| Literature DB >> 31686940 |
Joy H Lewis1, Kate Whelihan1, Debosree Roy2.
Abstract
PURPOSE: Social determinants of health (SDH) are responsible for significant health disparities, morbidity and mortality. It is important to acculturate trainees to identify and document SDH. This can elevate their perceptions related to the importance and relevance of SDH. Documentation can encourage trainees to see SDH as factors which medical providers should address. PATIENTS AND METHODS: Researchers devised a novel approach to demonstrate the value of SDH to undergraduate medical students. Proprietary diagnostic codes for SDH and procedure codes for action taken to address them, were developed. Students were encouraged to log these into electronic records for clinical encounters. Students' voluntary use of these codes was evaluated. Additionally, students were surveyed on their familiarity with the concept of SDH, their perceptions of the importance of SDH, as well as documenting SDH, twice in the study period, and results were compared. In their second year of use, proprietary codes were compared to newly available SDH related ICD-10 codes.Entities:
Keywords: constructivist learning; electronic health record; medical education; social determinants of health
Year: 2019 PMID: 31686940 PMCID: PMC6708880 DOI: 10.2147/AMEP.S206819
Source DB: PubMed Journal: Adv Med Educ Pract ISSN: 1179-7258
Proprietary social determinants of health diagnosis and procedure codes defined
| Diagnosis Code | Definition |
|---|---|
| Poverty | Income below poverty line; lack of basic needs such as nutrition, clothing, shelter. |
| Near Poverty | Just enough money to meet basic needs but not enough for extras. Qualifies for sliding fee discounts at Federally Qualified Health Centers. |
| Food Insecurity | Does not have reliable access to sufficient quantity of affordable, nutritious food. Does not know where next meal is coming from. May live in food desert. |
| Experiencing Unstable Housing or Homelessness | Does not have permanent housing, may live on the streets, in a shelter, mission, abandoned building, vehicle or any unstable non-permanent situation. |
| Poor Quality Housing | Living in housing unit with physical problems (deficiencies in plumbing, heating, electricity, hallways and upkeep) or the presence of negative characteristics (evidence of rodents, water leaks, peeling paint, absences of working smoke detector). |
| Lack of or No Insurance | 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. |
| Lack of Access to Healthcare | Living in a medically underserved area where access to primary care and other services is limited. |
| Health Literacy Limitations | Not having the capacity to obtain, process and understand basic health information and services needed to make appropriate health decisions. |
| Unemployed or Underemployed | Being unemployed or having employment which is insufficient in some way including low pay or unavailability of hours to work. |
| Unstable Work Schedule | Difficulty scheduling or keeping appointments due to variable work schedule; multiple jobs, varying start/stop times, long shifts or unsure when will work. Person may be a migrant worker who relocates frequently due to work availability. |
| Family Care Demands | Responsibilities at home caring for others (children, partner, parents, and family) which prevent person from caring for themselves. |
| Transportation Issues | 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. |
| Educational Limitations | Observed difficulty processing and understanding information. Can include difficulty reading, listening, asking questions or applying information. |
| Language Barriers | Primary language not English; inability to communicate freely and openly with provider. |
| Cultural Barrier | 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 | 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. |
| Poor Neighborhood Composition | 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. |
| Social Isolation | Lacking a sense of belonging socially, lacking engagement with others, has a minimal number of social contacts and is deficient in fulfilling and quality relationships. |
| Crisis Intervention | Immediate, short-term help to resolve emotional, mental, physical and behavioral distress or problems. |
| Educational Materials Provided | Provision of materials to help educate on conditions, medications, treatments, services, etc. |
| Extended Appointment Time | Patient encounter lasting beyond regularly scheduled appointment time. |
| Family Counseling | Working with a whole family unit to improve communication, resolve conflicts and encourage changes for a healthier lifestyle. |
| Lifestyle Counseling | Working with a patient to improve healthy choices and discontinue habits that may be impeding health. |
| Referral to Health Center Services | Referral to a service or program offered within the health center. |
| Referral to External Services | Referral to a service or program provided by external institutions. |
Comparison of social determinants of health (SDH) codes and ICD 10-CM Z-codes
| Applicable ICD-10 Codes | Comparisons |
|---|---|
| Removal of the word extreme may make the ICD-10 code more applicable to a larger range of individuals who may need services or assistance. | |
| Relatively good match. | |
| Relatively good match. It would be advantageous to have additional codes which address ability to afford food separately from food access. | |
| Relatively good matches. It may be advantageous to combine the ICD-10 codes into one code as a patient’s living situation may change regularly and the health implications remain the same. | |
| ICD-10 codes are too general to be actionable. One, more specific code would allow better identification of issues related to housing conditions which may be impacting health. | |
| ICD-10 code does not directly reference health insurance. | |
| None Identified | A code related to healthcare access could help identify patients who do not regularly receive medical care and may be unable to easily meet with specialists or receive regular preventive services. |
| None Identified | Health literacy is an important issue and should be identified separately from education level. Level of health literacy should be considered for all patients and a specific code could help identify those who may be at-risk of non-compliance due to lack of understanding. |
| Relatively good matches. The addition of underemployed allows identification of patients who may be employed but are not earning enough income to able to meet all of their basic needs. One code addressing insufficient level of employment, could apply to more individuals both unemployed and underemployed. | |
| Relatively good match. ICD-10 code may include schedules which are consistent but perceived to be stressful, whereas the SDH code accounts for work schedules which fluctuate, inhibiting ability to plan health appointments. Suggest combination of stressful and unstable work schedules into one code. | |
| Relatively good matches. ICD-10 codes may be overly specific. One code which encompasses family circumstances which prevent a patient from properly caring for themselves may be easier to document and follow-up on. The codes need a connection to the effect on the patient’s own health. | |
| None Identified | Lack of transportation is commonly identified as a social determinant of health and plays a paramount role in a patient’s ability to seek medical care. Documenting this may help patients receive services to assist with transportation. |
| Relatively good matches include 55.0, 55.8 and 55.9. Issues relating to literacy are included as part of the SDH code and may not need a separate code. The remaining codes are most likely relevant to children only and are overly specific. The SDH code could be made into two codes, one specific to adults and one specific to children. | |
| None Identified | It is not uncommon for patients to speak a primary language different to their provider. This barrier to communication should be an important consideration and documentation of it may help place patients with translators or providers who may be better able to communicate with them. |
| Relatively good match. The SDH code is better suited to identify patients who have beliefs or customs prohibiting them from complying with medical treatment or recommendations. This is important to distinguish as it directly impacts a patient’s health decisions. | |
| None Identified | Although not inherently a source of issue, it is important to document the residency status of patients who have immigrated, as they may have limited resources due to their status. Logging of this code may facilitate connection to available resources. |
| The ICD-10 code is one issue which may contribute to poor neighborhood composition, but does not address other potential issues such as neighborhood violence, lack of recreational area or environmental pollution. The SDH code allows for greater identification of patients who may be experiencing issues in their neighborhood not commonly discussed. | |
| Relatively good matches. The SDH code may be applicable to a greater number of patients who might not overtly express discontent or trouble with being alone, but may be at-risk for such issues due to a lack of support. | |
| This selection of ICD-10 codes is worth considering and could perhaps be included in an additional SDH code related to work conditions. | |
| This selection of ICD-10 codes is important, but addresses environmental rather than social factors. These codes would be improved with the inclusion of similar exposures in the home environment. | |
| This ICD-10 code addresses an important issue relevant to individuals in the foster system and those in treatment at hospitals or clinics. However, the implications extend beyond living situation. A SDH code related to adverse experiences should be considered. | |
| This selection of codes describes issues related to social environment and could be included in a SDH code related to lack of social support. | |
| This selection of ICD-10 codes includes childhood and family difficulties worth considering. These could be included in a SDH code related to adverse experiences. | |
| This selection of codes describes issues related to family circumstances and could be included in a SDH code related to lack of social support. | |
| This selection of codes includes various issues related to psychosocial circumstances. Their inclusion in factors related to social determinants of health is worth considering. | |
Counts of all codes logged: proprietary social determinants of health (SDH) and ICD 10-CM Z-codes
| Codes | Project year 1 | Project year 2 |
|---|---|---|
| Unique Codes Logged | 812 | 13,530 |
| Total Codes Logged | 410,142 | 333,530 |
| Unique Students Logging SDH Codes | 193 | 181 |
| Total Proprietary SDH Diagnosis Codes | 12,765 | 11,808 |
| Poverty | 636 | 601 |
| Near Poverty | 493 | 477 |
| Food Insecure | 238 | 219 |
| Unstable Housing or Homelessness | 1579 | 1486 |
| Poor Quality Housing | 407 | 376 |
| Lack of or No Insurance | 602 | 550 |
| Lack of Access to Healthcare | 443 | 399 |
| Health Literacy Limitations | 1211 | 1106 |
| Unemployed or Underemployed | 511 | 479 |
| Unstable Work Schedule | 154 | 143 |
| Family Care Demands | 486 | 448 |
| Transportation Issues | 453 | 401 |
| Educational Limitations | 1083 | 1001 |
| Language Barrier | 1278 | 1203 |
| Cultural Barrier | 597 | 562 |
| Immigrant Status | 448 | 415 |
| Poor Neighborhood Composition | 255 | 235 |
| Social Isolation | 421 | 391 |
| Other | 1470 | 1316 |
| Total Proprietary SDH Procedure Codes | 5,040 | 3,798 |
| Crisis Intervention | 42 | 33 |
| Education Materials Provided | 1000 | 963 |
| Extended Appointment Time | 3 | 3 |
| Family Counselling | 454 | 414 |
| Lifestyle Counselling | 1956 | 1691 |
| Referral to CHC Services | 316 | 308 |
| Referral to External Services | 1269 | 386 |
| Total ICD-10-CM Z-Codes | ICD Codes Not Available | 745 (64 unique codes) |
Survey response rates by class and project year
| Class | Project year 1 | Project year 2 | ||
|---|---|---|---|---|
| Program year | Response rate | Program year | response rate | |
| 2016 | 4th Year | 72 (67.6%) | n/a | – |
| 2017 | 3rd Year | 83 (77.6%) | 4th Year | 51 (48.6%) |
| 2018 | 2nd Year | 86 (79.4%) | 3rd Year | 64 (59.8%) |
| 2019 | 1st Year | 77 (70.0%) | 2nd Year | 61 (47.3%) |
| 2020 | n/a | – | 1st Year | 45 (42.1%) |
| TOTAL | 318 (73.66%) | 221 (51.51%) | ||
Survey items and response proportions by project year
| Survey Item | Project year 1 | Project year 2 | ||||
|---|---|---|---|---|---|---|
| Response | ||||||
| Disagree | Neutral | Agree | Disagree | Neutral | Agree | |
| 0.31% | 2.83% | 96.6% | 0.45% | 0.45% | 99.10% | |
| 0% | 1.78% | 96.23% | 0% | 2.6% | 98.65% | |
| 5.35% | 13.69% | 81.0% | 2.60% | 12.17% | 85.22% | |
Survey items and response means by class and project year
| Q1. I am familiar with the Social Determinants of Health (SDH) Concept. | |||||
|---|---|---|---|---|---|
| 2016 | 72 | 4.63 | n/a | n/a | – |
| 2017 | 83 | 4.66 | 51 | 4.69 | 0.3963153 |
| 2018 | 86 | 4.64 | 64 | 4.75 | 0.0938384 |
| 2019 | 77 | 4.44 | 61 | 4.56 | 0.0938384 |
| 2020 | n/a | n/a | 45 | 4.56 | – |
| TOTAL | 318 | 4.59 | 221 | 4.64 | 0.1564796 |
| 2016 | 72 | 4.49 | n/a | n/a | – |
| 2017 | 83 | 4.62 | 51 | 4.55 | 0.25337616 |
| 2018 | 86 | 4.64 | 64 | 4.63 | 0.43918941 |
| 2019 | 77 | 4.62 | 61 | 4.69 | 0.43918941 |
| 2020 | n/a | n/a | 45 | 4.69 | – |
| TOTAL | 318 | 4.59 | 221 | 4.64 | 0.18632202 |
| 2016 | 72 | 3.89 | n/a | n/a | – |
| 2017 | 83 | 3.93 | 51 | 4.06 | 0.19981887 |
| 2018 | 86 | 4.15 | 64 | 4.19 | 0.39070199 |
| 2019 | 77 | 4.39 | 61 | 4.00 | 0.00144404 |
| 2020 | n/a | n/a | 45 | 4.44 | – |
| TOTAL | 318 | 4.09 | 221 | 4.17 | 0.17589849 |
Open-ended responses to the question “Do you feel the request for you to code SDH was beneficial to your undergraduate medical education?”
| 1. Documenting SDH helps me remember patients in a deeper way. |
| 2. Identifying and addressing SDH can make a huge difference in patient care and bring awareness to non-medical factors. |
| 3. Documenting SDH keeps these issues on the forefront of my mind and is a great reminder to address the needs of the whole person. It is a constant reminder of how many SDH are present in all patient interactions. |
| 4. It can help with tracking SDH and impact the effect from other comorbidities. It helped establish relationship between factors and helped me determine the overall health picture for patients. |
| 5. Coding SDH can make a difference in our approach to patient care. The more you apply something, the more it is ingrained in your practice for the future. |
| 6. Coding SDH made me even more familiar with important things I need to remember about my patients. This coding is a constant reminder that will shape my career. Like anything in medical school, repetition is the key to success. |
| 7. It allowed me to address other areas that might limit the patient’s ability to seek care or afford the current care. By addressing these areas you may enable the patient to follow a care plan. |
| 8. It highlights the importance of considering SDH while providing care. It adds depth to a generic coding system and made me more cognizant of these factors during patient encounters. |
| 1. E*Value is difficult to use and time consuming. |
| 2. We already spend a lot of time on web-based tasks, I am already aware of SDH. |
| 1. I already know about SDH and coding doesn’t help me know more or do more for patients. I would identify and address SDH without the need to code. |
| 2. Spending time coding takes time away from patient care. |
| 3. It is not applicable to billing so there is no point in coding the SDH. |
| 4. SDH are too subjective and can cause bias. |
| 5. We get significant training in SDH, other physicians don’t code SDH. |
| 6. There isn’t enough time to address SDH during a patient exam |
Abbreviation: SDH, social determinants of health.