas of interest, which are presented as daily feeds. Regulatory users can also analyze the trends and sentiment to improve operational decisions.
The Daily feeds section is configured by the regulatory user to reflect the areas and topics of interest and is the default view after login. Daily Feeds displays relevant content from the past seven days. It presents four different views to the user for each preference or area of interest. The four views are:
lists the top 10 news articles related to the area of interest, on click these links open in a new tab. Each story also showcases the general sentiment of the title and the text of the story.
it’s a tag cloud comprising of top companies, people and topics in news related to the area of interest, the size of the tag is indicative of its relevance to the area of interest.
is a graphical depiction of number of news articles with different sentiments which are related to the area of interest and top 10 entities (company, people, topic, etc.). It shows the trend over seven days. The charts have a hover tool tip with additional data and an interactive legend which can toggle a particular series for more specific details.
it lists the top news sources and presents a graphical view of number of news articles with sentiments. As with Co-Mentions and Trends, these charts have interactive legends and the hover tool tip also.
The Ask Watson section allows the regulatory user to phrase a question in natural language form and submit it as a query. The response lists the most relevant passages from the documents in the pharmaceutical collection and new stories. The response also highlights sentiments, keywords, entities and related concepts from each relevant document.
The preferences section allows the regulatory user to configure his/her areas of interest which are displayed on the Daily Feed upon login. Users can change area of interest as needed.
Custom Data Sources
Cognitive Pharmaceutical Advisor can ingest data from multiple pharmaceutical sources and leverages pre-enriched content from the Discovery News collection. The custom Discovery collection for this solution has ingested data from following pharmaceutical regulatory sources:
This solution can be extended to ingest from other publicly available data sources and internal data sources from the organization’s data center.
Cognitive Pharmaceutical Advisor Screenshots