Abstract
Background: Despite the availability of generic levothyroxine products for more than a decade, uptake of these products is poor. Objective: We sought to evaluate determinants of generic prescribing of levothyroxine. Methods: In a cross-sectional analysis of electronic health records data between 2010 and 2013, we identified adult patients with a levothyroxine prescription from a primary-care physician (PCP) or endocrinologist. We used mixed-effect logistic regression models with random intercepts for prescribing provider to examine predictors of generic levothyroxine prescribing. Models include patient, prescription, and provider fixed-effect covariates. Odds ratios (ORs) and 95% CIs were generated. Between-provider random variation was quantified by the intraclass correlation coefficient (ICC). Results: Study patients (n = 63 838) were clustered among 941 prescribing providers within 25 ambulatory care clinics. The overall prevalence of generic prescribing of levothyroxine was 73%. In the multivariable mixed-effect model, patients were significantly less likely to receive generic levothyroxine from an endocrinologist than a PCP (OR = 0.43; 95% CI = 0.33-0.55; P < 0.001). Women were less likely to receive generic levothyroxine than men from endocrinologists (OR = 0.68; 95% CI = 0.59-0.78; P < 0.001) but not from PCPs. Between-provider variation in generic prescribing was 18.3% in the absence of fixed-effect covariates and could be explained marginally by patient, prescription, and provider factors (ICC = 15.9%). Conclusions: Generic levothyroxine prescribing differed by PCPs and endocrinologists. Residual variation in generic prescribing, after accounting for measurable factors, indicates the need for provider interventions or patient education aimed at improving levothyroxine generic uptake.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 640-648 |
| Number of pages | 9 |
| Journal | Annals of Pharmacotherapy |
| Volume | 51 |
| Issue number | 8 |
| DOIs | |
| State | Published - Aug 1 2017 |
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Keywords
- electronic health records
- generic prescribing
- levothyroxine
ASJC Scopus subject areas
- Pharmacology (medical)
Cite this
Provider and Patient Determinants of Generic Levothyroxine Prescribing : An Electronic Health Records–Based Study. / Romanelli, Robert J.; Nimbal, Vani; Dutcher, Sarah K.; Pu, Xia; Segal, Jodi.
In: Annals of Pharmacotherapy, Vol. 51, No. 8, 01.08.2017, p. 640-648.Research output: Contribution to journal › Article
}
TY - JOUR
T1 - Provider and Patient Determinants of Generic Levothyroxine Prescribing
T2 - An Electronic Health Records–Based Study
AU - Romanelli, Robert J.
AU - Nimbal, Vani
AU - Dutcher, Sarah K.
AU - Pu, Xia
AU - Segal, Jodi
PY - 2017/8/1
Y1 - 2017/8/1
N2 - Background: Despite the availability of generic levothyroxine products for more than a decade, uptake of these products is poor. Objective: We sought to evaluate determinants of generic prescribing of levothyroxine. Methods: In a cross-sectional analysis of electronic health records data between 2010 and 2013, we identified adult patients with a levothyroxine prescription from a primary-care physician (PCP) or endocrinologist. We used mixed-effect logistic regression models with random intercepts for prescribing provider to examine predictors of generic levothyroxine prescribing. Models include patient, prescription, and provider fixed-effect covariates. Odds ratios (ORs) and 95% CIs were generated. Between-provider random variation was quantified by the intraclass correlation coefficient (ICC). Results: Study patients (n = 63 838) were clustered among 941 prescribing providers within 25 ambulatory care clinics. The overall prevalence of generic prescribing of levothyroxine was 73%. In the multivariable mixed-effect model, patients were significantly less likely to receive generic levothyroxine from an endocrinologist than a PCP (OR = 0.43; 95% CI = 0.33-0.55; P < 0.001). Women were less likely to receive generic levothyroxine than men from endocrinologists (OR = 0.68; 95% CI = 0.59-0.78; P < 0.001) but not from PCPs. Between-provider variation in generic prescribing was 18.3% in the absence of fixed-effect covariates and could be explained marginally by patient, prescription, and provider factors (ICC = 15.9%). Conclusions: Generic levothyroxine prescribing differed by PCPs and endocrinologists. Residual variation in generic prescribing, after accounting for measurable factors, indicates the need for provider interventions or patient education aimed at improving levothyroxine generic uptake.
AB - Background: Despite the availability of generic levothyroxine products for more than a decade, uptake of these products is poor. Objective: We sought to evaluate determinants of generic prescribing of levothyroxine. Methods: In a cross-sectional analysis of electronic health records data between 2010 and 2013, we identified adult patients with a levothyroxine prescription from a primary-care physician (PCP) or endocrinologist. We used mixed-effect logistic regression models with random intercepts for prescribing provider to examine predictors of generic levothyroxine prescribing. Models include patient, prescription, and provider fixed-effect covariates. Odds ratios (ORs) and 95% CIs were generated. Between-provider random variation was quantified by the intraclass correlation coefficient (ICC). Results: Study patients (n = 63 838) were clustered among 941 prescribing providers within 25 ambulatory care clinics. The overall prevalence of generic prescribing of levothyroxine was 73%. In the multivariable mixed-effect model, patients were significantly less likely to receive generic levothyroxine from an endocrinologist than a PCP (OR = 0.43; 95% CI = 0.33-0.55; P < 0.001). Women were less likely to receive generic levothyroxine than men from endocrinologists (OR = 0.68; 95% CI = 0.59-0.78; P < 0.001) but not from PCPs. Between-provider variation in generic prescribing was 18.3% in the absence of fixed-effect covariates and could be explained marginally by patient, prescription, and provider factors (ICC = 15.9%). Conclusions: Generic levothyroxine prescribing differed by PCPs and endocrinologists. Residual variation in generic prescribing, after accounting for measurable factors, indicates the need for provider interventions or patient education aimed at improving levothyroxine generic uptake.
KW - electronic health records
KW - generic prescribing
KW - levothyroxine
UR - http://www.scopus.com/inward/record.url?scp=85024100983&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85024100983&partnerID=8YFLogxK
U2 - 10.1177/1060028017705393
DO - 10.1177/1060028017705393
M3 - Article
C2 - 28425295
AN - SCOPUS:85024100983
VL - 51
SP - 640
EP - 648
JO - Annals of Pharmacotherapy
JF - Annals of Pharmacotherapy
SN - 1060-0280
IS - 8
ER -