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Fine-tuning a local LLaMA-3 large language model for automated privacy-preserving physician letter generation in radiation oncology.
Front Artif Intell
January 2025
Department of Radiation Oncology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Introduction: Generating physician letters is a time-consuming task in daily clinical practice.
Methods: This study investigates local fine-tuning of large language models (LLMs), specifically LLaMA models, for physician letter generation in a privacy-preserving manner within the field of radiation oncology.
Results: Our findings demonstrate that base LLaMA models, without fine-tuning, are inadequate for effectively generating physician letters.
Direct-to-consumer genetic tests also need to be regulated.
BMJ
January 2025
Guy's and St Thomas' NHS Foundation Trust, London, UK.
Response to: The Chaos in China's Aesthetic and Plastic Surgery Industry Urgently Needs to be Addressed.
Aesthetic Plast Surg
January 2025
Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo 200, 00128, Rome, Italy.
The proliferation of unlicensed aesthetic medical (UAE) practices in China's plastic surgery industry highlights a pressing global concern, amplified by the growing "beauty economy." Social media platforms perpetuate unattainable beauty standards through edited images and curated pre- and post-operative photos, fueling demand for aesthetic treatments and exacerbating body dysmorphic disorder (BDD). Vulnerable individuals targeted by manipulative advertising often fall victim to unsafe UAE services.
View Article and Find Full Text PDFPeer-review Blinded Assay Test (P-BAT): a framework for trustless laboratory quality assurance for state-regulated cannabis markets.
J Cannabis Res
January 2025
PureVita Labs LLC, 153 James P Murphy Ind Hwy , West Warwick, 02893-2382, United States.
The purpose of laboratory testing in the cannabis industry is to ensure public safety by preventing products that exceed hazardous limits of contaminants from reaching consumers, and to provide consumers with transparent and accurate label information so that they can make informed decisions when purchasing and using products. However, cannabis testing does not exist in a vacuum of incentives-some incentives exist that are in direct conflict with what is best for consumers. For example, cultivators and distributors will prefer to use the services of laboratories that find the highest THC concentrations or lowest contaminant concentrations, regardless of the accuracy of their testing results.
View Article and Find Full Text PDFPatient-Centered mHealth Intervention to Improve Self-Care in Patients With Chronic Heart Failure: Phase 1 Randomized Controlled Trial.
J Med Internet Res
January 2025
Indiana University, Indianapolis, IN, United States.
Background: Heart failure (HF) is one of the most common causes of hospital readmission in the United States. These hospitalizations are often driven by insufficient self-care. Commercial mobile health (mHealth) technologies, such as consumer-grade apps and wearable devices, offer opportunities for improving HF self-care, but their efficacy remains largely underexplored.
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