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Four researchers in the team who determine as marginalized genders, annotated posts in small batches, as per different typologies reminiscent of intersectional themes (ableist, transphobic and queerphobic, physique shaming), kinds of abuse (sarcasm, threats, derogatory feedback), explicit or implicit nature of abuse. We then bin the posts based mostly on their averaged confidence scores, categorising them into 10 classes. Another TTX in P11 tasked contributors to create a scheme depicting information and workflows inside an organization affected by an incident. Third, the individuals should use existing plans and expertise from earlier emergencies to resolve the issues in collaboration. Participants select a response to offered injects from a restricted set of predefined actions. Unlabelled recording sessions underwent the identical pre-processing scheme explained above, producing a total of 6267 waking hours from 252 people, and were cut up into prepare/val with a ratio of 85:15. 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