Based on analyzing social media content, a model is constructed representing development of a first user's posts and interactions with other users over time. Using the model, a likelihood is computed that a post of the first user represents constructive dialogue. Using the model, the likelihood, and the post, a trajectory of future posts is forecasted. Responsive to forecasting a negative trajectory, a remedial action to positively alter the trajectory is applied.
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