Research map: Confident but unsupported: auditing large language models against supplied evidence boundaries in drug-induced liver injury assessment

Back to the article

Papers in this map

  1. Survey of Hallucination in Natural Language Generation · Ziwei Ji · 2022 · 4543 citations · Cited by this paper
  2. National trends in hydrocephalus mortality in the United States, 1999–2024: a serial cross-sectional (ecological) trend analysis · 2026 · Related
  3. Large language models encode clinical knowledge · Karan Singhal · 2023 · 3892 citations · Cited by this paper
  4. Immune reconstitution and long-term survival outcomes in LTHIs and TPs living with long-term ART: a propensity score-matched cohort study in Xinjiang, China · 2026 · Related
  5. Large language models in medicine · Arun James Thirunavukarasu · 2023 · 3892 citations · Cited by this paper
  6. A multicenter cross-sectional study on the correlation between lower urinary tract symptoms and sleep status in female nurses aged 40 years and above · 2026 · Related
  7. Performance of ChatGPT on USMLE: Potential for AI-assisted medical education using large language models · Tiffany H. Kung · 2023 · 3884 citations · Cited by this paper
  8. Financial toxicity and distress among prostate cancer patients in Lebanon: a cross-sectional study · 2026 · Related
  9. Foundation models for generalist medical artificial intelligence · Michael Moor · 2023 · 1947 citations · Cited by this paper
  10. Clients’ views and experiences of individual placement and support: an employment program for people in treatment for substance use · 2026 · Related
  11. EASL Clinical Practice Guidelines: Drug-induced liver injury · Raúl J. Andrade · 2019 · 1198 citations · Cited by this paper
  12. Advances in cardiovascular risk assessment indicators in obstructive sleep apnea · 2026 · Related
  13. Drug-induced liver injury · Raúl J. Andrade · 2019 · 839 citations · Cited by this paper
  14. Large language models versus expert clinicians in optimizing Chinese patient education materials for temporomandibular disorders: a mixed-methods study integrating readability, accuracy, actionability, and cultural adaptability · 2026 · Related
  15. Evaluation and mitigation of the limitations of large language models in clinical decision-making · Paul Hager · 2024 · 717 citations · Cited by this paper
  16. Occupational noise exposure and cardiovascular disease risk factors in China: mediating role of hearing loss · 2026 · Related
  17. The TRIPOD-LLM reporting guideline for studies using large language models · Jack Gallifant · 2025 · 530 citations · Cited by this paper
  18. A framework to assess clinical safety and hallucination rates of LLMs for medical text summarisation · Elham Asgari · 2025 · 354 citations · Cited by this paper
  19. AASLD practice guidance on drug, herbal, and dietary supplement–induced liver injury · Robert J. Fontana · 2022 · 293 citations · Cited by this paper
  20. Diagnostic reasoning prompts reveal the potential for large language model interpretability in medicine · Thomas Savage · 2024 · 265 citations · Cited by this paper
  21. Medical large language models are vulnerable to data-poisoning attacks · Daniel Alexander Alber · 2025 · 191 citations · Cited by this paper
  22. Evaluating large language model workflows in clinical decision support for triage and referral and diagnosis · Farieda Gaber · 2025 · 151 citations · Cited by this paper
  23. Drug-induced liver injury severity and toxicity (DILIst): binary classification of 1279 drugs by human hepatotoxicity · Shraddha H. Thakkar · 2019 · 143 citations · Cited by this paper
  24. Improving medical reasoning through retrieval and self-reflection with retrieval-augmented large language models · Minbyul Jeong · 2024 · 130 citations · Cited by this paper
  25. Medical large language models are susceptible to targeted misinformation attacks · Tianyu Han · 2024 · 59 citations · Cited by this paper
  26. Probabilistic medical predictions of large language models · Bowen Gu · 2024 · 42 citations · Cited by this paper
  27. MEGA-RAG: a retrieval-augmented generation framework with multi-evidence guided answer refinement for mitigating hallucinations of LLMs in public health · Shan Xu · 2025 · 41 citations · Cited by this paper
  28. The long but necessary road to responsible use of large language models in healthcare research · Jethro C.C. Kwong · 2024 · 30 citations · Cited by this paper
  29. The need for guardrails with large language models in pharmacovigilance and other medical safety critical settings · Joe B. Hakim · 2025 · 27 citations · Cited by this paper
  30. BERT-based language model for accurate drug adverse event extraction from social media: implementation, evaluation, and contributions to pharmacovigilance practices · Fan Dong · 2024 · 26 citations · Cited by this paper
  31. Can large language models detect drug–drug interactions leading to adverse drug reactions? · Justine Sicard · 2025 · 25 citations · Cited by this paper
  32. Large Language Models for Adverse Drug Events: A Clinical Perspective · Md Muntasir Zitu · 2025 · 20 citations · Cited by this paper
  33. Assessing the performance of large language models in literature screening for pharmacovigilance: a comparative study · Dan Li · 2024 · 16 citations · Cited by this paper
  34. Evaluating large language models' performance in answering common questions on drug-induced liver injury · Yinuo Dong · 2025 · 10 citations · Cited by this paper
  35. Toward an Explainable Large Language Model for the Automatic Identification of the Drug-Induced Liver Injury Literature · Chunwei Ma · 2024 · 8 citations · Cited by this paper
  36. Drug induced liver injury: a clinical perspective · Victor M. Navarro · 2009 · 5 citations · Cited by this paper
  37. Toward Real-time Detection of Drug-induced Liver Injury Using Large Language Models: A Feasibility Study From Clinical Notes · Thanathip Suenghataiphorn · 2025 · 5 citations · Cited by this paper
  38. DILIrank 2.0: An updated and expanded database for drug-induced liver injury risk based on FDA labeling and a literature review · AyoOluwa O. Olubamiwa · 2025 · 5 citations · Cited by this paper
  39. Epistemic and ethical limits of large language models in evidence-based medicine: from knowledge to judgment · Wenxiu Qi · 2026 · 3 citations · Cited by this paper

Source: OpenAlex (CC0)