Chapter 2: Methods
2.2 Study Design: Aim 1
2.2.4 Study Design – Aims 1C – 1E
2.2.4.2 Variables
The variables included in this study were based upon information available in an existing data set. The proposed methods included information from intake forms, the CCT, progress notes, and from an ED visit form. The progress note information was the proposed source for problem identification (e.g. potentially inappropriate medication use or care transition problems
(dependent variable Aim 1D)). The ED visit form was the proposed source of information about ED use (dependent variable Aim 1E). Data was not available from these forms in the existing data set. Therefore, these variables were not included. The following table (Table 10) shows the proposed variables and lists the availability of the information in the existing data set.
Table 10. Proposed variable collection and variables in existing RHWP data set
Proposed Variables Definition
Variable in
Existing Data Set Patient Intake Form
Predisposing- Traditional Domain
Age Years Yes
Gender Male/Female Yes
Race/Ethnicity Caucasian/African-American/Native American/Asian/Hispanic/Other
Yes
Education Years of education;
GED (Yes/No)
Yes Enabling – Traditional Domain
Insurance Medicare/Medicaid/ Medicare-Medicaid
Dual Eligible/Other
Yes
Primary care provider (PCP) Yes/No Yes
Years of residence Number of years residing in the apartment building
Yes Social network Relationship of contact (if need
something or are sick);
Help or aid in the home (Yes/No)
Yes
Enabling- Vulnerable Domain
Transportation source Ability to drive (Yes/No);
If No, method of transportation
Yes Telephone access Telephone (Yes/No);
Cell phone (Yes/No)
No Assistive devices (walker, cane,
wheelchair)
Yes/No;
Type
Yes Activities of daily living (ADL):
bathing, dressing, toileting, transferring, continence, feeding
Independent/Dependent Yes
Need- Traditional Domain Past Medical History:
Alzheimer’s disease or problems with your memory; ankle/leg swelling; arthritis; asthma; COPD;
cancer; CAD / heart disease MI / heart attack (year); high blood pressure/hypertension; high cholesterol; stroke; diabetes/high blood sugar; seizures; visual impairment; hearing impairment;
kidney impairment; loss of feeling/numbness burning in legs or feet; osteoporosis; Parkinson’s disease; sciatica or chronic back pain; diarrhea; GERD;
constipation; urinary incontinence;
inflammatory bowel; thyroid problem; weight loss > 10 lb. in last year (intentional); headaches / migraines; insomnia
Yes/No;
Type and number of chronic conditions
Yes
Medication use Number of medications No
Need- Vulnerable Domain
Past mental health history: Yes/No; Yes
Schizophrenia; bipolar disorder;
depression
Type and number of mental health conditions
Substance abuse history Alcohol Consumption (Yes/No);
Amount of alcohol per week;
Illicit drugs (Yes/No);
Description of illicit drugs
Yes
Health Behavior (Use of Health Services)
Hospital admission Date of last admission;
Hospital;
Reason;
Number of visits in last 6 months
Yes
RHWP use Number of clinic visits Yes
Progress Note for Clinic Visits
Date of visit Date No
Chief complaint Text No
Subjective Text (includes social history) No
Objective General appearance and physical
findings: vitals (BP, pulse, weight, pain (vitals flow sheet);point of care test (BG, A1C, lipids - point of care flow sheet); targeted exam based on symptoms
No
Assessment Text No
Plan Text No
Targeted counseling Inhaler/glucometer use No
Return to clinic Number of weeks No
Professions involved Pharmacy/Nursing/Social Work No
ED Visit Form
Date of ED visit Date No
Description of reason for visit Text No
ED visited Name of hospital No
Care provided in ED Text No
Outcome of ED visit Text No
Other notes Text No
The proposed methods included collecting information from the Medication Discrepancy Tool.97 The MDT examines causes and contributing factors of medication discrepancies from a patient level (e.g. patient did not fill prescription), system level (e.g. conflicting information from different informational sources or confusion between brand and generic names), and resolution of the discrepancy (e.g. encouraged patient to call PCP or specialist about the problem).97 This tool was not adopted for use in the RHWP. In addition, a checklist to determine if a potentially inappropriate medication was present and the participant’s number of potentially inappropriate medications based upon the Beers Criteria for Inappropriate Medication Use in Older Adults was proposed.98 Medication lists were not available in the existing data set, so this was not included in the study. Validated tools, such as the Geriatric Depression Scale99, were not a part of this existing data set and therefore, not included.
Information from a modified form for the RHWP clinic, the RWHP Care Coordination Tool (CCT), was collected in the existing data set. In order to measure care coordination activities and outcomes of the RHWP, this adapted tool was developed from the Medical Home Care
Coordination Measurement Tool (CCMT) used in pediatric clinics published in the Agency for Healthcare Research and Quality Care Coordination Measures Atlas.100 Information collected from the RHWP Care Coordination Tool (CCT) included care coordination activities needed, activities performed to fulfill care coordination needs, faculty type involved in the process, total faculty time, outcomes prevented, and outcomes that occurred due to care coordination activities.
The variables collected from the CCT form are described in Table 11 and align with what was proposed.
Table 11. Variables collected from the RHWP Care Coordination Tool (CCT)
CCT Variable Description
Faculty team composition Nursing (NP)
Pharmacy (PharmD) Medicine (MD) Social Work (SW) Psychology (Doctoral) Gerontology
Faculty team visit time Number (minutes)
Care coordination activities/needs categories Type of care coordination activities/needs, Number of care coordination activities/needs Make appointments
Follow-up/Referral management
Order: Prescriptions/Prescription delivery; Supplies (e.g. glucometer, walker); Home health care services; Laboratory tests; Other
Reconcile discrepancies: Medication-related; Adherence issues; Other Education/Counseling
Coordination of social services: Agencies (e.g. SSI); Insurance; Transportation; Other Disease management
Disease monitoring Medication management Home visit
Other
Activity performed to fulfill care coordination needs categories
Activity to fulfill care coordination needs, Number of care coordination activities to fulfill needs
Develop/modify written care plan Meeting/case conference
Monitoring
Social work assessment Social work enrollment
Patient education/counseling (face-to-face): Psychosocial support; Practical concerns (e.g.
financial, insurance, transportation); Family/support system concerns; Emotional
concerns (e.g. distress, depression, anxiety); Medication-related; Disease-related; Other Home visit
Other
Outcomes prevented categories
Type of outcome prevented, Number of outcomes prevented, Degree of certainty ER visit
Subspecialist visit
Hospitalization (admission) Visit to PCP office/clinic Lab/X-ray
Specialized therapies (PT, OT, etc.) Inappropriate medication use Adverse drug event
Nursing home stay Other
Outcomes occurred categories
Type of outcome occurred and number of outcomes occurred
Advised family/patient on home management Patient knowledge or skill
Referral to ER
Referral to subspecialist Referral for hospitalization Referral for PCP office visit Referral to lab/ x-ray
Referral to community agency
Referral to psych. (LCSW, LMFT, LPC, etc.) Referral to specialized therapies
Referral to social work on site Referral to APS
Referral to support group
Ordered prescription, equipment, etc.
Reconciled discrepancies (including missing data, miscommunications, adherence issues, medication issues)
Reviewed labs, specialist reports, etc.
Set up family/caregiver meeting Advocacy for patient
Met patient’s immediate needs, questions, concerns Unmet needs
Not applicable/don’t know Outcome pending
Other
2.2.4.3 Data Analysis
Aim 1C
Descriptive statistics (means, SD, frequency, %) were used to characterize the predisposing (e.g.
age, gender, ethnicity/race, education level), enabling (e.g. insurance type, PCP, years of residence, social network, transportation source, telephone access, use of assistive devices, Activities of Daily Living), and need (e.g. type and number of chronic conditions, type and number of mental health conditions, substance abuse history) factors and use of health services
or health behaviors (e.g. ED visits, hospitalizations, PCP visits, use of RHWP clinic) of the RHWP participants. Descriptive statistics were also reported for the CCT.
Proposed descriptive statistics from the participant’s progress note (e.g. number of clinic visits per patient, main patient reasons for clinic use (chief complaint)); from the ED visit form (e.g.
number of ED visits per patient, main reasons for ED visit, care provided in the ED, and outcome of ED visit); validated tools (e.g. Geriatric Depression Scale99); and summary information from patient visits, including but not limited to problems identified (e.g. potentially inappropriate medication use or care transition problem) are not reported since this information was not available in the existing data set.
Aim 1D
The dependent variable, presence of a care transition problem, was not available in the existing data set. This aim was not addressed.
Aim 1E
The dependent variable, ED use from the ED visit form, was not available in the existing data set. This aim was not addressed.