Health Accessibility
AI Patient Actor
A free platform designed by healthcare educators for healthcare educators.
Year :
2025
Project Duration :
10 weeks

Overview:
Effective patient communication is an essential competency for healthcare professionals, crucial for tasks such as establishing rapport, collecting medical histories, explaining treatment rationales, and handling sensitive conversations. These essential 'soft skills' significantly enhance patient care yet are often difficult to develop without hands-on practice and constructive feedback.
The AI Patient Actor is a freely-available platform that addresses this challenge by allowing healthcare trainers to create their own cases and evaluation rubrics, or select from existing cases, and assign them to their trainees. Trainees then interact with LLM-powered chatbots that act as the patients of these cases, allowing them to practice clinical communication and reasoning skills while receiving immediate personalized feedback.
The app is already being used by all first-year students at the Giesel School of Medicine,
The app supports both text-based and emotive voice-to-voice conversations in 52 languages. For more information about AI Patient Actor and to access the app, visit their website here.
Team: Thomas Thesen, Cinay Dilibal, Carson Bates, Jamie Nicholson, Avery Sutherland, Oscar Chun, Laura Liu
Deliverables:
Web application
Interactive AI chatbot

App Features:


Video Demo:
Example Interaction & Feedback:
Interaction:
(From the AIPA website)
Doctor: Hi! I am Dr. X. What brings you to the clinic today?
Patient: Hi Dr. X, I've been having this cough for about a week now, and I just haven't been feeling well.
Doctor: I'm sorry to hear this, can you please tell me more about your symptoms
Patient: Sure, the cough started off mild but has gotten worse over time. It's productive, and I've been coughing up yellowish sputum.
Doctor: Is there any blood you have noticed in your phlegm
Patient: No, there hasn't been any blood in the phlegm.
Doctor: Have you had any fevers chills or changes in appetite
Patient: Yes, I've had a low-grade fever for the past two days, fluctuating between 99.5 and 100.5°F. I've also noticed that my appetite isn't what it usually is; it's decreased a bit.
Doctor: Have you ever had any lung problems, bronchitis or pneumonia in the past
Patient: No, I haven't had any lung problems, bronchitis, or pneumonia in the past.
Doctor: Wonderful. Do you smoke, use tobacco or inhale any other products
Patient: No, I don't smoke, use tobacco, or inhale any other products.
Doctor: That is excellent. Do you have any chest pain or shortness of breath
Patient: No, I don't have any chest pain or shortness of breath.
Doctor: Thank you. I think I got enough information about what brings you to the clinic today may I ask you a few questions about the rest of your history
Patient: Of course, feel free to ask me any questions you need.
Doctor: I know you said you do not smoke or use tobacco or any other products, do you have any long-standing health concerns such as high blood pressure or diabetes
Patient: I do have hypertension, but it's managed with medication. I don't have diabetes.
Doctor: Can you tell me your blood pressure medication and any other medications prescribed or over the counter that you take regularly
Patient: I take Lisinopril 10mg every day for my blood pressure. That's the only prescription medication I'm on. I don't regularly take any over-the-counter medications.
Doctor: Excellent, do you have any allergies that you're aware of medication or environmental or food allergies
Patient: Yes, I'm allergic to penicillin. It causes me to get a rash. I don't have any other allergies that I'm aware of.
Doctor: Have you ever had any surgeries or hospitalizations
Patient: No, I've never had any surgeries or hospitalizations.
Doctor: Can you tell me a little bit about your close family, your mother, father or any siblings and their health issues
Patient: My mother had COPD, and my father passed away from a myocardial infarction. I don't have any siblings.
Doctor: I'm sorry to hear about your dad, was it recent? What age was he when he passed away
Patient: Thank you for your condolences. It wasn't recent; he passed away several years ago. He was in his early 70s when he died.
Doctor: Can you tell me a little bit about your home life and work
Patient: I live with my husband, and we have two adult children. I work as an accountant, and recently I've had to work longer hours because of the tax season.
Doctor: Indeed, tax season can be really busy. do you have any grandchildren?
Patient: No, I don't have any grandchildren.
Doctor: Any sick contacts lately.
Patient: Not that I'm aware of. I haven't been around anyone who's been sick.
Doctor: Thank you for talking with me. I think I have a good idea of what brings you in today and I would like to do a physical examination on you is it okay
Patient: Yes, that's fine. Thank you, Dr. X.
Physical exam:
Vitals: BP 140/85 mmHg, HR 88 bpm, T 99.8°F, RR 18 breaths/min, O2 Sat 97% on room air. General: Mildly distress Patient, in no acute distress. HEENT: Normocephalic, PERRLA, EOMI, no lymphadenopathy. Cardiovascular: Regular rate and rhythm, no murmurs, no peripheral edema. Respiratory: Mild crackles auscultated at the right lower lung base; no wheezes. Abdomen: Soft, non-tender, no hepatosplenomegaly. Skin: No rashes or lesions noted.
Doctor: Your exam showed a low-grade temperature and some crackles at the base of your right lung. I would like to suggest a couple of diagnostic test that we can do.
Patient: Okay, what kind of diagnostic tests are you considering?
Doctor: I don't think we need any blood work this morning, but I was hoping we could get a chest x-ray on you as I am worried that you might have a an early pneumonia in the right lower lung.
Patient: That sounds like a good plan. I'm willing to get the chest x-ray done to see what's going on.
Diagnostic exam:
CBC: Mild leukocytosis with left shift.
CMP: Within normal limits.
Chest X-ray: Blunting of the right costophrenic angle, suggestive of a small pleural effusion.
Sputum culture and sensitivity pending.
Doctor: The chest x-ray showed a small bit of fluid in the right lung consistent with a pneumonia. I would like to start you on some antibiotics. I do not think you need to be admitted to the hospital but we will keep a close eye on you and you can call us if you do not stop feeling better within the next few days
Patient: Thank you for letting me know. I'm relieved to hear that I don't need to be hospitalized. I'll make sure to take the antibiotics as prescribed and keep an eye on my symptoms. If I don't start feeling better, I'll give you a call. What antibiotic will you be prescribing, considering my allergy to penicillin?
Doctor: Given your allergy to penicillin I was going to prescribe either a tetracycline or erythromycin antibiotic. When you take antibiotics please avoid the sun as you can develop a rash more easily. I also want you to take the full course of antibiotics and avoid taking the antibiotic with milk products take the antibiotic with a full glass of water.
Patient: Understood, I'll avoid the sun and make sure to take the full course of the antibiotics with a full glass of water and not with milk products. Thank you for the information and for taking care of this. When should I come back for a follow-up?
Doctor: My nurse will make an appointment for about 4 to 6 weeks from now although you can call us earlier if you develop any side effects from the antibiotics or start feeling poorly in any way
Patient: Okay, I'll schedule the follow-up appointment for 4 to 6 weeks from now and will call if I have any side effects or if my condition worsens. Thank you for your help, Dr. X. I appreciate it.
Feedback:
(From the AIPA website)
Introduction and Building Rapport
The doctor introduces themselves and their role but does not set a clear agenda for the visit.
The doctor does show interest in the patient's condition by expressing sympathy for the patient's symptoms.
The doctor does not explicitly elicit the patient's expectations about illness/treatment or assess the patient's understanding of the problem.
Open-Ended Inquiry
The doctor begins with an open-ended question to allow the patient to describe their symptoms.
The doctor could improve by allowing the patient to speak more freely without interjecting with closed-ended questions too quickly.
Focused Inquiry and Probing Questions
The doctor asks focused questions about the patient's symptoms, past medical history, family history, social history, and habits.
The doctor could probe a bit more into the patient's work environment and stress levels, especially considering the increased workload during tax season.
Differential Diagnosis Development
The doctor correctly identifies the likely diagnosis of community-acquired pneumonia based on the patient's symptoms and the physical examination findings.
The doctor could have considered and discussed other differential diagnoses with the patient to provide a more comprehensive evaluation.
Communication Skills and Professionalism
The doctor communicates in a clear and professional manner, maintaining empathy throughout the interaction.
The doctor could improve by providing more reassurance and education about the patient's condition and treatment plan.
Motivation/Counseling
The doctor engages in some motivational interviewing by reflecting the patient's feelings and providing counseling on medication use.
The doctor could spend more time understanding the patient's perspective, especially regarding the impact of the illness on the patient's work and daily life.
Potential differential diagnoses for the patient’s symptoms:
Community-acquired pneumonia
Acute bronchitis
Chronic obstructive pulmonary disease (COPD) with acute exacerbation
Tuberculosis (less likely due to lack of high-risk factors)
Questions the doctor should have asked to create a differential diagnosis:
Have you been in contact with anyone with similar symptoms or a known respiratory infection?
Have you had any recent travel history, especially to areas with known outbreaks of respiratory illnesses?
Do you have any other symptoms such as night sweats, weight loss, or fatigue that could suggest a more systemic illness like tuberculosis?
Have you been vaccinated against influenza and pneumococcus, given your age and the potential risk for pneumonia?
Are there any environmental exposures at work or home that could contribute to respiratory symptoms, such as mold or chemicals?
More Projects
Health Accessibility
AI Patient Actor
A free platform designed by healthcare educators for healthcare educators.
Year :
2025
Project Duration :
10 weeks

Overview:
Effective patient communication is an essential competency for healthcare professionals, crucial for tasks such as establishing rapport, collecting medical histories, explaining treatment rationales, and handling sensitive conversations. These essential 'soft skills' significantly enhance patient care yet are often difficult to develop without hands-on practice and constructive feedback.
The AI Patient Actor is a freely-available platform that addresses this challenge by allowing healthcare trainers to create their own cases and evaluation rubrics, or select from existing cases, and assign them to their trainees. Trainees then interact with LLM-powered chatbots that act as the patients of these cases, allowing them to practice clinical communication and reasoning skills while receiving immediate personalized feedback.
The app is already being used by all first-year students at the Giesel School of Medicine,
The app supports both text-based and emotive voice-to-voice conversations in 52 languages. For more information about AI Patient Actor and to access the app, visit their website here.
Team: Thomas Thesen, Cinay Dilibal, Carson Bates, Jamie Nicholson, Avery Sutherland, Oscar Chun, Laura Liu
Deliverables:
Web application
Interactive AI chatbot

App Features:


Video Demo:
Example Interaction & Feedback:
Interaction:
(From the AIPA website)
Doctor: Hi! I am Dr. X. What brings you to the clinic today?
Patient: Hi Dr. X, I've been having this cough for about a week now, and I just haven't been feeling well.
Doctor: I'm sorry to hear this, can you please tell me more about your symptoms
Patient: Sure, the cough started off mild but has gotten worse over time. It's productive, and I've been coughing up yellowish sputum.
Doctor: Is there any blood you have noticed in your phlegm
Patient: No, there hasn't been any blood in the phlegm.
Doctor: Have you had any fevers chills or changes in appetite
Patient: Yes, I've had a low-grade fever for the past two days, fluctuating between 99.5 and 100.5°F. I've also noticed that my appetite isn't what it usually is; it's decreased a bit.
Doctor: Have you ever had any lung problems, bronchitis or pneumonia in the past
Patient: No, I haven't had any lung problems, bronchitis, or pneumonia in the past.
Doctor: Wonderful. Do you smoke, use tobacco or inhale any other products
Patient: No, I don't smoke, use tobacco, or inhale any other products.
Doctor: That is excellent. Do you have any chest pain or shortness of breath
Patient: No, I don't have any chest pain or shortness of breath.
Doctor: Thank you. I think I got enough information about what brings you to the clinic today may I ask you a few questions about the rest of your history
Patient: Of course, feel free to ask me any questions you need.
Doctor: I know you said you do not smoke or use tobacco or any other products, do you have any long-standing health concerns such as high blood pressure or diabetes
Patient: I do have hypertension, but it's managed with medication. I don't have diabetes.
Doctor: Can you tell me your blood pressure medication and any other medications prescribed or over the counter that you take regularly
Patient: I take Lisinopril 10mg every day for my blood pressure. That's the only prescription medication I'm on. I don't regularly take any over-the-counter medications.
Doctor: Excellent, do you have any allergies that you're aware of medication or environmental or food allergies
Patient: Yes, I'm allergic to penicillin. It causes me to get a rash. I don't have any other allergies that I'm aware of.
Doctor: Have you ever had any surgeries or hospitalizations
Patient: No, I've never had any surgeries or hospitalizations.
Doctor: Can you tell me a little bit about your close family, your mother, father or any siblings and their health issues
Patient: My mother had COPD, and my father passed away from a myocardial infarction. I don't have any siblings.
Doctor: I'm sorry to hear about your dad, was it recent? What age was he when he passed away
Patient: Thank you for your condolences. It wasn't recent; he passed away several years ago. He was in his early 70s when he died.
Doctor: Can you tell me a little bit about your home life and work
Patient: I live with my husband, and we have two adult children. I work as an accountant, and recently I've had to work longer hours because of the tax season.
Doctor: Indeed, tax season can be really busy. do you have any grandchildren?
Patient: No, I don't have any grandchildren.
Doctor: Any sick contacts lately.
Patient: Not that I'm aware of. I haven't been around anyone who's been sick.
Doctor: Thank you for talking with me. I think I have a good idea of what brings you in today and I would like to do a physical examination on you is it okay
Patient: Yes, that's fine. Thank you, Dr. X.
Physical exam:
Vitals: BP 140/85 mmHg, HR 88 bpm, T 99.8°F, RR 18 breaths/min, O2 Sat 97% on room air. General: Mildly distress Patient, in no acute distress. HEENT: Normocephalic, PERRLA, EOMI, no lymphadenopathy. Cardiovascular: Regular rate and rhythm, no murmurs, no peripheral edema. Respiratory: Mild crackles auscultated at the right lower lung base; no wheezes. Abdomen: Soft, non-tender, no hepatosplenomegaly. Skin: No rashes or lesions noted.
Doctor: Your exam showed a low-grade temperature and some crackles at the base of your right lung. I would like to suggest a couple of diagnostic test that we can do.
Patient: Okay, what kind of diagnostic tests are you considering?
Doctor: I don't think we need any blood work this morning, but I was hoping we could get a chest x-ray on you as I am worried that you might have a an early pneumonia in the right lower lung.
Patient: That sounds like a good plan. I'm willing to get the chest x-ray done to see what's going on.
Diagnostic exam:
CBC: Mild leukocytosis with left shift.
CMP: Within normal limits.
Chest X-ray: Blunting of the right costophrenic angle, suggestive of a small pleural effusion.
Sputum culture and sensitivity pending.
Doctor: The chest x-ray showed a small bit of fluid in the right lung consistent with a pneumonia. I would like to start you on some antibiotics. I do not think you need to be admitted to the hospital but we will keep a close eye on you and you can call us if you do not stop feeling better within the next few days
Patient: Thank you for letting me know. I'm relieved to hear that I don't need to be hospitalized. I'll make sure to take the antibiotics as prescribed and keep an eye on my symptoms. If I don't start feeling better, I'll give you a call. What antibiotic will you be prescribing, considering my allergy to penicillin?
Doctor: Given your allergy to penicillin I was going to prescribe either a tetracycline or erythromycin antibiotic. When you take antibiotics please avoid the sun as you can develop a rash more easily. I also want you to take the full course of antibiotics and avoid taking the antibiotic with milk products take the antibiotic with a full glass of water.
Patient: Understood, I'll avoid the sun and make sure to take the full course of the antibiotics with a full glass of water and not with milk products. Thank you for the information and for taking care of this. When should I come back for a follow-up?
Doctor: My nurse will make an appointment for about 4 to 6 weeks from now although you can call us earlier if you develop any side effects from the antibiotics or start feeling poorly in any way
Patient: Okay, I'll schedule the follow-up appointment for 4 to 6 weeks from now and will call if I have any side effects or if my condition worsens. Thank you for your help, Dr. X. I appreciate it.
Feedback:
(From the AIPA website)
Introduction and Building Rapport
The doctor introduces themselves and their role but does not set a clear agenda for the visit.
The doctor does show interest in the patient's condition by expressing sympathy for the patient's symptoms.
The doctor does not explicitly elicit the patient's expectations about illness/treatment or assess the patient's understanding of the problem.
Open-Ended Inquiry
The doctor begins with an open-ended question to allow the patient to describe their symptoms.
The doctor could improve by allowing the patient to speak more freely without interjecting with closed-ended questions too quickly.
Focused Inquiry and Probing Questions
The doctor asks focused questions about the patient's symptoms, past medical history, family history, social history, and habits.
The doctor could probe a bit more into the patient's work environment and stress levels, especially considering the increased workload during tax season.
Differential Diagnosis Development
The doctor correctly identifies the likely diagnosis of community-acquired pneumonia based on the patient's symptoms and the physical examination findings.
The doctor could have considered and discussed other differential diagnoses with the patient to provide a more comprehensive evaluation.
Communication Skills and Professionalism
The doctor communicates in a clear and professional manner, maintaining empathy throughout the interaction.
The doctor could improve by providing more reassurance and education about the patient's condition and treatment plan.
Motivation/Counseling
The doctor engages in some motivational interviewing by reflecting the patient's feelings and providing counseling on medication use.
The doctor could spend more time understanding the patient's perspective, especially regarding the impact of the illness on the patient's work and daily life.
Potential differential diagnoses for the patient’s symptoms:
Community-acquired pneumonia
Acute bronchitis
Chronic obstructive pulmonary disease (COPD) with acute exacerbation
Tuberculosis (less likely due to lack of high-risk factors)
Questions the doctor should have asked to create a differential diagnosis:
Have you been in contact with anyone with similar symptoms or a known respiratory infection?
Have you had any recent travel history, especially to areas with known outbreaks of respiratory illnesses?
Do you have any other symptoms such as night sweats, weight loss, or fatigue that could suggest a more systemic illness like tuberculosis?
Have you been vaccinated against influenza and pneumococcus, given your age and the potential risk for pneumonia?
Are there any environmental exposures at work or home that could contribute to respiratory symptoms, such as mold or chemicals?
More Projects
Health Accessibility
AI Patient Actor
A free platform designed by healthcare educators for healthcare educators.
Year :
2025
Project Duration :
10 weeks

Overview:
Effective patient communication is an essential competency for healthcare professionals, crucial for tasks such as establishing rapport, collecting medical histories, explaining treatment rationales, and handling sensitive conversations. These essential 'soft skills' significantly enhance patient care yet are often difficult to develop without hands-on practice and constructive feedback.
The AI Patient Actor is a freely-available platform that addresses this challenge by allowing healthcare trainers to create their own cases and evaluation rubrics, or select from existing cases, and assign them to their trainees. Trainees then interact with LLM-powered chatbots that act as the patients of these cases, allowing them to practice clinical communication and reasoning skills while receiving immediate personalized feedback.
The app is already being used by all first-year students at the Giesel School of Medicine,
The app supports both text-based and emotive voice-to-voice conversations in 52 languages. For more information about AI Patient Actor and to access the app, visit their website here.
Team: Thomas Thesen, Cinay Dilibal, Carson Bates, Jamie Nicholson, Avery Sutherland, Oscar Chun, Laura Liu
Deliverables:
Web application
Interactive AI chatbot

App Features:


Video Demo:
Example Interaction & Feedback:
Interaction:
(From the AIPA website)
Doctor: Hi! I am Dr. X. What brings you to the clinic today?
Patient: Hi Dr. X, I've been having this cough for about a week now, and I just haven't been feeling well.
Doctor: I'm sorry to hear this, can you please tell me more about your symptoms
Patient: Sure, the cough started off mild but has gotten worse over time. It's productive, and I've been coughing up yellowish sputum.
Doctor: Is there any blood you have noticed in your phlegm
Patient: No, there hasn't been any blood in the phlegm.
Doctor: Have you had any fevers chills or changes in appetite
Patient: Yes, I've had a low-grade fever for the past two days, fluctuating between 99.5 and 100.5°F. I've also noticed that my appetite isn't what it usually is; it's decreased a bit.
Doctor: Have you ever had any lung problems, bronchitis or pneumonia in the past
Patient: No, I haven't had any lung problems, bronchitis, or pneumonia in the past.
Doctor: Wonderful. Do you smoke, use tobacco or inhale any other products
Patient: No, I don't smoke, use tobacco, or inhale any other products.
Doctor: That is excellent. Do you have any chest pain or shortness of breath
Patient: No, I don't have any chest pain or shortness of breath.
Doctor: Thank you. I think I got enough information about what brings you to the clinic today may I ask you a few questions about the rest of your history
Patient: Of course, feel free to ask me any questions you need.
Doctor: I know you said you do not smoke or use tobacco or any other products, do you have any long-standing health concerns such as high blood pressure or diabetes
Patient: I do have hypertension, but it's managed with medication. I don't have diabetes.
Doctor: Can you tell me your blood pressure medication and any other medications prescribed or over the counter that you take regularly
Patient: I take Lisinopril 10mg every day for my blood pressure. That's the only prescription medication I'm on. I don't regularly take any over-the-counter medications.
Doctor: Excellent, do you have any allergies that you're aware of medication or environmental or food allergies
Patient: Yes, I'm allergic to penicillin. It causes me to get a rash. I don't have any other allergies that I'm aware of.
Doctor: Have you ever had any surgeries or hospitalizations
Patient: No, I've never had any surgeries or hospitalizations.
Doctor: Can you tell me a little bit about your close family, your mother, father or any siblings and their health issues
Patient: My mother had COPD, and my father passed away from a myocardial infarction. I don't have any siblings.
Doctor: I'm sorry to hear about your dad, was it recent? What age was he when he passed away
Patient: Thank you for your condolences. It wasn't recent; he passed away several years ago. He was in his early 70s when he died.
Doctor: Can you tell me a little bit about your home life and work
Patient: I live with my husband, and we have two adult children. I work as an accountant, and recently I've had to work longer hours because of the tax season.
Doctor: Indeed, tax season can be really busy. do you have any grandchildren?
Patient: No, I don't have any grandchildren.
Doctor: Any sick contacts lately.
Patient: Not that I'm aware of. I haven't been around anyone who's been sick.
Doctor: Thank you for talking with me. I think I have a good idea of what brings you in today and I would like to do a physical examination on you is it okay
Patient: Yes, that's fine. Thank you, Dr. X.
Physical exam:
Vitals: BP 140/85 mmHg, HR 88 bpm, T 99.8°F, RR 18 breaths/min, O2 Sat 97% on room air. General: Mildly distress Patient, in no acute distress. HEENT: Normocephalic, PERRLA, EOMI, no lymphadenopathy. Cardiovascular: Regular rate and rhythm, no murmurs, no peripheral edema. Respiratory: Mild crackles auscultated at the right lower lung base; no wheezes. Abdomen: Soft, non-tender, no hepatosplenomegaly. Skin: No rashes or lesions noted.
Doctor: Your exam showed a low-grade temperature and some crackles at the base of your right lung. I would like to suggest a couple of diagnostic test that we can do.
Patient: Okay, what kind of diagnostic tests are you considering?
Doctor: I don't think we need any blood work this morning, but I was hoping we could get a chest x-ray on you as I am worried that you might have a an early pneumonia in the right lower lung.
Patient: That sounds like a good plan. I'm willing to get the chest x-ray done to see what's going on.
Diagnostic exam:
CBC: Mild leukocytosis with left shift.
CMP: Within normal limits.
Chest X-ray: Blunting of the right costophrenic angle, suggestive of a small pleural effusion.
Sputum culture and sensitivity pending.
Doctor: The chest x-ray showed a small bit of fluid in the right lung consistent with a pneumonia. I would like to start you on some antibiotics. I do not think you need to be admitted to the hospital but we will keep a close eye on you and you can call us if you do not stop feeling better within the next few days
Patient: Thank you for letting me know. I'm relieved to hear that I don't need to be hospitalized. I'll make sure to take the antibiotics as prescribed and keep an eye on my symptoms. If I don't start feeling better, I'll give you a call. What antibiotic will you be prescribing, considering my allergy to penicillin?
Doctor: Given your allergy to penicillin I was going to prescribe either a tetracycline or erythromycin antibiotic. When you take antibiotics please avoid the sun as you can develop a rash more easily. I also want you to take the full course of antibiotics and avoid taking the antibiotic with milk products take the antibiotic with a full glass of water.
Patient: Understood, I'll avoid the sun and make sure to take the full course of the antibiotics with a full glass of water and not with milk products. Thank you for the information and for taking care of this. When should I come back for a follow-up?
Doctor: My nurse will make an appointment for about 4 to 6 weeks from now although you can call us earlier if you develop any side effects from the antibiotics or start feeling poorly in any way
Patient: Okay, I'll schedule the follow-up appointment for 4 to 6 weeks from now and will call if I have any side effects or if my condition worsens. Thank you for your help, Dr. X. I appreciate it.
Feedback:
(From the AIPA website)
Introduction and Building Rapport
The doctor introduces themselves and their role but does not set a clear agenda for the visit.
The doctor does show interest in the patient's condition by expressing sympathy for the patient's symptoms.
The doctor does not explicitly elicit the patient's expectations about illness/treatment or assess the patient's understanding of the problem.
Open-Ended Inquiry
The doctor begins with an open-ended question to allow the patient to describe their symptoms.
The doctor could improve by allowing the patient to speak more freely without interjecting with closed-ended questions too quickly.
Focused Inquiry and Probing Questions
The doctor asks focused questions about the patient's symptoms, past medical history, family history, social history, and habits.
The doctor could probe a bit more into the patient's work environment and stress levels, especially considering the increased workload during tax season.
Differential Diagnosis Development
The doctor correctly identifies the likely diagnosis of community-acquired pneumonia based on the patient's symptoms and the physical examination findings.
The doctor could have considered and discussed other differential diagnoses with the patient to provide a more comprehensive evaluation.
Communication Skills and Professionalism
The doctor communicates in a clear and professional manner, maintaining empathy throughout the interaction.
The doctor could improve by providing more reassurance and education about the patient's condition and treatment plan.
Motivation/Counseling
The doctor engages in some motivational interviewing by reflecting the patient's feelings and providing counseling on medication use.
The doctor could spend more time understanding the patient's perspective, especially regarding the impact of the illness on the patient's work and daily life.
Potential differential diagnoses for the patient’s symptoms:
Community-acquired pneumonia
Acute bronchitis
Chronic obstructive pulmonary disease (COPD) with acute exacerbation
Tuberculosis (less likely due to lack of high-risk factors)
Questions the doctor should have asked to create a differential diagnosis:
Have you been in contact with anyone with similar symptoms or a known respiratory infection?
Have you had any recent travel history, especially to areas with known outbreaks of respiratory illnesses?
Do you have any other symptoms such as night sweats, weight loss, or fatigue that could suggest a more systemic illness like tuberculosis?
Have you been vaccinated against influenza and pneumococcus, given your age and the potential risk for pneumonia?
Are there any environmental exposures at work or home that could contribute to respiratory symptoms, such as mold or chemicals?





