7 artifacts matching
Preprint
Bag of Tricks or Bag of Myths? Reducing Modeling Complexity with Task Knowledge in Explainable Suicide Risk Assessment
Audits 31 pre-specified NLP techniques from seven methodological families (model scaling, synthetic data, loss reweighting, ensembling, structured prediction, threshold tuning and LLM methods) in rou…
Peer-reviewed
Generative Large Language Models in Mental Health Care Settings: Systematic Review and Meta-Analysis
PRISMA systematic review of quantitative studies evaluating general-purpose large language models for direct mental health care tasks, searched across PubMed, Embase, ACM Digital Library, IEEE Xplore…
Standard
IEEE 7014.1-2026 — Recommended Practice for Ethical Considerations of Emulated Empathy in Partner-Based General-Purpose Artificial Intelligence Systems
Published recommended practice giving ethical guidance on the use of emulated empathy in general-purpose AI systems positioned as human-AI partnerships — products marketed as empathic partners, perso…
Peer-reviewed
Evaluating Reasoning LLMs for Suicide Screening with the Columbia-Suicide Severity Rating Scale
Peer-reviewed version of record for a study assessing whether general-purpose language models can apply the Columbia-Suicide Severity Rating Scale to user-authored text. Six models were tested zero-s…
Standard
IEEE 7014-2024 — IEEE Standard for Ethical Considerations in Emulated Empathy in Autonomous and Intelligent Systems
An IEEE standard providing guidance and actions for the ethical development, deployment, and decommissioning of autonomous and intelligent systems that identify, simulate, or respond to human affecti…
Standard
IEEE 2089.1-2024 — IEEE Standard for Online Age Verification
Establishes a framework for the design, specification, evaluation, and deployment of online age-verification and age-estimation systems, including privacy, data-security, and information-management r…
Standard
IEEE 2089-2021 — IEEE Standard for an Age Appropriate Digital Services Framework Based on the 5Rights Principles for Children
IEEE SA standard establishing processes by which organizations make digital products and services age appropriate, built on the 5Rights Foundation principles and grounded in the UN Convention on the…