can an advanced computer program replace a doctor at the diagnostic stage of patient treatment?
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Can an Advanced Computer Program Replace a Doctor at the Diagnostic Stage of Patient Treatment?. Sudeep Sunthankar Spring Valley High School. Past Research. Computers help doctors with diagnosis as early as 1969 (Waxman & Worley, 1990) . - PowerPoint PPT PresentationTRANSCRIPT
Can an Advanced Computer Program Replace a Doctor at
the Diagnostic Stage of Patient Treatment?
Sudeep Sunthankar
Spring Valley High School
Past Research
Computers help doctors with diagnosis as early as 1969 (Waxman & Worley, 1990) .
1970: William Schwartz felt that computers could be used to replace doctors completely (Waxman & Worley, 1990).
Schwartz did not produce a program that was strong enough to support his idea (Waxman & Worley, 1990).
Current Day Programs
Doctors utilize software to diagnose patients (Scott and Purves, 1998).
Meditel and the Quick Medical Reference (QMR) are two types examples (Federhofer, 2005).
Designed for doctors use (Federhofer, 2005).
Influenza C
Most common of the three types of Influenza (AMA, 2004).
Only affects humans and animals (AMA, 2004).
Known as the flu to most people, usually contracted annually (C Health, 2005).
Non Lethal unless infects an already weakened immune system such as the elderly, young children, or people already fighting a disease (AMA, 2004).
Influenza C
Fever Shaking Chills Sneezing Headaches
Weakness Chest pains Muscle aches Sore throats Dry coughs
(AMA, 2004) (CDC, 2004).
Coronary Artery Disease
Almost 1 out of every 2 males over the age of 40 contract the disease (49%). This is the most vulnerable group (Medline plus, 2005) .
Coronary Artery Disease Discomfort Heaviness Pressure Aching Burning Short breath Irregular heartbeats Dizziness Nausea Sweating Weakness
Pain in the: • Chest
• Left shoulder
• Arms
• Neck
• Throat
• Jaw
• Back (WebMD, 2004)
Hypertension
Strongly tied to high blood pressure and high cholesterol.
120/80 Hg is normal blood pressure Blood pressure over 140/90 Hg is considered
hypertension (Crews, 2005). Blood pressure at 139/89 Hg is considered
prehypertension (Crews, 2005).
Hypertension
Obesity Glucose intolerance Stress High alcohol intake High sodium intake High blood pressure (Crews, 2005).
40% of hypertension victims display obesity, which is an easier symptoms of hypertension to identify (Neutel and Smith, 1998).
Purpose
Discover whether a computer can correctly diagnose certain types of patients better than a doctor.
Microsoft Clip Art 2005
Materials
Human Subjects
Computer
Microsoft Access
Microsoft Visual
Basic
Surveys
Picture taken by Sudeep Sunthankar
Hypothesis
The computer program, the “Virtual Doctor”, will be able to produce an overall higher percentage of correctly diagnosed patients than the human doctor in the three disorders, influenza C, coronary artery disease, and hypertension.
Methods: The PatientVirtual Doctor created in Microsoft Access
with a combination of Visual Basic Code.
Patient Survey Forms created
The surveys contained a place for the symptoms
for the disease and a section for the disease that the patient had suffered from.
Once the surveys had been completed, the
section that contained the symptoms of the
disease was sent to the doctor for diagnosis.
Patient/Doctor Survey
Methods: The Doctor
The doctor’s decision had to be made strictly from the symptoms the patient had listed on the survey.
The diagnosis was recorded on the survey in a section that was designated for the doctor’s diagnosis
Once the doctor’s diagnosis had been made for that survey, the survey was ready to be sent back to the researcher
Methods: The ComputerAn unbiased party then entered the symptoms into the computer. The unbiased party was an individual who did not have access to information about the research such as the purpose of the research.
The symptoms could then be entered without any bias or favoritism during this process.
The individual entered the patient’s symptoms by selecting the symptoms listed on the computer screen.
Once all the symptoms on a form had been entered, the database informed the individual whether it could make a diagnosis from the information entered.
Computer Program In Use
Pictures taken by Sudeep Sunthankar
Experimental Design Diagram
Dependent Variable: The number of correctly diagnosed patients by the computer and doctor respectively.
Constants:• Area from which patients are collected• Program used to diagnose symptoms• Creator of program• All subjects over the age of 18.
IV: Type of Disease
Influenza Coronary Artery Disease
Hypertension
45 75 36
Descriptive Statistics-Correctly Diagnosed Patients
Groups N Mean Median Min Max Variance
Doctor 138 46 40 28 70 467.85
Computer 113 37.66 36 26 51 158.26
Total 251 41.83 38 26 70 313.055
Descriptive Statistics-Incorrectly Diagnosed Patients
Group N STDV Mean Median Min Max Variance
Doctor 18 1.73 6 5 5 8 2.99
Computer 43 8.39 14.33 15 9 24 70.39
Total 61 7.67 10.17 8.5 5 24 36.96
Results
Influenza C
01020304050
Doctor Correct ComputerCorrect
DoctorInocorrect
ComputerIncorrect
Type of Diagnosis
Num
ber o
f Pat
ient
s
•The doctor had 40 correct and 5 incorrect. •The computer had 36 correct and 9 incorrect.
ResultsCoronary Artery Disease
01020304050607080
Doctor Correct ComputerCorrect
Doctor Incorrect ComputerIncorrect
Type of Diagnosis
Num
ber o
f Pat
ient
s
•The doctor had 70 correct and 5 incorrect. •The computer had 51 correct and 24 incorrect.
ResultsHypertension
05
1015202530
Doctor Correct ComputerCorrect
Doctor Incorrect ComputerIncorrect
Type of Diagnosis
Num
ber o
f Pat
ient
s
•The doctor had 28 correct and 8 incorrect. •The computer had 26 correct and 10 incorrect.
X² Summary Table-Doctor Diagnosed
Group Influenza CoronaryArtery
Disease
Hypertension n
Observed 40 70 28 138
Expected (45) (75) (36)
DF=2, Critical value=5.991, Chi Square Test Value= 2.67, α= 0.05, P-Value: 0.2636
X² Summary Table-Computer Diagnosed
Group Influenza CoronaryArteryDisease
Hypertension n
Observed 36 51 26 113
Expected (45) (75) (36)
DF=2, Critical value=5.991, Chi Square Test Value= 12.25, α= 0.05 P-value: 0.0022
Conclusions
Variation between patient and doctor diagnosis: No significant difference between the doctor and
patient’s diagnosis. This means that the doctor’s diagnosis and the
patient’s diagnosis agreed.
Variation between patient and computer diagnosis: Significant difference between the computer’s
diagnosis and the patient’s diagnosis. This means that the computer did not produce enough
correctly diagnosed patients to statistically match the doctor.
Conclusions
The experimental hypothesis, the computer would produce a higher amount of correctly diagnosed patients than the doctor and therefore would be able to replace a doctor at the diagnostic stage of patient treatment, was not statistically proven after conducting a chi square goodness of fit test.
Conclusion
The main reason the program was not statistically proven was the fall-off in the coronary artery disease group.
The computer and doctor diagnosis were very close in both the influenza and hypertension groups.
Sources of Error
Lack of diversity in disorders Localized study Time restraints Lack of symptoms
Future Research Preference of Doctor or Computer
• Test to see if patients prefer the doctor instead of the computer or vice versa. This could have added an extra dimension to the project
Patients able to enter their own data
Producing the program and making it available on the internet
Future Research Larger database
• more diseases/ symptoms • more useful and relevant program.
More complex program • treat adults, young children, and the elderly.
Store and monitor patients’ data and medical history• such as blood pressure, weight, and other
medical information• when a patient uses the program repeatedly, the
program could use previous symptoms and medical history to better diagnose an illness
Acknowledgements
I Would like to thank: Mr. Dale Soblo and Ms. Michelle Sutton for their
advice, supervision, and advice throughout the study. Dr. Kalpana Sulhyan for her tremendous assistance to
organize and collect subjects for this project. Nitin Uplekar for his help in creating the database. All of the human subjects for their participation and
cooperation in this research My friends and family
Literature CitedAmerican Medical Association. (2004). Family medical guide (4th ed.). New
Jersey: John Wiley and Sons, Inc.C Health. (2005). Flu and Cold. Retrieved September 1, 2005, from
http://chealth.canoe.ca/channel_health_features_details.asp?health_feature_id=69&article_id=147&channel_id=39&relation_id=2114.
Center for Disease Control and Prevention. (2004). Clinical Description and Diagnosis. Retrieved July 12, 2005, from http://www.cdc.gov/flu/professionals/diagnosis/.
Crews, Leigh. (2005). Designing a yoga program for active seniors: how a simple yoga practice can alleviate symptoms of arthritis, hypertension and osteoporosis, three health conditions that typically affect older adults. IDEA Health & Fitness, 2 (4), 56. Retrieved July 22, 2005, from Info Trac OneFile.
Medline Plus. (2005). Coronary Heart Disease. Retrieved July 12, 2005, from http://www.nlm.nih.gov/medlineplus/ency/article/007115.htm.
Literature CitedScott, D. and Purves, I.N. (1996). Triadic relationship between doctor, computer
and patient [Electronic version]. Interacting with Computers 8, 347-363. Federhofer, Judith. (ND). Medical Expert Systems. Retrieved July 13, 2005, from
http://www.computer.privateweb.at/judith/name_3.htm#qmr_name.Neutel, J.M. & Smith, D.H.G. (1998). Hypertension: Where have we gone wrong
and how can we fix it? [Electronic Version]. American Journal of Hypertension 10, 150S-157S.
Waxman H. S. & Worley W.E. (1990). Computer-assisted adult medical diagnosis: subject review and evaluation of a new microcomputer-based system. Medicine, 69(3), 125-137. Retrieved May 2, 2005, from Info Trac OneFile.
WebMDHealth. (2004). Heart disease: coronary artery disease. Retrieved May 1, 2005, from http://my.webmd.com/content/pages/9/1675_57851.htm
Can an Advanced Computer Program Replace a Doctor at
the Diagnostic Stage of Patient Treatment?
Sudeep Sunthankar
Spring Valley High School