Tootfinder

Large Language Model-Based Uncertainty-Adjusted Label Extraction for Artificial Intelligence Model Development in Upper Extremity Radiography
Hanna Kreutzer, Anne-Sophie Caselitz, Thomas Dratsch, Daniel Pinto dos Santos, Christiane Kuhl, Daniel Truhn, Sven Nebelung
https://arxiv.org/abs/2510.05664 …

Large Language Model-Based Uncertainty-Adjusted Label Extraction for Artificial Intelligence Model Development in Upper Extremity Radiography
Objectives: To evaluate GPT-4o's ability to extract diagnostic labels (with uncertainty) from free-text radiology reports and to test how these labels affect multi-label image classification of musculoskeletal radiographs. Methods: This retrospective study included radiography series of the clavicle (n=1,170), elbow (n=3,755), and thumb (n=1,978). After anonymization, GPT-4o filled out structured templates by indicating imaging findings as present ("true"), absent ("false"), or "uncertain." To …

DarkStream: real-time speech anonymization with low latency
Waris Quamer, Ricardo Gutierrez-Osuna
https://arxiv.org/abs/2509.04667 https://arxiv.org/pdf/25…

DarkStream: real-time speech anonymization with low latency
We propose DarkStream, a streaming speech synthesis model for real-time speaker anonymization. To improve content encoding under strict latency constraints, DarkStream combines a causal waveform encoder, a short lookahead buffer, and transformer-based contextual layers. To further reduce inference time, the model generates waveforms directly via a neural vocoder, thus removing intermediate mel-spectrogram conversions. Finally, DarkStream anonymizes speaker identity by injecting a GAN-generated …

A three-judge panel upheld a civil contempt ruling against Catherine Herridge for refusing to reveal her source for Fox News stories on a FBI-targeted scientist (Ryan Knappenberger/Courthouse News Service)
https://courthousenews.com/dc-circuit-

Sounds like b.s.: “The information that provided the basis for the warrant to search John Bolton’s home was based on **intelligence collected overseas by the C.I.A**., according to people who spoke on condition of anonymity to discuss an ongoing criminal investigation,” The New York Times reported. “It involved the mishandling of classified material by Bolton, the people said”
Vice president sparks uproar among legal experts with a single word - Alternet.org
https://www.alternet.org/jd-vance-uproar/