Research map: Correctness, Harmfulness, and Diversity of Large Language Models for Colonoscopy Preparation Assistance: Comparative Evaluation Study

Back to the article

Papers in this map

  1. BLEU · Kishore Papineni · 2001 · 22063 citations · Cited by this paper
  2. Integrating Confidence, Difficulty, and Language Model Calibration for Better Explainability in Clinical Documents Coding: Applications of AI · 2026 · Related
  3. Comparing Physician and Artificial Intelligence Chatbot Responses to Patient Questions Posted to a Public Social Media Forum · John W. Ayers · 2023 · 2612 citations · Cited by this paper
  4. Large Language Models in Clinical Trial Recruitment: Sociotechnical and Economic Framework Development Study · 2026 · Related
  5. Chain-Of-Thought Prompting Elicits Reasoning in Large Language Models · Jason Wei · 2022 · 2224 citations · Cited by this paper
  6. Authors’ Reply: Toward Retrieval-Grounded Evaluation for Conversational Large Language Model–Based Risk Assessment · 2026 · Related
  7. Toward expert-level medical question answering with large language models · K. K. Singhal · 2025 · 958 citations · Cited by this paper
  8. A New Model for Youth-Driven Community Change: Exploratory Testing of Artificial Intelligence–Supported Citizen Science · 2026 · Related
  9. What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Medical Exams · Di Jin · 2021 · 597 citations · Cited by this paper
  10. Artificial Intelligence Discontinuation Effects (AI-DICE): An Emerging Phenomenon in Mental Health Applications · 2026 · Related
  11. Accuracy and Reliability of Chatbot Responses to Physician Questions · Rachel S. Goodman · 2023 · 487 citations · Cited by this paper
  12. Patient Perceptions on the Use of Artificial Intelligence in Creating Clinical Research Documents: Survey Study · 2026 · Related
  13. A Structured Review of the Validity of BLEU · Ehud Reiter · 2018 · 372 citations · Cited by this paper
  14. Deep Learning Estimation of Forced Expiratory Volume in One Second/Forced Vital Capacity and Obstructive Lung Disease Classification From Chest Radiographs With Subgroup Performance Analysis in a North American Cohort: Retrospective Cohort Study · 2026 · Related
  15. An evaluation framework for clinical use of large language models in patient interaction tasks · Shreya Johri · 2025 · 191 citations · Cited by this paper
  16. AI-Enabled Digital Health Promotion and Prevention: Computational Literature Review · 2026 · Related
  17. The effect of using a large language model to respond to patient messages · Shan Chen · 2024 · 151 citations · Cited by this paper
  18. Large Language Model Few-Shot Learning for Predicting Individual Treatment Response to Smartphone-Based Mindfulness in Autistic Adults With Anxiety: Secondary Analysis of a Randomized Controlled Trial · 2026 · Related
  19. Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations · Zhuoyan Li · 2023 · 127 citations · Cited by this paper
  20. Improving Clinical Validity in Synthetic Electronic Health Record Generation Using Best-of-N Sampling: Comparative Evaluation Study · 2026 · Related
  21. Quality of Large Language Model Responses to Radiation Oncology Patient Care Questions · Amulya Yalamanchili · 2024 · 123 citations · Cited by this paper
  22. An AI Dietitian for Type 2 Diabetes Mellitus Management Based on Large Language and Image Recognition Models: Preclinical Concept Validation Study · Haonan Sun · 2023 · 103 citations · Cited by this paper
  23. From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge · Dawei Li · 2025 · 103 citations · Cited by this paper
  24. Clinical Accuracy of Large Language Models and Google Search Responses to Postpartum Depression Questions: Cross-Sectional Study · Emre Sezgın · 2023 · 70 citations · Cited by this paper
  25. A Customized Mobile Application in Colonoscopy Preparation: A Randomized Controlled Trial · Ala I. Sharara · 2017 · 50 citations · Cited by this paper
  26. Effect of Text Messaging on Bowel Preparation and Appointment Attendance for Outpatient Colonoscopy · Nadim Mahmud · 2021 · 47 citations · Cited by this paper
  27. Adults Who Have Never Been Screened for Colorectal Cancer, Behavioral Risk Factor Surveillance System, 2012 and 2020 · Lisa Carolyn Richardson · 2022 · 46 citations · Cited by this paper
  28. Perspectives on Artificial Intelligence–Generated Responses to Patient Messages · Jiyeong Y Kim · 2024 · 41 citations · Cited by this paper
  29. Effects of a Personalized Smartphone App on Bowel Preparation Quality: Randomized Controlled Trial · Quirine E. W. van der Zander · 2021 · 28 citations · Cited by this paper
  30. An Automated Text Message Navigation Program Improves the Show Rate for Outpatient Colonoscopy · Nadim Mahmud · 2019 · 26 citations · Cited by this paper
  31. HealthQ: Unveiling questioning capabilities of LLM chains in healthcare conversations · Ziyu Wang · 2025 · 25 citations · Cited by this paper
  32. Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement · Wenda Xu · 2024 · 23 citations · Cited by this paper
  33. Texting to Improve Colonoscopy Preparation and Adherence Needs More Study · Carolyn M. Clancy · 2021 · 3 citations · Cited by this paper
  34. Bootstrapping a Conversational Guide for Colonoscopy Prep · Pulkit Arya · 2023 · 2 citations · Cited by this paper

Source: OpenAlex (CC0)