Integrating AI Into Medical Residency Enhancing Efficiency and Training
April 22, 2025Lauren E. Melley, DO '21 (RES '26)
For Doctor of Osteopathic Medicine graduate Lauren E. Melley, DO '21 (RES '26), artificial intelligence isn't just something
on the horizon; it has already been integrated into many aspects of residency training.
As an otolaryngology resident, Dr. Melley sees firsthand how AI is enhancing efficiency
in documentation, optimizing workflows, and improving surgical precision.
Whether through AI-generated surgical models or simulation manikins that mimic airway trauma, Dr. Melley says that these tools
bolster critical thinking and hands-on skills that define medical practice.
Workflow efficiency
In a demanding residency program, saving time on administrative tasks is key. AI-powered
tools that transcribe voice dictation, automate documentation, and assist with coding
and communication are helping residents streamline their workflow and focus more of
their energy on patient care.
“[AI-enabled documentation tools] allow me to focus more on patient care and less
on administrative delays.”
Lauren E. Melley, DO '21Chief Otolaryngology Resident
Dr. Melley notes that AI chatbots can also help draft letters of medical necessity
to support insurance appeals—a time-consuming but essential task for physicians. Residents
can edit these structured drafts to align with a patient's specific case, expediting
the process without sacrificing quality. Other AI-enabled documentation tools can
help residents complete notes more quickly and accurately.
“This allows me to focus more on patient care and less on administrative delays,”
she said.
Surgical planning and precision
AI is proving to be impactful in the operating room, with AI-generated 3D models playing
a key role in surgical planning and real-time guidance.
In facial plastic surgery, 3D modeling has become invaluable for setting patient expectations
and visualizing desired outcomes. For procedures like rhinoplasty, blepharoplasty,
and chin augmentation, these models provide both the patient and surgeon with a realistic
preview of the results, helping ensure the patient's goals align with what is surgically
achievable.
“This visualization opens up a dialogue about potential limitations, enhancing patient
satisfaction and reducing the risk of dissatisfaction post-op,” Dr. Melley said.
In trauma cases, 3D modeling is especially valuable for preoperative planning, providing
crucial insight into complex fractures to guide effective reconstruction.
“By creating a detailed 3D model of the patient’s facial anatomy, we can visualize
the injury more clearly and plan the necessary surgical interventions more precisely,”
Dr. Melley said. “In some cases, if the surgery is not an urgent inpatient procedure
and we have at least a week’s notice, the medical device companies we collaborate
with can use AI to create customized surgical plates based on preoperative imaging.”
Having a pre-made plate customized for each patient allows surgeons to avoid intraoperative
adjustments, resulting in more efficient surgeries and potentially better outcomes.
The future of AI in medicine
AI is already embedded in many residents' workflows, and emerging tools—like adaptive
simulations and personalized learning pathways—are poised to further transform training by tailoring skill-building and streamlining
research through natural language processing.
Chief resident Dr. Lauren Melley (left) guiding junior residents through an endoscopic
excision with use of image-guidance system with AI-assisted tumor mapping.
“As otolaryngology residents, we regularly partake in simulation labs to prepare for
challenging situations we may encounter on call, ensuring we are ready to navigate
a difficult scenario,” Dr. Melley said. “The integration of AI has significantly enhanced
the realism and effectiveness of our simulation training, ensuring residents are well-equipped
for high-pressure situations. I expect these tools to play an even more prominent
role in the future.”
These advanced simulations include scenarios such as a child with an airway foreign
body, a patient experiencing a life-threatening oropharyngeal bleed after tumor resection,
and critical airway emergencies like angioedema—allowing residents to practice life-saving
procedures like fiberoptic intubation and cricothyrotomy.
“While AI in no way replaces our medical knowledge, it supports our commitment to
lifelong learning as physicians,” Dr. Melley said. “These tools have the potential
to streamline our education and make mundane administrative tasks more efficient,
allowing us to dedicate more time and focus on what truly matters: patient care.”
About Philadelphia College of Osteopathic Medicine
Established in 1899, Philadelphia College of Osteopathic Medicine (PCOM) has trained
thousands of highly competent, caring physicians, health practitioners and behavioral
scientists who practice a “whole person” approach to care—treating people, not just
symptoms. PCOM, a private, not-for-profit accredited institution of higher education,
operates three campuses (PCOM, PCOM Georgia and PCOM South Georgia) and offers doctoral degrees in clinical psychology, educational psychology, osteopathic
medicine, pharmacy, physical therapy, and school psychology. The college also offers
graduate degrees in applied behavior analysis, applied positive psychology, biomedical
sciences, forensic medicine, medical laboratory science, mental health counseling,
physician assistant studies, and school psychology. PCOM students learn the importance
of health promotion, research, education and service to the community. Through its
community-based Healthcare Centers, PCOM provides care to medically underserved populations.
For more information, visit pcom.edu or call 215-871-6100.
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