Clinic Waiting Room-based Study of Swahili Language Artificial Intelligence-driven Symptom Assessments in Tanzanian Primary Health Care Facilities (AFYA)
Clinic Waiting Room-based Pilot of Swahili Language Artificial Intelligence-driven Symptom Assessments in Primary Health Care Facilities, Dar es Salaam, Tanzania
Study Overview
Status
Status
Conditions
Conditions
- Neurological Conditions
- Mental Health Conditions
- Abdominal Pain/Gastrointestinal Issues
- Lower Respiratory System Conditions
- Upper Respiratory System Conditions
- Ophthalmology Conditions
- Orthopedic Conditions
- Cardiovascular System Conditions
- Genitourinary System Conditions
- ENT Conditions
- Dermatology Conditions
- Gynecology/Obstetrics Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
Study Type
Study Type
Enrollment (Actual)
Enrollment
Contacts and Locations
Study Locations
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-
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Dar Es Salaam, Tanzania
- Mbagala Rangi Tatu Hospital
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-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Sampling Method
Study Population
Description
Inclusion Criteria:
- All patients who enter the clinic and that are willing/able to provide consent will be included, except those who fall under certain conditions listed below
Exclusion Criteria:
- Patients with severe injury/illness requiring immediate treatment
- Patients with traumatic injury (many of these patients require minimal anamnesis, and it is not rational to include them in a pilot study)
- Patients incapable of completing a health assessment (e.g. due to illiteracy, mental impairment or inebriation or other incapacity).
Study Plan
How is the study designed?
Design Details
Number of groups / cohorts
Cohorts and Interventions
Group / CohortGroup / Cohort |
Intervention / TreatmentIntervention / Treatment |
|---|---|
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Wing A (Ada WRA)
Patients in this group will be filling out the Ada assessment themselves and then heading to a normal consultation by first the usual care doctor and then the study-provided physician.
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This device is a medical device but will be used only observationally--this device takes a patient's symptoms into account by asking questions and gives a ranked list of likely conditions that the patient might have based on the answers to these questions.
The assessment report also includes urgency advice levels, that is, which care the patient should proceed to based on the condition suggestions.
The WRA is used by the patient directly and the HDA is used by the doctor to ask the questions to the patient.
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Wing B (Ada HDA)
Patients in this group will be asked questions from the Ada assessment by a health care practitioner and then heading to a normal consultation by first the usual care doctor and then the study-provided physician.
|
This device is a medical device but will be used only observationally--this device takes a patient's symptoms into account by asking questions and gives a ranked list of likely conditions that the patient might have based on the answers to these questions.
The assessment report also includes urgency advice levels, that is, which care the patient should proceed to based on the condition suggestions.
The WRA is used by the patient directly and the HDA is used by the doctor to ask the questions to the patient.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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Accuracy and Comprehensiveness measures of Ada WRA and HDA
Time Frame: through study completion, an average of 4 months
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The condition-suggestion accuracy and comprehensiveness of the SAA, evaluated against the gold-standard differential diagnosis determined by the review panel, reported in the context of the accuracy of the usual care health practitioner.
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through study completion, an average of 4 months
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Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Comparison of usual care doctor condition suggestions
Time Frame: through study completion, an average of 4 months
|
In Wing B only, while using the Ada HDA, the difference between the usual care doctor's condition suggestion accuracy and urgency advice will be compared between (1) the study arm where they determine a ranked list of condition suggestions before seeing Ada's list and then will choose a new ranked list based on viewing Ada's list, and (2) the study arm where after using the HDA, the doctor will see Ada's ranked list of condition suggestions and then choose to use Ada's full list or add some condition suggestions of their own.
The accuracy of these will then also be compared to the study-provided physician and the gold standard panel.
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through study completion, an average of 4 months
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Urgency advice accuracy
Time Frame: through study completion, an average of 4 months
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The urgency advice accuracy of the SAA, evaluated against the gold-standard triage levels determined by the review panel, reported in the context of the accuracy of the usual care health practitioner.
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through study completion, an average of 4 months
|
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Questionnaire data insights
Time Frame: through study completion, an average of 4 months
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Qualitative data on the usability, usefulness and acceptance of the SAA
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through study completion, an average of 4 months
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Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Publications and helpful links
General Publications
- Schmude M, Salim N, Azadzoy H, Bane M, Millen E, O'Donnell L, Bode P, Turk E, Vaidya R, Gilbert S. Investigating the Potential for Clinical Decision Support in Sub-Saharan Africa With AFYA (Artificial Intelligence-Based Assessment of Health Symptoms in Tanzania): Protocol for a Prospective, Observational Pilot Study. JMIR Res Protoc. 2022 Jun 7;11(6):e34298. doi: 10.2196/34298.
- Millen E, Salim N, Azadzoy H, Bane MM, O'Donnell L, Schmude M, Bode P, Tuerk E, Vaidya R, Gilbert SH. Study protocol for a pilot prospective, observational study investigating the condition suggestion and urgency advice accuracy of a symptom assessment app in sub-Saharan Africa: the AFYA-'Health' Study. BMJ Open. 2022 Apr 11;12(4):e055915. doi: 10.1136/bmjopen-2021-055915.
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Actual)
Primary Completion
Study Completion (Anticipated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- AFYA
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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