Nature Medicine 28, 924–933

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URL https://www.aisi.gov.uk/frontier-ai-trends-report. First public evidence-based assessment aggregating two years of AISI’s frontier model testing (November 2023 through October 2025); cited for the frontier-trajectory reframe of capability evaluation. Baptiste Vasey, Myura Nagendran, others, and DECIDE-AI Expert Group. Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.Nature Medicine, 28(5):924–933, 2022. doi: 10.1038/s41591-022-01772-9. Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc Le, Ed Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou. Self-consistency improves chain of thought reasoning in language models. In International Conference on Learning Representations (ICLR), 2023. Self-consistency gains of+6.4– +17.9pp on math / reasoning benchmarks; used to calibrate the sampling-axis chip conservatively for SWE-Bench-Verified pass@1. Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia, Ed Chi, Quoc Le, and Denny Zhou. Chain-of-thought prompting elicits reasoning in large language models. In Advances in Neural Information Processing Systems (NeurIPS), 2022. Companio

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URL https://www.aisi.gov.uk/frontier-ai-trends-report. First public evidence-based assessment aggregating two years of AISI’s frontier model testing (November 2023 through October 2025); cited for the frontier-trajectory reframe of capability evaluation. Baptiste Vasey, Myura Nagendran, others, and DECIDE-AI Expert Group. Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.Nature Medicine, 28(5):924–933, 2022. doi: 10.1038/s41591-022-01772-9. Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc Le, Ed Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou. Self-consistency improves chain of thought reasoning in language models. In 43 International Conference on Learning Representations (ICLR), 2023. Self-consistency gains of+6.4– +17.9pp on math / reasoning benchmarks; used to calibrate the sampling-axis chip conservatively for SWE-Bench-Verified pass@1. Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia, Ed Chi, Quoc Le, and Denny Zhou. Chain-of-thought prompting elicits reasoning in large language models. In Advances in Neural Information Processing Systems (NeurIPS), 2022. Compa

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Baptiste Vasey, Myura Nagendran, Bruce Campbell, David A. Clifton, Gary S. Collins, Spiros Denaxas, Alastair K. Denniston, et al. Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.Nature Medicine, 28:924–933, 2022. doi: 10.1038/s41591-022-01772-9

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Baptiste Vasey, Myura Nagendran, Bruce Campbell, David A Clifton, Gary S Collins, Spiros Denaxas, Alastair K Denniston, Livia Faes, Bart Geerts, Mudathir Ibrahim, Xiaoxuan Liu, Bilal A Mateen, Piyush Mathur, Melissa D McCradden, Lauren Morgan, Johan Ordish, Chris Rogers, Suchi Saria, Daniel Shu Wei Ting, and 4 others. 2022. https://doi.org/10.1038/s41591-022-01772-9 Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI . Nature Medicine, 28(5):924--933

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Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: Decide-ai. Nature Medicine 28, 924–933. doi:10.1038/s41591-022-01772-9