HAP 786: Workshop in Health Informatics

Topic: Assess Impact of AI on Patients

 
  Home  
 

Follow up of patients after treatment
Generated by ChatGPT

Overview

The impact of AI system on patients needs to be monitored carefully to see if patients benefit from the advice.  This section provides guidance on how to do so for depressed patients.

Objectives

Objectives

  1. Assess patients health status at a point in time
  2. Evaluate patient health across 4 point measures
  3. Report average impact of AI's advice

Assigned Reading

  1. Use PHQ-9 in point-in-time assessment of patients' symptom of depression Read► Video►
  2. Analyze 4 measures of depression to report depression-free days Read►

Background

This tutorial was prepared by ChatGPT and describes how to measure a patient's depression symptoms using the PHQ-9 and how to calculate Depression-Free Days over a 4-month period. The PHQ-9 is a widely used tool to assess the severity of depression symptoms, and it’s crucial in both clinical practice and research. Student teams should use PHQ-9 and should not come up with their own questions.  Administering a questionnaire requires a number of steps including: (a) obtain consent at start, (b) establish contact and in case of failure take corrective action, (c) if contact is established, then asking planned questions, (d) provide feedback, (e) anticipate changes in contact information for next attempt, (f) alert the monitor, for the time being a designated email address, regarding completion of the task.  The following describes the process of administering the PHQ-9, interpreting the scores, and calculating Depression-Free Days based on these scores.


Section 1: Administering the PHQ-9

  1. What is the PHQ-9?

    • The PHQ-9 (Patient Health Questionnaire-9) is a self-administered tool used to assess the presence and severity of depression symptoms over the past two weeks. It consists of 9 questions, each scored from 0 (not at all) to 3 (nearly every day), with a total score ranging from 0 to 27.

  2. Administering the PHQ-9:

    • Step 1: Write code that asks the 9 questions in PHQ-9 online.  You can use online surveys to create the data collection tool.
    • Step 2: Instruct the patient to read each question carefully and indicate how often they have been bothered by each of the listed problems over the past two weeks.
    • Step 3: Collect the completed questionnaire and calculate the total score by adding the responses to all nine items.  Each question should receive a score of 0 for not at all, and 3 for nearly everyday.

  3. Interpret the PHQ-9 Score:

    • 0-4: Minimal or no depression
    • 5-9: Mild depression
    • 10-14: Moderate depression
    • 15-19: Moderately severe depression
    • 20-27: Severe depression
    • Note the patient's total score, as it will be used later to calculate Depression-Free Days.

Section 2: Repeated Measurements Over Time

  1. Measuring Depression Over Time:
    • The PHQ-9 should be administered monthly to track changes in the patient's depression symptoms. For this example, let’s assume you are measuring the patient’s depression symptoms monthly over a 4-month period and assessing depression scores every month.
    • After administering the PHQ-9 each month, record the scores in a database without recording patient identification and using an alias. You should now have four scores, one for each month.

Section 3: Calculate Depression-Free Days (DFDs)

  1. Understand Depression-Free Days (DFDs):

    • Depression-Free Days (DFDs) represent the number, or portion, of days within a given period that a patient is considered free from significant depressive symptoms. It is a useful metric for assessing treatment effectiveness over time.

  2. Use PHQ-9 Scores to Estimate DFDs:

    • Step 1: For each PHQ-9 score, determine the corresponding DFDs using the following formula:
      • DFDs = 30 x (1-PHQ-9 score/27)
      • This formula assumes that each day in the month has the same symptoms as the average PHQ-9 score.
      • For example, a PHQ-9 score of 10 (Moderate depression) would correspond to:
        • DFDs = 30 x (1-10/27) = 19 DFDs in the month.
    • Step 2: Calculate DFDs for monthly meausres.

  3. Sum DFDs Over 4 Months:

    • Step 1: Add the DFDs for all four months to calculate the total number of Depression-Free Days over the 4-month period.
    • Step 2: Interpret the results. Higher DFDs indicate a greater period during which the patient was free from significant depression symptoms, suggesting an improvement in their condition.

  4. Example Calculation of Depression-Free Days:

    • Month 1 PHQ-9 Score: 12 → DFDs = 30 x (1-12/27) = 17 DFDs
    • Month 2 PHQ-9 Score: 8 → DFDs = 30 x (1-8/27) = 21 DFDs
    • Month 3 PHQ-9 Score: 5 → DFDs = 30 - (1-5/27) = 24 DFDs
    • Month 4 PHQ-9 Score: 3 → DFDs = 30 - (1-3/27) = 27 DFDs
    • Total DFDs over 4 months: 17 + 21 + 24 + 27 = 89 Depression-Free Days in 4 months

      Depression Free Days

Conclusion

You've now learned how to measure a patient’s depression symptoms using the PHQ-9 and how to calculate Depression-Free Days over a 4-month period. Regular assessment and monitoring of these measures are crucial for effective depression management and can significantly impact patient outcomes.

Assignments

Instruction for Submission of Assignments:

  1. Provide a summary statement (one sentence per Task).
  2. Submit you answers in Canvas.

Task 1: Create an online interview for collection of PHQ9 at different time periods.  Make sure that the interview is easy to take on phone and computers.  Make sure that the PHQ-9  questionnaire does not collect any HIPAA restricted information.  Store questionnaire responses in a HIPAA compliant database, encrypted at rest. 

  • At end of the interview, transfer the patient to a separate questionnaire that collects information on payments to respondents.  This questionnaire collects name and contact information for financial payments.  The responses to PHQ-9 questionnaire are not linked to this questionnaire.  The link to the payment questionnaire is automatically generated by the system, is a one-time use link, and can only be found at end of the PHQ-9 questions.  You are not asked to collect data from real patients and you can simulate responses to the questionnaire to show that the system works. 

  • At end of interview ask if the patient contact information is changing in the next month.  At end of interview ask for responses to questions that would allow client to bypass password requests.

Task 2: Create an online system that measures depression free days from collected data.  The system dispatches the questionnaire at designated intervals to the client.  The dispatch of the PHQ-9 questionnaire may not be received by the client.  Make sure that you alert system administrator on emails that are not received. Dispatch the questionnaire again if the email is received but not read.  If after two trials the questionnaire is not answered, alert the system administrator.  In testing this system, you simulate responses to dispatch and PHQ9 questionnaires.  You do not collect data.  You simulate responses 4 times and obtain 4 point estimates. Then use the procedures described here to measure depression free days. Display the total number of the patients enrolled and the average depression free days in any 4 month interval across subjects.   

Task 3: Create an online interview that enrolls the patient into the follow up system, educates them about the needed data collection, sets id and passwords for next contact, and collects patient's consent.

 

 
Copyright © 2024 Farrokh Alemi, Ph.D. Most recent revision 10/08/2024.  This page is part of the course on Workshop in Health Informatics.