AI Mental Health Frontier AI 心理健康前沿——心理测量型 AI 必须先划清同意与验证边界 最新关于生成式 AI 心理测量与职场心理健康监测的综述提醒开发者：测量系统要先解决同意、验证、隐私和人工复核。
AI Mental Health Frontier AI Mental Health Frontier — Psychometric AI Needs a Consent and Validation Boundary New reviews on AI psychometrics and workplace mental-health monitoring point to a practical rule: measurement systems need consent, validation, and human review before they become care infrastructure.
AI Mental Health Frontier AI Mental Health Frontier — Engagement Is Not Improvement A new JMIR study links conversational-agent engagement with anxiety and depression measures. The useful lesson is to separate usage signals from clinical outcomes.
AI Mental Health Frontier AI 心理健康前沿 — 使用得更多，不等于变得更好 一项最新 JMIR 研究分析了人们如何使用心理健康对话代理，以及使用模式与焦虑、抑郁指标的关联。真正的课题，是把使用信号与临床改善分开。
AI Mental Health Frontier AI 心理健康前沿 — 主动式支持要经得起纵向检验 NEJM AI 新发表的一项随机试验，为生成式 AI 支持日常心理健康提供了更扎实的证据；真正的前沿在于，它能否长期有用、安全且责任清晰。
AI Mental Health Frontier AI Mental Health Frontier — Proactive Support Needs a Longitudinal Test A new NEJM AI randomized trial reports benefits from a generative-AI well-being app. The real frontier is testing whether proactive support can stay useful, safe, and accountable over time.
