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Environmental impact of large language models in medicine
17
Zitationen
32
Autoren
2024
Jahr
Abstract
The environmental impact of large language models (LLMs) in medicine spans carbon emission, water consumption and rare mineral usage. Prior-generation LLMs, such as GPT-3, already have concerning environmental impacts. Next-generation LLMs, such as GPT-4, are more energy intensive and used frequently, posing potentially significant environmental harms. We propose a five-step pathway for clinical researchers to minimise the environmental impact of the natural language algorithms they create.
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Autoren
- Oliver Kleinig
- Sanjay Sinhal
- Rushan Khurram
- Christina Gao
- Luke Spajic
- Andrew C.W. Zannettino
- Margaret Schnitzler
- Christina Guo
- Sarah Zaman
- Harry Smallbone
- Mana Ittimani
- Weng Onn Chan
- Brandon Stretton
- Harry Godber
- Justin Chan
- Richard Turner
- Leigh R. Warren
- Jonathan Clarke
- Gopal Sivagangabalan
- Matthew Marshall‐Webb
- Genevieve Moseley
- Simon Driscoll
- Pramesh Kovoor
- Clara K Chow
- Yuchen Luo
- Aravinda Thiagalingam
- Ammar Zaka
- Paul A. Gould
- Fabio Ramponi
- Aashray Gupta
- Joshua G. Kovoor
- Stephen Bacchi
Institutionen
- Lyell McEwin Hospital(AU)
- The University of Adelaide(AU)
- University of Oxford(GB)
- Royal Adelaide Hospital(AU)
- Royal North Shore Hospital(AU)
- The University of Sydney(AU)
- The Alfred Hospital(AU)
- Westmead Hospital(AU)
- Fiona Stanley Hospital(AU)
- Royal Prince Alfred Hospital(AU)
- New York University(US)
- University of Tasmania(AU)
- NHS Digital(GB)
- Imperial College London(GB)
- Box Hill Hospital(AU)
- Deakin University(AU)
- University of Reading(GB)
- Austin Health(AU)
- Gold Coast Hospital(AU)
- Princess Alexandra Hospital(AU)
- Yale University(US)