| Literature DB >> 35882712 |
John R Wright1, Divya K Madhusudhan1,2, David C Lawrence1, Sharon A Watts1,3, Daniel J Lord1, Christopher Whaley4, Dena M Bravata5,6,7.
Abstract
BACKGROUND: There have been very few published studies of referral management among commercially insured populations and none on referral management from employer-sponsored health centers.Entities:
Keywords: health economics; referral management; specialty care; team-based care
Year: 2022 PMID: 35882712 PMCID: PMC9321287 DOI: 10.1007/s11606-022-07724-w
Source DB: PubMed Journal: J Gen Intern Med ISSN: 0884-8734 Impact factor: 6.473
Patient Demographics
| Characteristics | Employer-sponsored clinic cohort | Community cohort |
|---|---|---|
| 3129 | 3129 | |
| Gender (% male) | 46.6% | 46.9% |
| Age (SD) (years) | 39.5 (10.7) | 39.3 (10.8) |
| Distance to employer-sponsored clinic from patient’s home (SD) (miles) | 11.6 (20.5) | 11.2 (15.6) |
| HHS-HCC risk score (SD) | 1.7 (1.9) | 1.6 (1.6) |
Internal Referrals Within the Employer-Sponsored Health Center
| Initial clinician | Internal referral to this specialist | ||||
|---|---|---|---|---|---|
| Primary care | Physical medicine | Behavioral health | Health coaching | Total of all 1internal referrals | |
| Primary care | 2% | 29% | 10% | 13% | 54% |
| Physical medicine | 5% | 19% | 3% | 2% | 29% |
| Behavioral health | 1% | 1% | 3% | 2% | 6% |
| Health coaching | 1% | 1% | 1% | 1% | 4% |
Legend: Referrals to clinical disciplines other than the core clinical offering at employer-sponsored health centers (such as dermatology, optometry, and nursing) are not included in the table. The reason that this table only represents 93% of all internal referrals is that it does not include the internal referrals to services such as dental care and dermatology which are only offered at selected employer-sponsored clinics.
Figure 1Patient paths among internal referrals. (a) Patient paths from primary care. (b) Patient paths from physical medicine. (c) Patient paths from behavioral health. Legend: These schematics describe the flow of patients from an initial visit with providers in one clinical discipline to the other disciplines at the employer-sponsored clinics. Each patient is denoted by a gray line; thus, the size of the gray bar represents the proportion of patients experiencing primary care at first visit and transitioning to the same/other clinical disciplines for subsequent visits. Lines that end in white denote the end of an episode of care. Because each panel represents all of the referrals originating out of each clinical discipline, it is important to note that they are not on the same scale (since there were vastly more patients seen in primary care than in behavioral health).
Figure 2Specialist referral rates over time.
Top Ten Specialist Referrals and Their Costs
| Specialist | Average cost of specialist visit initiated in the employer-sponsored clinic cohort (SD) | Average cost of specialist visit initiated in the community cohort (SD) | |
|---|---|---|---|
| Imaging | 11544 (36%) | $242 ($418) | $264 ($494) |
| Obstetrics and gynecology | 4228 (13%) | $191 ($209) | $193 ($223) |
| Otolaryngology | 3450 (11%) | $259 ($202) | $274 ($228) |
| Gastroenterology | 3590 (11%) | $272 ($323) | $317 ($499) |
| Allergy, asthma, and immunology | 2340 (7%) | $284 ($216) | $311 ($244) |
| Cardiology | 1966 (6%) | $325($376) | $322 ($388) |
| Dermatology | 1698 (5%) | $265 ($329) | $238 ($247) |
| Urology | 1482 (5%) | $217 ($177) | $226 ($199) |
| Orthopedics | 1166 (4%) | $209 ($198) | $206 ($190) |
| Sleep medicine | 446 (1%) | $344 ($235) | $442 ($549) |
Comparison of Costs of Care
| Characteristics | Employer-sponsored clinic cohort (SD) | Community cohort (SD) | Regression estimate as % | |
|---|---|---|---|---|
| Total per user per month cost | $372 ($894) | $401 ($947) | −14.1% | 0.002 |
| Primary care cost per user per month | $91 ($110) | $69 ($99) | 23.8% | <0.001 |
| Specialty care cost per user per month | $63 ($140) | $76 ($213) | −17.9% | <0.001 |
| Hospital, urgent care, and ASC cost per user per month | $142 ($669) | $159 ($587) | −7.4% | 0.34** |
| Pharmacy cost per user per month | $76 ($389) | $97 ($525) | −10% | 0.48** |
| Specialist utilization rate | 35.1% | 45.0% | −0.1* | <0.001 |
Legend: Cost of care was modeled from the propensity-matched data. In this GLM-gamma regression, the dependent variable was the encounter cost per month and the independent variables were employer, patient age, patient gender, patient risk score, patient type and commute distance from the nearest employer-sponsored clinic site. For subcategory cost of care regressions, non-users of the employer-sponsored clinics were excluded.
*Specialist utilization rate was modeled in a separate linear regression of the propensity-matched cohorts conditional on month and year fixed effects.
**NS, not significant