Research map: Governing Clinical Readiness Claims Derived from Medical AI Benchmark Results

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Papers in this map

  1. Large language models encode clinical knowledge · Karan Singhal · 2023 · 3892 citations · Cited by this paper
  2. Exploring the Effects of tACS Duration on Resting-State EEG: An Exploratory Within-Subject Study in Healthy Volunteers · 2026 · Related
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  7. Foundation models for generalist medical artificial intelligence · Michael Moor · 2023 · 1947 citations · Cited by this paper
  8. Beyond Validation: Operationalising Post-Deployment Surveillance of AI Medical Devices in Clinical Practice · 2026 · Related
  9. Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension · Xiaoxuan Liu · 2020 · 1318 citations · Cited by this paper
  10. Automated data extraction from electronic medical records for pragmatic clinical trials · 2026 · Related
  11. Artificial intelligence versus clinicians: systematic review of design, reporting standards, and claims of deep learning studies · Myura Nagendran · 2020 · 1155 citations · Cited by this paper
  12. A Hybrid Deep Learning Framework with Supervised Contrastive Learning for Robust Seizure Detection in Long-Term EEG · 2026 · Related
  13. Toward expert-level medical question answering with large language models · K. K. Singhal · 2025 · 958 citations · Cited by this paper
  14. Patient-Initiated Permanent Deletion of Their Electronic Health Record Data: implications for Artificial Intelligence and Big Data in Healthcare · 2026 · Related
  15. Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI · Baptiste Vasey · 2022 · 859 citations · Cited by this paper
  16. AI-enabled clinical decision support in breast cancer care: a blinded multicenter benchmarking study comparing medically specialized with a general-purpose system · 2026 · Related
  17. Guidelines for clinical trial protocols for interventions involving artificial intelligence: the SPIRIT-AI extension · Samantha Cruz Rivera · 2020 · 732 citations · Cited by this paper
  18. Implementing Technology in Neuropsychological Assessments: A Scoping Review · 2026 · Related
  19. FUTURE-AI: international consensus guideline for trustworthy and deployable artificial intelligence in healthcare · Karim Lekadir · 2025 · 609 citations · Cited by this paper
  20. Development and Validation of an Automated Acute Kidney Injury E-Alert System Integrated with Clinical Decision Support for Hospitalized Patients · 2026 · Related
  21. How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals · Eric Qiong Wu · 2021 · 495 citations · Cited by this paper
  22. External validation of AI models in health should be replaced with recurring local validation · Alexey Youssef · 2023 · 174 citations · Cited by this paper
  23. Characterizing the Clinical Adoption of Medical AI Devices through U.S. Insurance Claims · Kevin Wu · 2023 · 99 citations · Cited by this paper
  24. MedAgentBench: A Virtual EHR Environment to Benchmark Medical LLM Agents · Yixing Jiang · 2025 · 58 citations · Cited by this paper
  25. Establishing responsible use of AI guidelines: a comprehensive case study for healthcare institutions · Agustina D. Saenz · 2024 · 54 citations · Cited by this paper
  26. Knowledge-Practice Performance Gap in Clinical Large Language Models: Systematic Review of 39 Benchmarks · Eun Jeong Gong · 2025 · 35 citations · Cited by this paper
  27. A Novel Playbook for Pragmatic Trial Operations to Monitor and Evaluate Ambient Artificial Intelligence in Clinical Practice · Majid Afshar · 2025 · 28 citations · Cited by this paper
  28. Principles to guide clinical AI readiness and move from benchmarks to real-world evaluation · Tej Deepak Azad · 2026 · 13 citations · Cited by this paper
  29. Bridging the Gap Between Developers and Implementers in Health AI · Michael J. Pencina · 2025 · 10 citations · Cited by this paper
  30. Medbench V4: A Robust and Scalable Benchmark for Evaluating Chinese Medical Language Models, Multimodal Models, and Intelligent Agents · Jinru Ding · 2026 · 4 citations · Cited by this paper
  31. Advancing medical AI through benchmarking and competition for specialty triage · Chao Ding · 2026 · 2 citations · Cited by this paper
  32. Protecting clinical value judgment in the age of AI · Shefali V. Patil · 2026 · 2 citations · Cited by this paper

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