Tag: LLM

Reading of the Week: Contingency Management for Stimulant Use – the New AJP Paper; Also, LLMs as Mental Health Providers and Kumpf on Her ED Visit

October 9, 2025 /

From the Editor

Her housing is unstable; major relationships have ended; she is deeply in debt. She presented to the emergency department hoping for help with her crystal methamphetamine addiction. “That drug just grabs you and holds you.” No medications have demonstrated efficacy for stimulant use disorder. But could contingency management be part of a meaningful plan for her recovery?

In the first selection, a paper published last month in The American Journal of Psychiatry, Lara N. Coughlin (of the University of Michigan) and her co-authors attempt to answer that question. They did a retrospective cohort study, comparing those who received contingency management with those who didn’t, looking at outcomes and 12 months of data, and involving 1 481 patients and an equal number of people in the control group. “This study provides the first evidence that contingency management use in real-world health care settings is associated with reduced risk of mortality among patients with stimulant use disorder.” We consider the paper and its implications.

In the second selection, Tony Rousmaniere (of Sentio University) and his co-authors examine large language models as health providers. In a timely paper for The Lancet Psychiatry, they weigh the regulatory and legal contexts. “LLMs have entered everyday use for mental health. Developers who embrace transparency and collaborative research can transform the mental health landscape and define the future of digital care for the better.”

And in the third selection, Emily A. Kumpf (of Johns Hopkins University) writes personally about her first-episode psychosis in Psychiatric Services. While she is grateful for the care she received in the emergency room, she was traumatized by the experience. “When I was restrained, every part of me genuinely believed the medications they were injecting into me were chemicals intended to kill me. My scream pierced through the hospital walls; I thought I was dying. To my surprise, I woke up the next morning.”

DG

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Reading of the Week: Something Old & Something New – With Papers from World Psychiatry and Lancet Psychiatry

July 31, 2025 /

From the Editor

He was keen to discuss his new therapist who introduced him to CBT concepts and noted his negative thoughts. The therapist was helpful and thoughtful – but not human. My patient was using an AI chatbot.

More and more patients are looking to AI for information and therapy. What to make of it all? And what is the role of other cutting-edge innovations? In the first selection, Dr. John Torous (of Harvard University) and his co-authors attempt to answer these questions in a new review for World Psychiatry. They focus on, yes, generative AI, as well as apps and virtual reality. The review is sparkling and comprehensive, stretching over 11 000 words and with 269 references. “New tools such as LLMs have rapidly emerged, while relatively older ones such as smartphone apps and virtual reality have quickly expanded. While each tool has offered evidence of clinical impact, broad real-world impact remains aloof for all.” We consider the paper and its implications.

Made with ChatGPT

In this week’s other selection, Dr. Robert M. Post (of The George Washington University) and his co-authors write about lithium in a new Lancet Psychiatry paper. They offer a fresh take on this old medication; they argue that it is a disease-modifying agent, like monoclonal antibodies for multiple sclerosis. “Conceptualisation of lithium as a disease-modifying agent might help to increase clinical use by doctors, especially early in the disease course to better serve our patients.”

DG

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