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This really concerns me but also points to a need to train humans to supervise AI chatbots. "An artificial intelligance (AI) chatbot trained by Dartmouth researchers to deliver cognitive behavioral therapy (CBT) significantly reduced depression, anxiety, and eating disorder symptoms. The randomized clinical trial of Therabot, published in NEJM AI, found that an AI-trained therapy chatbot could play a vital role in expanding access to CBT."

"Generative artificial intelligence (Gen-AI) chatbots hold promise for building highly personalized, effective mental health treatments at scale, while also addressing user engagement and retention issues common among digital therapeutics. We present a randomized controlled trial (RCT) testing an expert-fine-tuned Gen-AI-powered chatbot, Therabot, for mental health treatment."

"Surveys fill a multitude of purposes within education and give students, teachers, and parents a chance to share their opinions in a familiar way that have been around since the 1920s. The collected information is, among other things, meant to form a framework from which teachers improvement is built upon. Improvements are then implemented and the cycle begins again. In theory, this sounds like a good and reasonable way of working. In reality: Not so much."