| Literature DB >> 27567892 |
Joy H Lewis1, Kate Whelihan2, Isaac Navarro2, Kimberly R Boyle3.
Abstract
BACKGROUND: The social determinants of health (SDH) are conditions that shape the overall health of an individual on a continuous basis. As momentum for addressing social factors in primary care settings grows, provider ability to identify, treat and assess these factors remains unknown. Community health centers care for over 20-million of America's highest risk populations. This study at three centers evaluates provider ability to identify, treat and code for the SDH.Entities:
Keywords: Community Health Centers; Diagnosis codes; Electronic Health Record; Health care providers; ICD-10; Primary care; Procedure codes; Social determinants of health
Mesh:
Year: 2016 PMID: 27567892 PMCID: PMC5002327 DOI: 10.1186/s12875-016-0526-8
Source DB: PubMed Journal: BMC Fam Pract ISSN: 1471-2296 Impact factor: 2.497
Categorizations of social factors included
| Category | Factors |
|---|---|
| Access to resources | Educational limitations |
| Language barrier | |
| Poverty | |
| Near poverty | |
| Insufficient or lack of insurancea | |
| Food insecurity | |
| Lack of autonomy | Homelessnessa |
| Unstable housinga | |
| Unstable work schedule | |
| Transportation issues | |
| Family care demands/Issues | |
| Social and home life | Cultural beliefs |
| Immigrant status | |
| Migrant status | |
| Neighborhood safety | |
| Optional | Other |
Table 1 shows the SDH factors included in this study
aFactors not included in the California study
Descriptions of CHC locations and patient demographics
| State | Area type | Patients | Patient demographics | At or below 100 % FPI | Total sites | Sites included in study | |
|---|---|---|---|---|---|---|---|
| California | Rural | 127,128 | 18.4 % | Non-Hispanic White | 80.0 % | 16 | 3 |
| 76.7 % | Hispanic/Latino | ||||||
| 1.5 % | Black/African American | ||||||
| 2.2 % | Asian | ||||||
| 0.4 % | Am. Indian/Alaska Native | ||||||
| 0.3 % | Hawaiian/Pacific Islander | ||||||
| New York | Urban | 119,734 | 17.8 % | Non-Hispanic White | 71.5 % | 9 | 3 |
| 47.2 % | Hispanic/Latino | ||||||
| 20.2 % | Black/African American | ||||||
| 9.5 % | Asian | ||||||
| 0.5 % | Am. Indian/Alaska Native | ||||||
| 0.3 % | Hawaiian/Pacific Islander | ||||||
| Illinois | Urban | 34,076 | 7.1 % | Non-Hispanic White | 77.4 % | 10 | 6 |
| 23 % | Hispanic/Latino | ||||||
| 68.7 % | Black/African American | ||||||
| 2.1 % | Asian | ||||||
| 0.3 % | Am. Indian/Alaska Native | ||||||
| 0.0 % | Hawaiian/Pacific Islander |
Table 2 provides descriptions of each of the CHC organizations participating in this study
Data collected from: 2014 Health Center Profile, HRSA [28, 31, 33]
Summary of most frequent responses from provider survey
| California | New York | Illinois | Combined | |
|---|---|---|---|---|
| Question | ||||
| 1. How familiar are you with the SDH concept? | Very familiar | Very familiar | Somewhat familiar | Very familiar |
| 2. How comfortable are you identifying SDH at the point of care? | Very familiar | Very familiar | Somewhat familiar | Very familiar |
| 3. To what extent do you feel social factors contribute to your patient’s medical condition? | Extremely | Very much | Very much | Very much |
| 4. As part of your treatment plan, how often do you refer patients to CHC resources to address SDH? | Often | Sometimes | Often | Often |
| 5. My CHC has adequate resources available to address specific SDH affecting patient health. | Neutral | Neutral | Neutral | Neutral |
Table 3 indicates that most providers agreed with being familiar with the SDH concept, that they were comfortable identifying SDH at the point of care and that SDH have an impact on patients’ health. Survey questions each offered 5 options as answers. For items 1 and 2 these were; not familiar, somewhat familiar, neutral, very familiar and extremely familiar. For item 3 they were; not at all, somewhat, neutral, very much and extremely. For item 4 they were; never, rarely, sometimes, often and all of the time. For item 5 they were; strongly disagree, disagree, neutral, agree and strongly agree
Summary of social factors identified, billed and coded
| Indicator | Count | Provided service | Billing code | Diagnosis code |
|---|---|---|---|---|
| Educational limitations | 234 | 104 (44.4 %) | 2 (0.9 %) | 5 (2.1 %) |
| Language barrier | 176 | 60 (34.1 %) | 3 (1.7 %) | 3 (1.7 %) |
| Family care demands | 144 | 67 (46.5 %) | 5 (3.5 %) | 34 (23.6 %) |
| Poverty | 141 | 24 (17.0 %) | 1 (0.7 %) | 5 (3.5 %) |
| Unstable work schedule | 132 | 21 (15.9 %) | 1 (0.8 %) | 2 (1.5 %) |
| Transportation issues | 122 | 51 (41.8 %) | 0 (0.0 %) | 0 (0.0 %) |
| Near poverty | 99 | 17 (17.2 %) | 1 (1.0 %) | 3 (3.0 %) |
| Lack of insurancea | 86 | 15 (17.4 %) | 0 (0.0 %) | 3 (3.5 %) |
| Homelessnessa | 68 | 3 (4.4 %) | 0 (0.0 %) | 13 (19.1 %) |
| Food insecurity | 67 | 40 (59.7 %) | 1 (1.5 %) | 29 (43.3 %) |
| Other | 67 | 26 (38.8 %) | 2 (3.0 %) | 2 (3.0 %) |
| Immigrant status | 66 | 9 (13.6 %) | 0 (0.0 %) | 1 (1.5 %) |
| Cultural beliefs | 60 | 24 (40.0 %) | 3 (5.0 %) | 2 (3.3 %) |
| Unstable housinga | 55 | 6 (10.9 %) | 0 (0.0 %) | 4 (7.3 %) |
| Neighborhood safety | 48 | 24 (50.0 %) | 0 (0.0 %) | 2 (4.2 %) |
| Migrant status | 19 | 2 (10.5 %) | 0 (0.0 %) | 0 (0.0 %) |
| Total | 1584 | 493 (31.1 %) | 19 (1.2 %) | 108 (6.8 %) |
Table 4 shows a summary of the SDH factors identified, billed and coded by providers
aThese factors were not included in the California study card
Factors identified as “Other” by CHC location
| CHC location | Categorized factors | Count | Uncategorized factors | Total |
|---|---|---|---|---|
| California | Drug use (6) | 25 | 9 | 34 |
| Tobacco use (6) | ||||
| Poor living conditions (4) | ||||
| Behavioral health issues (3) | ||||
| Difficulty making appointments (2) | ||||
| Health literacy (1) | ||||
| Interrupted care - Separated parents (1) | ||||
| History of incarceration (1) | ||||
| Age (1) | ||||
| New York | Behavioral health issues (12) | 30 | 3 | 33 |
| Poor social support (8) | ||||
| Work conditions (5) | ||||
| Physical disability (2) | ||||
| Environmental conditions (1) | ||||
| Drug use (1) | ||||
| Drug use in family (1) | ||||
| Illinois | 0 | 0 | 0 |
Table 5 shows the number of factors identified by providers as “Other” by each CHC location. For each “other” identified, providers were asked to include descriptions which were then categorized into the above factors and tallied. In some cases, “other” factors were marked as identified, but did not receive a description by the provider and therefore could not be categorized
Determinants by CHC location
| CHC location | SDH count | Encounters | Average/Encounter | Most reported |
|---|---|---|---|---|
| California | 629 | 267 | 2.36 | Educational limitations |
| New York | 813 | 394 | 2.06 | Educational limitations |
| Illinois | 142 | 86 | 1.65 | Language barrier |
| Total | 1584 | 747 | 2.12 | Educational limitations |
Table 6 shows the number of SDH factors reported by each CHC location and the average number of factors observed per patient encounter
SDH factors coded and billed by CHC location
| CHC location | Factors coded | Factors billed | Most frequent services billed | Most frequent diagnosis code |
|---|---|---|---|---|
| California | 68 (10.8 %) | 10 (1.6 %) | Family care demands (3) | Family care demands (29) |
| New York | 32 (3.9 %) | 9 (1.1 %) | Language barrier (2) | Homelessness (13) |
| Family care demands (2) | ||||
| Cultural barrier (2) | ||||
| Illinois | 8 (5.6 %) | 1 (0.7 %) | Neighborhood safety (1) | Neighborhood safety (2) Family care demands (2) |
| Total | 108 (6.8 %) | 20 (1.3 %) | Family care demands (5) | Family care demands (34) |
Table 7 shows the SDH factors coded and billed by CHC site and also presents the SDH factors most frequently billed and coded at each site
SDH factors and related ICD-10 codes
| SDH factor and definition | Related ICD-10 code | Review of code |
|---|---|---|
| Educational limitations | Z55.0 - Illiteracy and low-level literacy | Other corresponding ICD-10 codes were related to children in school. Patient may be lacking in health literacy, but have appropriate level of reading literacy. The available code is too specific. |
| Observed difficulty processing and understanding medical information. Can include difficulty reading, listening, asking questions or applying information. | ||
| Language barriers | None identified | |
| Primary language not English; inability to communicate freely and openly with provider. | ||
| Poverty | Z59.5 - Extreme poverty | Relatively good match with the social factor. |
| Income below poverty line; lack of basic needs such as nutrition, clothing, shelter. | ||
| Near poverty | Z59.6 - Low income | Relatively good match with the social factor. |
| Just enough money to meet basic needs but not enough for extras. Qualifies for sliding fee discounts at FQHC. | ||
| Insufficient/Lack of insurance | None identified | |
| Either no health insurance or has insurance which is not sufficient to cover medical expenses or doesn’t cover medications. Prohibits seeking care or follow through. | ||
| Food insecurity | Z59.4 - Lack of adequate food and safe drinking water | ICD-10 code is a good match. It may be advantageous to have additional codes which address food availability separately from ability to afford food. |
| Does not have reliable access to sufficient quantity of affordable, nutritious food. Does not know where next meal is coming from. Might live in food desert. | ||
| Homeless | Z59.0 - Homelessness | Relatively good match with the social factor. |
| Does not have permanent housing, may live on the streets, in a shelter, mission, abandoned building, vehicle or any unstable non-permanent situation. | ||
| Unstable housing | Z59.1 - Inadequate housing | Relatively good match with the social factor. |
| Lives in several places. Lacks fixed, regular and adequate residence due to loss of housing or economic need. No lease, ownership or occupancy agreement. Unsure if place of shelter will be open for extended period of time. | ||
| Unstable work schedule | Z56.3 - Stressful work schedule | ICD-10 code is related, but does not cover a work schedule which may prevent patients from seeking regular medical care. |
| Difficulty scheduling or keeping appointments due to variable work schedule; multiple jobs, varying start/stop times, long shifts or unsure when will work. | ||
| Transportation issues | None identified | |
| Hard to get to appointments due to lack of transportation. Does not own vehicle, can’t afford public transportation, lives far from public transportation or services unreliable. | ||
| Family care demands/Issues | Z63.2 - Inadequate family support | ICD-10 code is related, but somewhat different; does not cover patients who are unable to care for themselves due to the demands of family care. |
| Z63.6 - Dependent relative needing care at home | ||
| Responsibilities at home caring for others (children, partner, parents, family) which prevent person from caring for themselves. | ||
| Cultural beliefs | Z60.3 - Acculturation difficulty | ICD-10 code is somewhat related but doesn’t specifically cover issues pertaining to cultural beliefs which may prohibit a patient from seeking or following medical advice. |
| Cultural background is not in concordance with Western Medicine. May believe Western Medicine can be detrimental or is the place of last resort. Beliefs may conflict with medical care - prohibit patient from seeking care or adhering to treatment plan. | ||
| Immigrant status | None identified | |
| Not born in US, now living here legally or illegally. Can have difficulty obtaining public assistance if ‘illegal’. May be child with legal status whose parents do not have legal status. | ||
| Migrant status | None identified | |
| Person is a migrant worker who relocates frequently due to work availability. | ||
| Neighborhood safety | Z59.2 - Discord with Neighbors, lodgers, landlord | ICD-10 code is related but there remains a lack of codes which address safety and environmental issues. The available code does not clearly match the issue. |
| Not feel safe going outside in neighborhood, threat of crime/violence. Under stress from environment. Children can’t play outside, can’t exercise, hard to get to appointments. |
Table 8 provides a listing of the SDH factors used by investigators for this study along with related ICD-10 codes. The last column provides a description of how well the codes are matched