Skip to content

Using Explainable AI Risk Predictions to Nudge Influenza Vaccine Uptake

Using Explainable AI Risk Predictions to Nudge Influenza Vaccine Uptake

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT05009251
Enrollment
45061
Registered
2021-08-17
Start date
2021-09-09
Completion date
2022-07-31
Last updated
2025-01-03

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Health Behavior, Health Promotion, Influenza, Risk Reduction, Vaccination

Keywords

Flu Vaccine, Choice Architecture, Machine Learning, Perceived Credibility, Personalized Risk Factors, Flu Complications

Brief summary

The study team previously demonstrated that patients are more likely to receive flu vaccine after learning that they are at high risk for flu complications. Building on this past work, the present study will explore whether providing reasons that patients are considered high risk for flu complications (a) further increases the likelihood they will receive flu vaccine and (b) decreases the likelihood that they receive diagnoses of flu and/or flu-like symptoms in the ensuing flu season. It will also examine whether informing patients that their high-risk status was determined by analyzing their medical records or by an artificial intelligence (AI) / machine-learning (ML) algorithm analyzing their medical records will affect the likelihood of receiving the flu vaccine or diagnoses of flu and/or flu-like symptoms.

Detailed description

Geisinger has partnered with Medial EarlySign and developed an ML algorithm to identify patients at risk for serious (moderate to severe) flu-associated complications on the basis of their existing electronic health record (EHR) data. Geisinger will apply this algorithm to current patients during the 2021-22 flu season. This study will evaluate the effect of contacting patients identified as high risk with special messages to encourage vaccination. These communications will inform patients they are at high risk with either (a) no additional explanation, (b) an explanation that this determination comes from an analysis of their medical records, along with a short list of the top factors from their medical record that explain their risk, and (c) the additional explanation that an AI or ML algorithm made this determination, along with a short list of the top factors from their medical record that explain their risk. Included in the study will be current Geisinger patients 18+ years of age with no contraindications for flu vaccine and who have been assessed by the Medial algorithm and assigned a risk score. The primary study outcomes will be the rates of flu vaccination and flu diagnosis during the 2020-21 season by targeted patients.

Interventions

BEHAVIORALReminder

Mailed letter, short message service (SMS) text, and/or patient portal message

BEHAVIORALRisk reduction

Mailed letter, SMS, and/or patient portal message

Mailed letter, SMS, and/or patient portal message

Mailed letter, SMS, and/or patient portal message

Sponsors

Geisinger Clinic
CollaboratorOTHER
Massachusetts Institute of Technology
CollaboratorOTHER
National Institute on Aging (NIA)
CollaboratorNIH
National Bureau of Economic Research, Inc.
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
PREVENTION
Masking
SINGLE (Caregiver)

Masking description

Providers who prescribe vaccination and diagnose conditions will not be randomized to study arms or informed of patient assignment. Although patients will not be explicitly informed which arm they have been randomized to, they will be aware of the messages they receive.

Intervention model description

Patients from the high-risk sample will be randomly assigned to one of five arms: * No-Contact Control Arm * Reminder Control Arm * High Risk Only Arm * High Risk with Explanation Based on Medical Records Arm * High Risk with Explanation Based on Algorithm Arm

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* Aged 18 or older * Current Geisinger patient at the time of study * Falls in the top 10% of patients at highest risk, as identified by the flu-complication risk scores of machine learning algorithm (which operates on coded EHR data)

Exclusion criteria

* Has contraindications for flu vaccination * Has opted out of receiving communications from Geisinger via all of the modalities being tested

Design outcomes

Primary

MeasureTime frameDescription
Flu Vaccination at 2 Weeks After Final Outreach DateWithin 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study startReceived flu vaccination

Secondary

MeasureTime frameDescription
Flu Diagnosis8 months (between September 9, 2021 and April 30, 2022)Received a high confidence flu diagnosis (with positive polymerase chain reaction \[PCR\]/antigen/molecular test) and/or likely flu diagnosis (as assessed via International Classification of Disease \[ICD\] codes or Tamiflu administration or positive PCR/antigen/molecular test) Note that likely flu is a superset of the high confidence flu diagnoses.
Flu Vaccination at 9 Weeks After Final Outreach DateWithin 9 weeks of the final outreach date, 106 days (15.14 weeks) after the study startReceived a flu vaccination
Flu Complications11 months (between September 9, 2021 and July 31, 2022)Diagnosed with flu-related complications
Healthcare Utilization11 months (between September 9, 2021 and July 31, 2022)Visited ER or was hospitalized NOTE: Our prespecified outcome was description was Visited ER, was hospitalized, or had flu-related insurance claims. We did not receive claims data, so this outcomes includes only ER visits and hospitalizations.

Other

MeasureTime frameDescription
Flu Vaccination at 2 Weeks After Final Outreach Date by RaceWithin 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study startReceived Flu Vaccination
Flu Vaccination at 2 Weeks After Final Outreach Date by GenderWithin 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study startReceived a flu vaccination
Flu Vaccination at 2 Weeks After Final Outreach Date by EthnicityWithin 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study startReceived flu vaccination

Countries

United States

Participant flow

Participants by arm

ArmCount
No-Contact Control
Subjects in the no-contact control arm will receive no additional pro-vaccination intervention beyond the health system's normal efforts. Although some patients are currently targeted for flu vaccination encouragement due to a conventional non-ML assessment that they are at high risk for complications, these patients are not told that they are at high risk or that they have been targeted.
9,017
Reminder Control
Subjects in the reminder control arm will receive messages reminding them to get the flu shot without being advised of their risk status. Reminder: Mailed letter, short message service (SMS) text, and/or patient portal message
9,013
High Risk Only
Subjects in this treatment arm will receive messages telling them they have been identified to be at high risk for flu complications, without specifying how or why the health system believes this to be the case. Reminder: Mailed letter, short message service (SMS) text, and/or patient portal message Risk reduction: Mailed letter, SMS, and/or patient portal message
9,011
High Risk With Explanation Based on Medical Records
Subjects in this treatment arm will receive messages telling them they have been identified to be at high risk for flu complications via review of their medical records and will be provided a human-understandable short list of the top factors from their medical record that explain their risk. Reminder: Mailed letter, short message service (SMS) text, and/or patient portal message Risk reduction: Mailed letter, SMS, and/or patient portal message Medical records-based recommendation: Mailed letter, SMS, and/or patient portal message
9,003
High Risk With Explanation Based on Algorithm
Subjects in this treatment arm will receive messages telling them they have been identified to be at high risk for flu complications via analysis of their medical records by a computer algorithm and will be provided a human-understandable short list of the top factors from their medical record that explain their risk. Reminder: Mailed letter, short message service (SMS) text, and/or patient portal message Risk reduction: Mailed letter, SMS, and/or patient portal message Medical records-based recommendation: Mailed letter, SMS, and/or patient portal message Algorithm-based recommendation: Mailed letter, SMS, and/or patient portal message
9,017
Total45,061

Withdrawals & dropouts

PeriodReasonFG000FG001FG002FG003FG004
Overall StudyDeath2522241915
Overall StudyProtocol Violation100105119120119

Baseline characteristics

CharacteristicNo-Contact ControlHigh Risk OnlyReminder ControlHigh Risk With Explanation Based on Medical RecordsHigh Risk With Explanation Based on AlgorithmTotal
Age, Customized
>=18 years and <65
6018 Participants6049 Participants5984 Participants6001 Participants6004 Participants30056 Participants
Age, Customized
>=65
2999 Participants2962 Participants3029 Participants3002 Participants3013 Participants15005 Participants
Ethnicity (NIH/OMB)
Hispanic or Latino
381 Participants374 Participants351 Participants353 Participants365 Participants1824 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
8608 Participants8607 Participants8635 Participants8627 Participants8630 Participants43107 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
28 Participants30 Participants27 Participants23 Participants22 Participants130 Participants
Race/Ethnicity, Customized
American Indian or Alaska Native
11 Participants14 Participants19 Participants16 Participants16 Participants76 Participants
Race/Ethnicity, Customized
Asian
27 Participants23 Participants21 Participants26 Participants27 Participants124 Participants
Race/Ethnicity, Customized
Black or African American
348 Participants300 Participants286 Participants330 Participants300 Participants1564 Participants
Race/Ethnicity, Customized
Native Hawaiian or Other Pacific Islander
15 Participants12 Participants12 Participants16 Participants20 Participants75 Participants
Race/Ethnicity, Customized
Unknown or Not Reported
20 Participants14 Participants15 Participants13 Participants18 Participants80 Participants
Race/Ethnicity, Customized
White
8596 Participants8648 Participants8660 Participants8602 Participants8636 Participants43142 Participants
Sex: Female, Male
Female
6038 Participants6107 Participants6121 Participants6086 Participants6140 Participants30492 Participants
Sex: Female, Male
Male
2979 Participants2904 Participants2892 Participants2917 Participants2877 Participants14569 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
EG002
affected / at risk
EG003
affected / at risk
EG004
affected / at risk
deaths
Total, all-cause mortality
25 / 9,01722 / 9,01324 / 9,01119 / 9,00317 / 9,017
other
Total, other adverse events
0 / 00 / 00 / 00 / 00 / 0
serious
Total, serious adverse events
0 / 00 / 00 / 00 / 00 / 0

Outcome results

Primary

Flu Vaccination at 2 Weeks After Final Outreach Date

Received flu vaccination

Time frame: Within 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study start

Population: Patients were excluded from analyses if they died before or during the study, if they were contraindicated for flu vaccine, if they were sent protective risk reasons, or if they were vaccinated prior to the study beginning. See the Statistical Analysis Plan for more information on exclusions.

ArmMeasureCategoryValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach DateNot Vaccinated5798 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach DateVaccinated2668 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach DateNot Vaccinated5715 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach DateVaccinated2807 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach DateNot Vaccinated5560 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach DateVaccinated2938 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach DateVaccinated2887 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach DateNot Vaccinated5583 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach DateNot Vaccinated5662 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach DateVaccinated2863 Participants
Comparison: This analysis compared groups that were informed they were high risk (High Risk Only, High Risk Based on Medical Records, High Risk Based on Algorithm) to Reminder Control patients who were sent messages that did not disclose their risk status. Null hypothesis: messages that inform patients they are high risk do not increase flu vaccination rate vs. messages that do not disclose risk status; Alternative hypothesis: messages that inform patients they are high risk increase flu vaccination rate.p-value: 0.054Regression, Linear
Comparison: This analysis compared groups that were informed they were high risk (High Risk Only, High Risk Based on Medical Records, High Risk Based on Algorithm) to No-Contact Control patients who were not sent messages. Null hypothesis: messages that inform patients they are high risk do not increase flu vaccination rate relative to no messages; Alternative hypothesis: messages that inform patients they are high risk increase flu vaccination rate.p-value: <0.001Regression, Linear
Comparison: This analysis compared groups who received messages including risk reasons (High Risk Based on Medical Records, High Risk Based on Algorithm) to messages that mentioned patients' risk status but do not include reasons (High Risk Only). Null hypothesis: messages that include risk reasons do not increase flu vaccination rate relative to high-risk messages that do not include risk reasons; Alternative hypothesis: messages including risk reasons are more effective at increasing vaccination rates.p-value: 0.24Regression, Linear
Comparison: Null hypothesis: flu-shot messages that do not mention high-risk status do not increase vaccination relative to no messages; Alternative hypothesis: flu shot messages that do not mention high-risk status increase flu shots relative to no messages.p-value: 0.047Regression, Linear
Comparison: Null hypothesis: High Risk Only and High Risk Based on Medical Records messages are equally effective at promoting flu vaccinations; Alternative hypothesis: there is a difference in effectiveness between High Risk Only and High Risk Based on Medical Records.p-value: 0.781Regression, Linear
Comparison: Null hypothesis: High Risk Only and High Risk Based on Algorithm messages are equally effective at promoting flu vaccinations; Alternative hypothesis: there is a difference in effectiveness between High Risk Only and High Risk Based on Algorithm.p-value: 0.361Regression, Linear
Comparison: Null hypothesis: High Risk Based on Medical Records and High Risk Based on Algorithm messages are equally effective at promoting flu vaccinations; Alternative hypothesis: there is a difference in effectiveness between High Risk Based on Medical Records and High Risk Based on Algorithm.p-value: 0.77Regression, Linear
Secondary

Flu Complications

Diagnosed with flu-related complications

Time frame: 11 months (between September 9, 2021 and July 31, 2022)

ArmMeasureCategoryValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu ComplicationsNo flu complications5916 Participants
No-Contact ControlFlu ComplicationsFlu complications2550 Participants
Reminder ControlFlu ComplicationsNo flu complications5904 Participants
Reminder ControlFlu ComplicationsFlu complications2618 Participants
High Risk OnlyFlu ComplicationsNo flu complications5910 Participants
High Risk OnlyFlu ComplicationsFlu complications2588 Participants
High Risk With Explanation Based on Medical RecordsFlu ComplicationsFlu complications2609 Participants
High Risk With Explanation Based on Medical RecordsFlu ComplicationsNo flu complications5861 Participants
High Risk With Explanation Based on AlgorithmFlu ComplicationsNo flu complications5853 Participants
High Risk With Explanation Based on AlgorithmFlu ComplicationsFlu complications2672 Participants
Secondary

Flu Diagnosis

Received a high confidence flu diagnosis (with positive polymerase chain reaction \[PCR\]/antigen/molecular test) and/or likely flu diagnosis (as assessed via International Classification of Disease \[ICD\] codes or Tamiflu administration or positive PCR/antigen/molecular test) Note that likely flu is a superset of the high confidence flu diagnoses.

Time frame: 8 months (between September 9, 2021 and April 30, 2022)

ArmMeasureGroupValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu DiagnosisNo flu diagnosis8336 Participants
No-Contact ControlFlu DiagnosisFlu diagnosis130 Participants
Reminder ControlFlu DiagnosisNo flu diagnosis8382 Participants
Reminder ControlFlu DiagnosisFlu diagnosis140 Participants
High Risk OnlyFlu DiagnosisNo flu diagnosis8365 Participants
High Risk OnlyFlu DiagnosisFlu diagnosis133 Participants
High Risk With Explanation Based on Medical RecordsFlu DiagnosisFlu diagnosis124 Participants
High Risk With Explanation Based on Medical RecordsFlu DiagnosisNo flu diagnosis8346 Participants
High Risk With Explanation Based on AlgorithmFlu DiagnosisNo flu diagnosis8385 Participants
High Risk With Explanation Based on AlgorithmFlu DiagnosisFlu diagnosis140 Participants
Secondary

Flu Vaccination at 9 Weeks After Final Outreach Date

Received a flu vaccination

Time frame: Within 9 weeks of the final outreach date, 106 days (15.14 weeks) after the study start

ArmMeasureCategoryValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu Vaccination at 9 Weeks After Final Outreach DateNot Vaccinated5180 Participants
No-Contact ControlFlu Vaccination at 9 Weeks After Final Outreach DateVaccinated3286 Participants
Reminder ControlFlu Vaccination at 9 Weeks After Final Outreach DateNot Vaccinated5093 Participants
Reminder ControlFlu Vaccination at 9 Weeks After Final Outreach DateVaccinated3429 Participants
High Risk OnlyFlu Vaccination at 9 Weeks After Final Outreach DateNot Vaccinated4973 Participants
High Risk OnlyFlu Vaccination at 9 Weeks After Final Outreach DateVaccinated3525 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 9 Weeks After Final Outreach DateVaccinated3535 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 9 Weeks After Final Outreach DateNot Vaccinated4935 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 9 Weeks After Final Outreach DateNot Vaccinated5076 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 9 Weeks After Final Outreach DateVaccinated3449 Participants
Secondary

Healthcare Utilization

Visited ER or was hospitalized NOTE: Our prespecified outcome was description was Visited ER, was hospitalized, or had flu-related insurance claims. We did not receive claims data, so this outcomes includes only ER visits and hospitalizations.

Time frame: 11 months (between September 9, 2021 and July 31, 2022)

ArmMeasureCategoryValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlHealthcare UtilizationNo utilization5203 Participants
No-Contact ControlHealthcare UtilizationUtilization3263 Participants
Reminder ControlHealthcare UtilizationNo utilization5221 Participants
Reminder ControlHealthcare UtilizationUtilization3301 Participants
High Risk OnlyHealthcare UtilizationNo utilization5205 Participants
High Risk OnlyHealthcare UtilizationUtilization3293 Participants
High Risk With Explanation Based on Medical RecordsHealthcare UtilizationUtilization3310 Participants
High Risk With Explanation Based on Medical RecordsHealthcare UtilizationNo utilization5160 Participants
High Risk With Explanation Based on AlgorithmHealthcare UtilizationNo utilization5311 Participants
High Risk With Explanation Based on AlgorithmHealthcare UtilizationUtilization3214 Participants
Other Pre-specified

Flu Vaccination at 2 Weeks After Final Outreach Date by Ethnicity

Received flu vaccination

Time frame: Within 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study start

Population: Patients were excluded from analyses if they died before or during the study, if they were contraindicated for flu vaccine, if they were sent protective risk reasons, or if they were vaccinated prior to the study beginning. See the Statistical Analysis Plan for more information on exclusions.

ArmMeasureGroupValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityHispanic or Latino76 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityUnable to Obtain14 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityNot Hispanic or Latino2578 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityNot Hispanic or Latino2722 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityHispanic or Latino76 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityUnable to Obtain9 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityNot Hispanic or Latino2865 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityHispanic or Latino68 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityUnable to Obtain5 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityHispanic or Latino78 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityUnable to Obtain5 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityNot Hispanic or Latino2804 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityNot Hispanic or Latino2784 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityHispanic or Latino71 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by EthnicityUnable to Obtain8 Participants
Other Pre-specified

Flu Vaccination at 2 Weeks After Final Outreach Date by Gender

Received a flu vaccination

Time frame: Within 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study start

Population: Patients were excluded from analyses if they died before or during the study, if they were contraindicated for flu vaccine, if they were sent protective risk reasons, or if they were vaccinated prior to the study beginning. See the Statistical Analysis Plan for more information on exclusions.

ArmMeasureGroupValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by GenderMale928 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by GenderFemale1740 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by GenderFemale1840 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by GenderMale967 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by GenderMale1005 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by GenderFemale1933 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by GenderFemale1878 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by GenderMale1009 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by GenderMale930 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by GenderFemale1933 Participants
Other Pre-specified

Flu Vaccination at 2 Weeks After Final Outreach Date by Race

Received Flu Vaccination

Time frame: Within 2 weeks of the final outreach date, 57 days (8.14 weeks) after the study start

Population: Patients were excluded from analyses if they died before or during the study, if they were contraindicated for flu vaccine, if they were sent protective risk reasons, or if they were vaccinated prior to the study beginning. See the Statistical Analysis Plan for more information on exclusions.

ArmMeasureGroupValue (COUNT_OF_PARTICIPANTS)
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAmerican Indian or Alaska Native2 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAsian8 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceBlack67 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceNative Hawaiian or Other Pacific Islander4 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceUnknown1 Participants
No-Contact ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceWhite2586 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceUnknown5 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceWhite2742 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAmerican Indian or Alaska Native3 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceBlack51 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceNative Hawaiian or Other Pacific Islander1 Participants
Reminder ControlFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAsian5 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by RaceNative Hawaiian or Other Pacific Islander1 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by RaceUnknown4 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAmerican Indian or Alaska Native1 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by RaceBlack68 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAsian7 Participants
High Risk OnlyFlu Vaccination at 2 Weeks After Final Outreach Date by RaceWhite2857 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by RaceNative Hawaiian or Other Pacific Islander6 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAsian12 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by RaceBlack61 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by RaceWhite2801 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by RaceUnknown5 Participants
High Risk With Explanation Based on Medical RecordsFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAmerican Indian or Alaska Native2 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by RaceUnknown1 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by RaceBlack49 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAsian7 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by RaceWhite2796 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by RaceNative Hawaiian or Other Pacific Islander3 Participants
High Risk With Explanation Based on AlgorithmFlu Vaccination at 2 Weeks After Final Outreach Date by RaceAmerican Indian or Alaska Native7 Participants

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026