Redacted

Redacted

Security Management

Published in Michael L. Madigan, Handbook of Emergency Management Concepts, 2017

With the passage of time, much classified information becomes much less sensitive and may be declassified and made public. Since the late 20th century, there has been freedom of information legislation in some countries, whereby the public is deemed to have the right to all information that is not considered to be damaging if released. Sometimes, documents are released with information still considered confidential obscured (redacted).

Artificial intelligence for sense making in survival supply chains

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Journal Information

Published in International Journal of Production Research, 2023

Ajit Sharma

In Figure 13, the different components, technologies and process flow for the implementation of a COVID BOT for Twitter messages, are presented. The process starts with the acquisition of tweets that have COVID related tags into a raw text file. This Tweet data was acquired by using the Twitter API V2. Due to the societal nature of the project, Twitter allowed free access to its tweets without any rate limits. This raw tweet file was then parsed using OpenAI to extract information content from the tweet and place it into a Json file format. The Json file was then trained using OpenAI to classify each tweet into either a demand or a supply signal. These parsed and classified Tweets are next stored in an open source, cloud based database called SupaBase. In Appendix 3 a sample of the tweets parsed by OpenAI is presented with personalised data redacted for privacy reasons. This parsed and stored demand and supply information can now be presented to users in a variety of formats including online websites and mobile apps.

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Security Management

Artificial intelligence for sense making in survival supply chains