Between January and December 2021, 88,202 patients with buprenorphine prescriptions were recorded across 1,600 ZIP codes in the CURES. Of these ZIP Codes, 62.1% had 8,013 actively practicing buprenorphine-prescribing clinicians, and 57.8% had 6,699 DATA waiver-certified physicians across 925 ZIP codes. Our results from California reveal that 86% of patients reside in metropolitan regions, with only 1.6% in rural settings. A disproportionate 92% of DATA waivers and 92% of active prescribers are concentrated in metropolitan areas, with just 0.93% and 0.26% in rural areas, respectively (Fig. 1).
However, the distribution of these services was not uniform, with significantly higher concentrations in urban centers such as the Bay Area, Los Angeles, and San Diego, as highlighted in Fig. 1. ZIP codes in urban areas with higher population densities or major medical centers include 92103 (San Diego, covering Hillcrest and Mission Hills), 94110 (San Francisco, primarily the Mission District), 95128 (San Jose, around Valley Medical Center and parts of the West San Carlos neighborhood), 94553 (Martinez, the county seat of Contra Costa County), 90033 (Los Angeles, including Boyle Heights and the area around LAC + USC Medical Center), 95817 (Sacramento, home to the UC Davis Medical Center), 95128 (San Jose, near Valley Medical Center, a large public hospital), and 90033 (Los Angeles, location of LAC + USC Medical Center). These ZIP codes had the largest numbers of active buprenorphine prescribers (Fig. 1).
White and Black communities tended to have more patients on buprenorphine as well as DATA waiver prescribers (Supplementary Table 1 and Fig. 1). Older age and high income were negatively associated with high patient volume and DATA waiver prescribers (Supplementary Table 1 and Fig. 1). However, physicians are more likely to prescribe and register in the SAMHSA DATA waiver roster in neighborhoods with higher values of owner-occupied homes (Supplementary Table 1). A few ZIP codes had active patients but no registered SAMHSA DATA-waiver providers, including 92585 (Sun City, growing community with new housing developments), 90303 (Inglewood, diverse community with a significant African American population), 96007 (Anderson, rural area), 95003 (Aptos, rural area), 95380 (Turlock, agricultural hub), 93023 (Ojai, relatively small city), 95713 (Colfax, recreational town), 95552 (Korbel, outdoor recreational town), 95842 (Sacramento, suburban area), 93444 (Nipomo, suburban area), 91306 (Winnetka, residential neighborhood), 93505 (California City, focus on renewable energy and aerospace industries), and 94933 (Forest Knolls, rural community with a focus on natural beauty and outdoor activities). This distribution highlights the disparity in access to buprenorphine-prescribing clinicians and DATA waiver-certified physicians, with certain urban areas demonstrating a significantly higher provision of services than rural and suburban regions.
Figure 2 (A) provides a detailed analysis of the relationship between active buprenorphine prescribers and patients across California. The map reveals a generally well-distributed pattern, with prescribers aligning with patient numbers in most communities. No communities exhibit significant imbalances, such as an excessive number of patients with a shortage of prescribers or a surplus of prescribers with a limited patient population. Figure 2(B) illustrates the relationship between active prescribers and clinicians holding DATA waivers. Certain regions, particularly those near Riverside and northern California, still face a shortage of these waived clinicians. Unlike the balanced distribution between prescribers and patients in Fig. 2(A), 20 ZIP Codes in Fig. 2(B) expose spatial disparities between DATA waivers and active prescribers. Remarkably, 16 ZIP codes display a notable abundance of DATA-waived clinicians but a deficiency of prescribers, primarily clustered in the Los Angeles area, indicated by dark pink in Fig. 2(B). Conversely, 4 ZIP codes exhibit a surplus of prescribers compared to the number of DATA-waived clinicians, as indicated by cyan in Fig. 2(B). This underscores the unique distribution between DATA-waived clinicians and buprenorphine prescribers.