Machine Learning to Reduce Hypertension Treatment Clinical Inertia

ConditionHypertension
Trial statusNot yet recruiting
Trial phaseNot applicable
Trial typeInterventional
Biological sexAll
Age20+
SponsorTemple University

About this trial

Among individuals with an uncontrolled BP at the current visit, the objective of this study is to compare clinical management of hypertension with and without information from a machine learning algorithm on whether a patient will have uncontrolled blood pressure at their next follow up visit through a case-vignette study.

Eligibility criteria

This trial accepts healthy volunteers

Qualifiers

None

Disqualifiers

None

Trial design

Design model

Parallel

Treatments tested in this trial

  • Predicted uncontrolled BP status (yes/no) at follow up visit, derived using a machine learning algorithm

    Other intervention

    The investigators have created a machine learning algorithm to predict uncontrolled blood pressure (BP) status (yes/no) at a follow up visit among adults with uncontrolled BP at their current visit. The investigators will determine whether adding this information to a vignette describing a patient will increase the likelihood that a clinician will intensify antihypertensive medication treatment.

Treatment groups

50 Participants
are divided into 2 treatment groups
Group A: No Information from Machine Learning AlgorithmNo intervention 0 interventions
Group B: Information from Machine Learning AlgorithmExperimental treatment 1 intervention

Trial outcomes

Primary outcomes

1

Vignette #1 - antihypertensive medication treatment intensification

A clinical vignette of a patient with uncontrolled blood pressure will be presented to clinicians. They will then be asked to assess wether they would intensify antihypertensive medication treatment. This will be assessed using a 5-point Likert scale with scores ranging from 1 ("Strongly disagree") to 5 ("Strongly agree"). Likert scale scores will be compared between clinicians in the control and intervention group.

Time frame
Immediately after clinical vignette
2

Vignette #2 - antihypertensive medication treatment intensification

A second clinical vignette of a patient with uncontrolled blood pressure will be presented to clinicians. They will then be asked to assess wether they would intensify antihypertensive medication treatment. This will be assessed using a 5-point Likert scale with scores ranging from 1 ("Strongly disagree") to 5 ("Strongly agree"). Likert scale scores will be compared between clinicians in the control and intervention group.

Time frame
Immediately after clinical vignette
3

Vignette #3 - antihypertensive medication treatment intensification

A third clinical vignette of a patient with uncontrolled blood pressure will be presented to clinicians. They will then be asked to assess wether they would intensify antihypertensive medication treatment. This will be assessed using a 5-point Likert scale with scores ranging from 1 ("Strongly disagree") to 5 ("Strongly agree"). Likert scale scores will be compared between clinicians in the control and intervention group.

Time frame
Immediately after clinical vignette

Secondary outcomes

Other outcomes

Locations

This trial has no locations.

Sponsors and contacts

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