Diabetes Insipidus
Conditions
Keywords
Self-Management, Patient Care Management, Peer Group, Disease Management, Health Plan Implementation, Diabetes Mellitus
Brief summary
The purpose of this study is to evaluate the effectiveness of a peer-to-peer program (P2P) in addition to Shared Medical Appointments (SMAs) compared to SMAs alone for the treatment of diabetes in five VA health systems, and to study the implementation process in order to gather information required to disseminate the program more broadly in the VHA system.
Detailed description
Providers are often unable to communicate as frequently as needed with diabetes patients who have poor risk factor control and face significant self-management challenges. Moreover, many VA patients face barriers to attending frequent face-to-face visits. This project will evaluate the implementation of a novel program found in a recent VA randomized, controlled trial to significantly improve VA patients' diabetes-specific social support, insulin starts, and glycemic control compared to usual nurse care management. The program uses periodic group sessions in conjunction with calls between paired patients with diabetes to promote more effective care management as well as peer-to-peer (P2P) communication among diabetes patients who both have poor glycemic control and are working on similar care goals. Peer buddies are encouraged to talk by phone at least weekly to provide mutual support and share their progress on meeting their self-management goals. The goal of this service is to enhance the effect of shared medical appointments (SMAs), a service model demonstrated to be effective in improving outcomes among patients with diabetes and other chronic conditions and now being widely implemented in VA. Based on the success of the efficacy trial of this intervention, the investigators now seek to evaluate a wider-scale implementation of this program. During implementation of the P2P program in conjunction with shared medical appointments (SMAs) in five diverse VA facilities, the investigators will evaluate the effectiveness of SMAs alone and SMAs+P2P compared to usual care, and study the implementation process in order to gather information required to disseminate the program more broadly in Veterans Health Administration (VHA).
Interventions
None listed
Sponsors
Study design
Eligibility
Inclusion criteria
Veterans enrolled into diabetes Shared Medical Appointments (SMAs) at participating sites, and a random subset of those meeting criteria for diabetes SMAs who have not yet participated: * Veteran receiving care at a participating VA Medical Center * Meets at least one of the following criteria in the past 2 years; * at least 1 VA hospitalization with a diabetes-related International Classification Of Diseases-9 (ICD-9) code, * at least 2 VA outpatient visits with a diabetes-related ICD-9 code, or * At least 1 VA prescription for a glucose control medication (insulin or oral agent) or monitoring supplies * Poor glycemic control, indicated by a HbA1c in the past 6 months or: * at least 7.5% if age \<70, or * at least 8% if age 70+ * Has a current address and telephone number listed in VA databases * Is competent to provide informed consent * Can communicate in English and by telephone * Able to participate in an outpatient program
Exclusion criteria
For no intervention control group: * Active substance abuse disorder (smoking cigarettes is not an exclusion) * Serious psychiatric illness (bipolar disorder, dementia, schizophrenia, or personality disorders) * Terminally ill * Prisoner
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Change in Glycemic Control | 6 months and 12 months post-enrollment | Glycemic control (measured by Hemoglobin A1c) in each group will be assessed by the comparison of an average of the values obtained during routine outpatient clinical practice in 6-month windows preceding baseline and following the 6 and 12-month post-enrollment evaluation periods. In addition to measuring absolute values of A1c, the investigators will also examine the change in the percentage of patients with an average A1c \> 8%. |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Insulin Starts | 6 months and 12 months post-enrollment | The number of participants who are not on insulin at baseline and are started on insulin during the 6 and 12-month post-enrollment periods will be totaled and compared for the SMA group and the no intervention control group. For the no intervention control group, baseline will be the date they are identified by the data manager. For the SMA group, baseline will be the date of the first SMA. |
| Emergency Department (ED) Visits | 6 months and 12 months post-enrollment | Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits). |
| Statin Starts | 6 months and 12 months post-enrollment | The number of participants who are not on a statin at baseline and are started on insulin during the 6 and 12-month post-enrollment periods will be totaled and compared for the SMA group and the no intervention control group. For the no intervention control group, baseline will be the date they are identified by the data manager. For the SMA group, baseline will be the date of the first SMA. |
| Change in Number of Classes of Anti-hypertensive Meds | 6 months and 12 months post-enrollment | Change in antihypertensive use (number of classes of prescribed anti-hypertensives) in each group will be assessed at baseline and following the 6 and 12-month post-enrollment evaluation periods. For the no intervention control group, baseline will be the date they are identified by the data manager. For the SMA group, baseline will be the date of the first SMA. |
| Change in Patient-reported Satisfaction With VA Care | 6 months and 12 months post-enrollment | Patients' satisfaction with VA care will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: VA Healthcare Satisfaction Scale Scale ranges: 1-6 (Strongly Disagree=1, Disagree=2, Slightly Disagree=3, Slightly Agree=4, Agree=5, Strongly Agree=6) Direction of range: Higher score indicates a better outcome |
| Change in Patient-reported Diabetes Distress | 6 months and 12 months post-enrollment | Patients' level of diabetes distress will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: Diabetes Distress Scale Scale ranges: 1-5 (Not a Problem=1, Minor Problem=2, Moderate Problem=3, Somewhat Serious Problem=4, Serious Problem=5) Direction of range: Lower score indicates a better outcome |
| Change in Systolic Blood Pressure (SBP) | 6 months and 12 months post-enrollment | Systolic blood pressure (SBP) in each group will be assessed by the comparison of an average of the values obtained during routine outpatient clinical practice in 6-month windows preceding baseline and following the 6 and 12-month post-enrollment evaluation periods. In addition to measuring absolute values, the investigators will also examine the change in percentage of patients with an average SBP \> 140. |
| Change in Patient-reported Degree of Self-Efficacy | 6 months and 12 months post-enrollment | Patients' degree of self-efficacy will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: Williams Self-Efficacy Scale Scale ranges: 1-6 (Strongly Disagree=1, Disagree=2, Slightly Disagree=3, Slightly Agree=4, Agree=5, Strongly Agree=6) Direction of range: Higher score indicates a better outcome |
| Hospitalizations | 6 months and 12 months post-enrollment | Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits). |
| Length of Hospitalizations | 6 months and 12 months post-enrollment | Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits). |
| PCP Visits | 6 months and 12 months post-enrollment | Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits). |
| Nurse Case Manager Visits | 6 months and 12 months post-enrollment | Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits). |
| Endocrinology Visits | 6 months and 12 months post-enrollment | Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits). |
| Change in Patient-reported Degree of Diabetes Support | 6 months and 12 months post-enrollment | Patients' degree of diabetes support will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: Diabetes Support Scale Scale ranges: 1-6 (Strongly Disagree=1, Disagree=2, Slightly Disagree=3, Slightly Agree=4, Agree=5, Strongly Agree=6) Direction of range: Higher score indicates a better outcome |
Countries
United States
Participant flow
Participants by arm
| Arm | Count |
|---|---|
| Usual Care Randomly selected sample of those not offered participation in a Shared Medical Appointment (SMA) | 727 |
| Active Treatment All those scheduled for a Shared Medical Appointment (SMA), regardless of whether an SMA was actually attended | 809 |
| Total | 1,536 |
Baseline characteristics
| Characteristic | Usual Care | Total | Active Treatment |
|---|---|---|---|
| A1c | 8.9 percent STANDARD_DEVIATION 1.3 | 9.0 percent STANDARD_DEVIATION 1.4 | 9.1 percent STANDARD_DEVIATION 1.5 |
| Age, Continuous | 67.8 years STANDARD_DEVIATION 12.7 | 67.5 years STANDARD_DEVIATION 11 | 67.1 years STANDARD_DEVIATION 9.2 |
| Classes of anti-hypertensive meds | 2.2 number of classes of antihypertensives STANDARD_DEVIATION 1.3 | 2.3 number of classes of antihypertensives STANDARD_DEVIATION 1.2 | 2.4 number of classes of antihypertensives STANDARD_DEVIATION 1.2 |
| Endocrinology in-person visits in past 8 months | 0.2 number of Endocrinology in-person visits STANDARD_DEVIATION 0.8 | 0.3 number of Endocrinology in-person visits STANDARD_DEVIATION 0.8 | 0.3 number of Endocrinology in-person visits STANDARD_DEVIATION 0.8 |
| Nurse case manager in-person visits in past 8 months | 0.2 number of RNCM in-person visits STANDARD_DEVIATION 0.8 | 0.2 number of RNCM in-person visits STANDARD_DEVIATION 0.7 | 0.2 number of RNCM in-person visits STANDARD_DEVIATION 0.7 |
| Nurse case manager phone visits in past 8 months | 0.3 number of RNCM phone visits STANDARD_DEVIATION 0.9 | 0.3 number of RNCM phone visits STANDARD_DEVIATION 0.9 | 0.3 number of RNCM phone visits STANDARD_DEVIATION 0.9 |
| On insulin | 255 Participants | 640 Participants | 385 Participants |
| On statin | 470 Participants | 1073 Participants | 603 Participants |
| PCP phone visits in past 8 months | 0.7 number of PCP phone visits STANDARD_DEVIATION 1.5 | 0.7 number of PCP phone visits STANDARD_DEVIATION 1.3 | 0.7 number of PCP phone visits STANDARD_DEVIATION 1.2 |
| Primary Care Physician (PCP) in-person visits in past 8 months | 3.2 number of in-person PCP visits STANDARD_DEVIATION 3.4 | 3.3 number of in-person PCP visits STANDARD_DEVIATION 3.3 | 3.4 number of in-person PCP visits STANDARD_DEVIATION 3.1 |
| Race (NIH/OMB) American Indian or Alaska Native | 6 Participants | 13 Participants | 7 Participants |
| Race (NIH/OMB) Asian | 23 Participants | 50 Participants | 27 Participants |
| Race (NIH/OMB) Black or African American | 85 Participants | 233 Participants | 148 Participants |
| Race (NIH/OMB) More than one race | 7 Participants | 15 Participants | 8 Participants |
| Race (NIH/OMB) Native Hawaiian or Other Pacific Islander | 9 Participants | 23 Participants | 14 Participants |
| Race (NIH/OMB) Unknown or Not Reported | 61 Participants | 121 Participants | 60 Participants |
| Race (NIH/OMB) White | 536 Participants | 1081 Participants | 545 Participants |
| SBP | 137.7 mmHg STANDARD_DEVIATION 15.2 | 136.8 mmHg STANDARD_DEVIATION 14.2 | 136.2 mmHg STANDARD_DEVIATION 13.4 |
| Sex: Female, Male Female | 20 Participants | 47 Participants | 27 Participants |
| Sex: Female, Male Male | 707 Participants | 1489 Participants | 782 Participants |
Adverse events
| Event type | EG000 affected / at risk | EG001 affected / at risk |
|---|---|---|
| deaths Total, all-cause mortality | 0 / 727 | 0 / 809 |
| other Total, other adverse events | 0 / 727 | 0 / 809 |
| serious Total, serious adverse events | 0 / 727 | 0 / 809 |
Outcome results
Change in Glycemic Control
Glycemic control (measured by Hemoglobin A1c) in each group will be assessed by the comparison of an average of the values obtained during routine outpatient clinical practice in 6-month windows preceding baseline and following the 6 and 12-month post-enrollment evaluation periods. In addition to measuring absolute values of A1c, the investigators will also examine the change in the percentage of patients with an average A1c \> 8%.
Time frame: 6 months and 12 months post-enrollment
Population: Only those with A1c values documented in the electronic health record (EHR) during the evaluation windows were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Glycemic Control | Baseline | 8.92 % glycolated hemoglobin | Standard Deviation 1.31 |
| Usual Care | Change in Glycemic Control | 6-Months | 8.26 % glycolated hemoglobin | Standard Deviation 1.47 |
| Usual Care | Change in Glycemic Control | 12-Months | 8.15 % glycolated hemoglobin | Standard Deviation 1.5 |
| Active Treatment | Change in Glycemic Control | Baseline | 9.12 % glycolated hemoglobin | Standard Deviation 1.48 |
| Active Treatment | Change in Glycemic Control | 6-Months | 8.16 % glycolated hemoglobin | Standard Deviation 1.37 |
| Active Treatment | Change in Glycemic Control | 12-Months | 8.15 % glycolated hemoglobin | Standard Deviation 1.4 |
Change in Number of Classes of Anti-hypertensive Meds
Change in antihypertensive use (number of classes of prescribed anti-hypertensives) in each group will be assessed at baseline and following the 6 and 12-month post-enrollment evaluation periods. For the no intervention control group, baseline will be the date they are identified by the data manager. For the SMA group, baseline will be the date of the first SMA.
Time frame: 6 months and 12 months post-enrollment
Population: Only those participants who were on at least one anti-hypertensive med during the evaluation windows were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Number of Classes of Anti-hypertensive Meds | Baseline | 2.23 Number of classes of anti-hypertensives | Standard Deviation 1.27 |
| Usual Care | Change in Number of Classes of Anti-hypertensive Meds | 6-Months | 2.31 Number of classes of anti-hypertensives | Standard Deviation 1.28 |
| Usual Care | Change in Number of Classes of Anti-hypertensive Meds | 12-Months | 2.28 Number of classes of anti-hypertensives | Standard Deviation 1.19 |
| Active Treatment | Change in Number of Classes of Anti-hypertensive Meds | Baseline | 2.38 Number of classes of anti-hypertensives | Standard Deviation 1.21 |
| Active Treatment | Change in Number of Classes of Anti-hypertensive Meds | 6-Months | 2.38 Number of classes of anti-hypertensives | Standard Deviation 1.19 |
| Active Treatment | Change in Number of Classes of Anti-hypertensive Meds | 12-Months | 2.39 Number of classes of anti-hypertensives | Standard Deviation 1.24 |
Change in Patient-reported Degree of Diabetes Support
Patients' degree of diabetes support will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: Diabetes Support Scale Scale ranges: 1-6 (Strongly Disagree=1, Disagree=2, Slightly Disagree=3, Slightly Agree=4, Agree=5, Strongly Agree=6) Direction of range: Higher score indicates a better outcome
Time frame: 6 months and 12 months post-enrollment
Population: Only those who completed each timepoint's survey and responded to the relevant scale items were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Patient-reported Degree of Diabetes Support | Baseline | 3.77 units on a scale | Standard Deviation 1.3 |
| Usual Care | Change in Patient-reported Degree of Diabetes Support | 6-Months | 4.29 units on a scale | Standard Deviation 1.25 |
| Usual Care | Change in Patient-reported Degree of Diabetes Support | 12-Months | 4.09 units on a scale | Standard Deviation 1.37 |
Change in Patient-reported Degree of Self-Efficacy
Patients' degree of self-efficacy will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: Williams Self-Efficacy Scale Scale ranges: 1-6 (Strongly Disagree=1, Disagree=2, Slightly Disagree=3, Slightly Agree=4, Agree=5, Strongly Agree=6) Direction of range: Higher score indicates a better outcome
Time frame: 6 months and 12 months post-enrollment
Population: Only those who completed each timepoint's survey and responded to the relevant scale items were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Patient-reported Degree of Self-Efficacy | Baseline | 4.51 units on a scale | Standard Deviation 1.05 |
| Usual Care | Change in Patient-reported Degree of Self-Efficacy | 6-Months | 4.84 units on a scale | Standard Deviation 1.02 |
| Usual Care | Change in Patient-reported Degree of Self-Efficacy | 12-Months | 4.87 units on a scale | Standard Deviation 1.05 |
Change in Patient-reported Diabetes Distress
Patients' level of diabetes distress will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: Diabetes Distress Scale Scale ranges: 1-5 (Not a Problem=1, Minor Problem=2, Moderate Problem=3, Somewhat Serious Problem=4, Serious Problem=5) Direction of range: Lower score indicates a better outcome
Time frame: 6 months and 12 months post-enrollment
Population: Only those who completed each timepoint's survey and responded to the relevant scale items were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Patient-reported Diabetes Distress | Baseline | 2.43 units on a scale | Standard Deviation 1.02 |
| Usual Care | Change in Patient-reported Diabetes Distress | 6-Months | 2.19 units on a scale | Standard Deviation 0.99 |
| Usual Care | Change in Patient-reported Diabetes Distress | 12-Months | 2.03 units on a scale | Standard Deviation 0.93 |
Change in Patient-reported Satisfaction With VA Care
Patients' satisfaction with VA care will be assessed through surveys at baseline and 6 and 12 months post-enrollment for the SMA group. The following relates to the scale used: Scale name: VA Healthcare Satisfaction Scale Scale ranges: 1-6 (Strongly Disagree=1, Disagree=2, Slightly Disagree=3, Slightly Agree=4, Agree=5, Strongly Agree=6) Direction of range: Higher score indicates a better outcome
Time frame: 6 months and 12 months post-enrollment
Population: Only those who completed each timepoint's survey and responded to the relevant scale items were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Patient-reported Satisfaction With VA Care | Baseline | 4.58 units on a scale | Standard Deviation 1.04 |
| Usual Care | Change in Patient-reported Satisfaction With VA Care | 6-Months | 4.97 units on a scale | Standard Deviation 0.98 |
| Usual Care | Change in Patient-reported Satisfaction With VA Care | 12-Months | 4.88 units on a scale | Standard Deviation 1.08 |
Change in Systolic Blood Pressure (SBP)
Systolic blood pressure (SBP) in each group will be assessed by the comparison of an average of the values obtained during routine outpatient clinical practice in 6-month windows preceding baseline and following the 6 and 12-month post-enrollment evaluation periods. In addition to measuring absolute values, the investigators will also examine the change in percentage of patients with an average SBP \> 140.
Time frame: 6 months and 12 months post-enrollment
Population: Only those with SBP values documented in the EHR during the evaluation windows were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Change in Systolic Blood Pressure (SBP) | Baseline | 139.6 mmHg | Standard Deviation 18.9 |
| Usual Care | Change in Systolic Blood Pressure (SBP) | 6-Moths | 139.6 mmHg | Standard Deviation 20.5 |
| Usual Care | Change in Systolic Blood Pressure (SBP) | 12-Months | 139.3 mmHg | Standard Deviation 19.7 |
| Active Treatment | Change in Systolic Blood Pressure (SBP) | Baseline | 137.2 mmHg | Standard Deviation 17.5 |
| Active Treatment | Change in Systolic Blood Pressure (SBP) | 6-Moths | 136.2 mmHg | Standard Deviation 18.7 |
| Active Treatment | Change in Systolic Blood Pressure (SBP) | 12-Months | 137.4 mmHg | Standard Deviation 19.5 |
Emergency Department (ED) Visits
Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits).
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Emergency Department (ED) Visits | Baseline | 0.51 number of ED visits | Standard Deviation 1.24 |
| Usual Care | Emergency Department (ED) Visits | 6-Months | 0.42 number of ED visits | Standard Deviation 1.04 |
| Usual Care | Emergency Department (ED) Visits | 12-Months | 0.50 number of ED visits | Standard Deviation 1.26 |
| Active Treatment | Emergency Department (ED) Visits | Baseline | 0.54 number of ED visits | Standard Deviation 1.16 |
| Active Treatment | Emergency Department (ED) Visits | 6-Months | 0.68 number of ED visits | Standard Deviation 1.36 |
| Active Treatment | Emergency Department (ED) Visits | 12-Months | 0.60 number of ED visits | Standard Deviation 1.31 |
Endocrinology Visits
Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits).
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Endocrinology Visits | Baseline | 0.18 number of Endocrinology visits | Standard Deviation 0.69 |
| Usual Care | Endocrinology Visits | 6-Months | 0.15 number of Endocrinology visits | Standard Deviation 0.68 |
| Usual Care | Endocrinology Visits | 12-Months | 0.15 number of Endocrinology visits | Standard Deviation 0.62 |
| Active Treatment | Endocrinology Visits | Baseline | 0.21 number of Endocrinology visits | Standard Deviation 0.64 |
| Active Treatment | Endocrinology Visits | 6-Months | 0.20 number of Endocrinology visits | Standard Deviation 0.61 |
| Active Treatment | Endocrinology Visits | 12-Months | 0.21 number of Endocrinology visits | Standard Deviation 0.63 |
Hospitalizations
Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits).
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Hospitalizations | Baseline | 0.12 number of hospitalizations | Standard Deviation 0.46 |
| Usual Care | Hospitalizations | 6-Months | 0.12 number of hospitalizations | Standard Deviation 0.52 |
| Usual Care | Hospitalizations | 12-Months | 0.14 number of hospitalizations | Standard Deviation 0.55 |
| Active Treatment | Hospitalizations | Baseline | 0.10 number of hospitalizations | Standard Deviation 0.36 |
| Active Treatment | Hospitalizations | 6-Months | 0.15 number of hospitalizations | Standard Deviation 0.56 |
| Active Treatment | Hospitalizations | 12-Months | 0.12 number of hospitalizations | Standard Deviation 0.52 |
Insulin Starts
The number of participants who are not on insulin at baseline and are started on insulin during the 6 and 12-month post-enrollment periods will be totaled and compared for the SMA group and the no intervention control group. For the no intervention control group, baseline will be the date they are identified by the data manager. For the SMA group, baseline will be the date of the first SMA.
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (COUNT_OF_PARTICIPANTS) |
|---|---|---|---|
| Usual Care | Insulin Starts | Baseline | 255 Participants |
| Usual Care | Insulin Starts | 6-Months | 247 Participants |
| Usual Care | Insulin Starts | 12-Months | 246 Participants |
| Active Treatment | Insulin Starts | Baseline | 385 Participants |
| Active Treatment | Insulin Starts | 6-Months | 418 Participants |
| Active Treatment | Insulin Starts | 12-Months | 406 Participants |
Length of Hospitalizations
Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits).
Time frame: 6 months and 12 months post-enrollment
Population: Only those participants who had at least one hospitalization during the evaluation windows were included in the number analyzed
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Length of Hospitalizations | Baseline | 6.1 days | Standard Deviation 12.7 |
| Usual Care | Length of Hospitalizations | 6-Months | 12.7 days | Standard Deviation 33.2 |
| Usual Care | Length of Hospitalizations | 12-Months | 7.3 days | Standard Deviation 9.2 |
| Active Treatment | Length of Hospitalizations | Baseline | 3.1 days | Standard Deviation 3.2 |
| Active Treatment | Length of Hospitalizations | 6-Months | 6.3 days | Standard Deviation 9.3 |
| Active Treatment | Length of Hospitalizations | 12-Months | 8.6 days | Standard Deviation 21.5 |
Nurse Case Manager Visits
Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits).
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | Nurse Case Manager Visits | Baseline | 0.40 number of RNCM visits | Standard Deviation 1.12 |
| Usual Care | Nurse Case Manager Visits | 6-Months | 0.08 number of RNCM visits | Standard Deviation 0.38 |
| Usual Care | Nurse Case Manager Visits | 12-Months | 0.18 number of RNCM visits | Standard Deviation 0.74 |
| Active Treatment | Nurse Case Manager Visits | Baseline | 0.42 number of RNCM visits | Standard Deviation 1.09 |
| Active Treatment | Nurse Case Manager Visits | 6-Months | 0.29 number of RNCM visits | Standard Deviation 0.86 |
| Active Treatment | Nurse Case Manager Visits | 12-Months | 0.23 number of RNCM visits | Standard Deviation 0.78 |
PCP Visits
Major utilization events (admissions, bed days of care, and outpatient visits) will be collected from electronic medical records. Outpatient visits will be limited to those clinics most likely to be impacted by the intervention (e.g., primary care visits, diabetes specialty visits, and nurse visits).
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (MEAN) | Dispersion |
|---|---|---|---|---|
| Usual Care | PCP Visits | Baseline | 1.65 number of PCP visits | Standard Deviation 1.47 |
| Usual Care | PCP Visits | 6-Months | 1.04 number of PCP visits | Standard Deviation 1.2 |
| Usual Care | PCP Visits | 12-Months | 1.11 number of PCP visits | Standard Deviation 1.19 |
| Active Treatment | PCP Visits | Baseline | 1.57 number of PCP visits | Standard Deviation 1.3 |
| Active Treatment | PCP Visits | 6-Months | 1.42 number of PCP visits | Standard Deviation 1.37 |
| Active Treatment | PCP Visits | 12-Months | 1.38 number of PCP visits | Standard Deviation 1.29 |
Statin Starts
The number of participants who are not on a statin at baseline and are started on insulin during the 6 and 12-month post-enrollment periods will be totaled and compared for the SMA group and the no intervention control group. For the no intervention control group, baseline will be the date they are identified by the data manager. For the SMA group, baseline will be the date of the first SMA.
Time frame: 6 months and 12 months post-enrollment
| Arm | Measure | Group | Value (COUNT_OF_PARTICIPANTS) |
|---|---|---|---|
| Usual Care | Statin Starts | Baseline | 470 Participants |
| Usual Care | Statin Starts | 6-Months | 456 Participants |
| Usual Care | Statin Starts | 12-Months | 446 Participants |
| Active Treatment | Statin Starts | Baseline | 603 Participants |
| Active Treatment | Statin Starts | 6-Months | 617 Participants |
| Active Treatment | Statin Starts | 12-Months | 608 Participants |