Research map: Artificial intelligence and machine learning in pharmaceutical research and healthcare: Ethical challenges and a framework for responsible implementation

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Papers in this map

  1. Machine learning: Trends, perspectives, and prospects · Michael I. Jordan · 2015 · 10039 citations · Cited by this paper
  2. 339 Effect of the Medicare Part D DIR Fee Change on Part D Point-of-Sale Brand Name Prescription Reimbursement in a Community Pharmacy Setting · 2026 · Related
  3. A Survey on Bias and Fairness in Machine Learning · Ninareh Mehrabi · 2021 · 5473 citations · Cited by this paper
  4. 376 Community Pharmacist Perspectives on GLP-1 Receptor Agonist Medications: Attitudes, Stigma, and Professional Practice in Obesity and Diabetes Care · 2026 · Related
  5. Machine Learning in Medicine · Alvin Rajkomar · 2019 · 4486 citations · Cited by this paper
  6. 422 The Impact of Home Blood Pressure Monitor Validation Protocol on Hypertension Control in a Large University Based Internal Medicine Clinic · 2026 · Related
  7. Predicting the Future — Big Data, Machine Learning, and Clinical Medicine · Ziad Obermeyer · 2016 · 3713 citations · Cited by this paper
  8. 308 Impact of a Community Pharmacy Scheduling Service on HIV Care Coordination · 2026 · Related
  9. Machine Learning in Medicine · Rahul C. Deo · 2015 · 3572 citations · Cited by this paper
  10. 119 Active Learning in Pharmacogenomics: A Review Of Instructional Applications In Pharmacy Education In the United States · 2026 · Related
  11. The ethics of algorithms: Mapping the debate · Brent Mittelstadt · 2016 · 3402 citations · Cited by this paper
  12. 262 Comparison of Psychiatric Readmission Rates Following Discharge on Long-Acting Injectable Antipsychotics · 2026 · Related
  13. The rise of deep learning in drug discovery · Hongming Chen · 2018 · 1861 citations · Cited by this paper
  14. 160 Characteristics and Glycemic Outcomes of Insulin Naive Adults with Type 2 Diabetes Using a Fixed-Dose Regimen of Weekly Insulin Efsitora in QWINT-1 · 2026 · Related
  15. Implementing Machine Learning in Health Care — Addressing Ethical Challenges · Danton S. Char · 2018 · 1845 citations · Cited by this paper
  16. 245 Implementing Alternative Treatment Options to Improve Cardiovascular Outcomes in Those with Cardiovascular Disease · 2026 · Related
  17. Artificial intelligence in drug discovery and development · Debleena Paul · 2020 · 1680 citations · Cited by this paper
  18. 349 Provider Targeted Interventions to Increase HIV and PrEP Prescription Capture Rate · 2026 · Related
  19. Potential Biases in Machine Learning Algorithms Using Electronic Health Record Data · Milena A. Gianfrancesco · 2018 · 1428 citations · Cited by this paper
  20. 417 Readiness and Barriers to Implementing AUC-Guided Vancomycin Monitoring in Puerto Rico: A Cross-Sectional Survey of Hospital Pharmacists · 2026 · Related
  21. Machine learning in medicine: a practical introduction · Jenni A. M. Sidey-Gibbons · 2019 · 1310 citations · Cited by this paper
  22. Concepts of Artificial Intelligence for Computer-Assisted Drug Discovery · Xin Yu Yang · 2019 · 1066 citations · Cited by this paper
  23. Ethical and regulatory challenges of AI technologies in healthcare: A narrative review · Ciro Mennella · 2024 · 1015 citations · Cited by this paper
  24. Machine learning in chemoinformatics and drug discovery · Yu‐Chen Lo · 2018 · 990 citations · Cited by this paper
  25. Using recurrent neural network models for early detection of heart failure onset · Edward Choi · 2016 · 976 citations · Cited by this paper
  26. ADMET modeling approaches in drug discovery · Leonardo L. G. Ferreira · 2019 · 838 citations · Cited by this paper
  27. Machine-learning approaches in drug discovery: methods and applications · Antonio Lavecchia · 2014 · 813 citations · Cited by this paper
  28. Addressing Bias in Artificial Intelligence in Health Care · Ravi Bharat Parikh · 2019 · 794 citations · Cited by this paper
  29. From machine learning to deep learning: progress in machine intelligence for rational drug discovery · Lu Zhang · 2017 · 773 citations · Cited by this paper
  30. Deep Learning—A Technology With the Potential to Transform Health Care · Geoffrey E. Hinton · 2018 · 694 citations · Cited by this paper
  31. Advancing Drug Discovery via Artificial Intelligence · H. C. Stephen Chan · 2019 · 665 citations · Cited by this paper
  32. Cardiovascular Event Prediction by Machine Learning · Bharath Ambale‐Venkatesh · 2017 · 664 citations · Cited by this paper
  33. Exploiting machine learning for end-to-end drug discovery and development · Sean Ekins · 2019 · 608 citations · Cited by this paper
  34. Fairness of artificial intelligence in healthcare: review and recommendations · Daiju Ueda · 2023 · 591 citations · Cited by this paper
  35. Identification of type 2 diabetes subgroups through topological analysis of patient similarity · Li Li · 2015 · 581 citations · Cited by this paper
  36. Machine learning for clinical decision support in infectious diseases: a narrative review of current applications · Nathan Peiffer‐Smadja · 2019 · 577 citations · Cited by this paper
  37. How artificial intelligence is changing drug discovery · Nic Fleming · 2018 · 558 citations · Cited by this paper
  38. Bias in medical AI: Implications for clinical decision-making · James M. Cross · 2024 · 558 citations · Cited by this paper
  39. Artificial Intelligence (AI) Ethics · Keng Leng Siau · 2020 · 526 citations · Cited by this paper

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