Table 3.
All specialties | Primary care | Medical specialists | Surgical specialists | |||||
---|---|---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
Prob. | ln ($) | Prob. | ln ($) | Prob. | ln ($) | Prob. | ln ($) | |
Coeff. | Coeff. | Coeff. | Coeff. | Coeff. | Coeff. | Coeff. | Coeff. | |
(SE) | (SE) | (SE) | (SE) | (SE) | (SE) | (SE) | (SE) | |
Male | 0.034*** | 0.271*** | 0.031*** | 0.223*** | 0.032*** | 0.400*** | 0.033*** | 0.106*** |
(0.001) | (0.007) | (0.002) | (0.010) | (0.002) | (0.013) | (0.003) | (0.013) | |
ln(Medicare RVUs +1) | 0.031*** | 0.112*** | 0.032*** | 0.139*** | 0.028*** | 0.095*** | 0.032*** | 0.082*** |
(0.000) | (0.001) | (0.000) | (0.002) | (0.000) | (0.003) | (0.001) | (0.003) | |
Office‐based | 0.119*** | 0.431*** | 0.159*** | 0.750*** | 0.088*** | 0.312*** | 0.078*** | 0.038*** |
(0.001) | (0.007) | (0.002) | (0.011) | (0.002) | (0.013) | (0.003) | (0.013) | |
Year 2015 | −0.029*** | −0.029*** | −0.024*** | −0.032*** | −0.021*** | 0.040*** | −0.045*** | −0.120*** |
(0.001) | (0.003) | (0.001) | (0.005) | (0.001) | (0.005) | (0.002) | (0.006) | |
Year 2016 | −0.082*** | −0.227*** | −0.072*** | −0.167*** | −0.076*** | −0.202*** | −0.103*** | −0.360*** |
(0.001) | (0.003) | (0.001) | (0.005) | (0.001) | (0.006) | (0.002) | (0.007) | |
Practice size | ||||||||
2 to 3 members | 0.060*** | 0.213*** | 0.047*** | 0.221*** | 0.050*** | 0.298*** | 0.097*** | 0.137*** |
(0.002) | (0.011) | (0.004) | (0.018) | (0.004) | (0.022) | (0.005) | (0.018) | |
4 to 10 members | 0.057*** | 0.194*** | 0.025*** | 0.179*** | 0.045*** | 0.255*** | 0.118*** | 0.214*** |
(0.002) | (0.010) | (0.004) | (0.017) | (0.003) | (0.019) | (0.004) | (0.016) | |
11 to 20 members | 0.019*** | 0.043*** | −0.028*** | −0.111*** | 0.020*** | 0.128*** | 0.080*** | 0.178*** |
(0.003) | (0.013) | (0.005) | (0.021) | (0.004) | (0.023) | (0.005) | (0.020) | |
21 to 50 members | −0.006** | 0.009 | −0.049*** | −0.104*** | 0.010*** | 0.060*** | 0.041*** | 0.188*** |
(0.002) | (0.012) | (0.004) | (0.018) | (0.004) | (0.022) | (0.005) | (0.020) | |
51 to 100 members | −0.012*** | 0.035*** | −0.051*** | −0.035* | −0.006 | 0.068*** | 0.042*** | 0.165*** |
(0.003) | (0.013) | (0.004) | (0.020) | (0.004) | (0.025) | (0.005) | (0.023) | |
100+ members | −0.104*** | −0.052*** | −0.144*** | −0.220*** | −0.098*** | 0.050*** | −0.056*** | 0.080*** |
(0.002) | (0.010) | (0.003) | (0.015) | (0.003) | (0.019) | (0.004) | (0.017) | |
Years in practice | ||||||||
11‐19 yr | 0.027*** | 0.142*** | 0.034*** | 0.064*** | 0.017*** | 0.225*** | 0.000 | 0.090*** |
(0.002) | (0.009) | (0.003) | (0.013) | (0.003) | (0.017) | (0.004) | (0.015) | |
20‐29 yr | 0.038*** | 0.240*** | 0.055*** | 0.191*** | 0.027*** | 0.318*** | −0.013*** | 0.129*** |
(0.002) | (0.009) | (0.003) | (0.014) | (0.003) | (0.018) | (0.004) | (0.015) | |
30+ yr | 0.014*** | 0.103*** | 0.054*** | 0.124*** | 0.005* | 0.114*** | −0.064*** | −0.011 |
(0.002) | (0.009) | (0.003) | (0.015) | (0.003) | (0.018) | (0.004) | (0.015) | |
Constant | 0.282*** | 4.163*** | 0.256*** | 3.786*** | 0.473*** | 4.392*** | 0.503*** | 4.287*** |
(0.004) | (0.017) | (0.005) | (0.024) | (0.006) | (0.034) | (0.006) | (0.026) | |
R‐Squared | 0.214 | 0.181 | 0.194 | 0.14 | 0.282 | 0.143 | 0.198 | 0.162 |
N | 1 227 123 | 694 169 | 474 738 | 260 532 | 442 617 | 262 468 | 309 768 | 171 169 |
Notes: ***P < 0.01, **P < 0.05, *P < 0.1. Estimated using Ordinary Least Squares Multiple Regression with physician clustering using Stata 15. Each model was estimated with county fixed effects and a full set of specialty fixed effects (not reported). Primary Care includes: Family Practice, General Practice, Geriatric Medicine, Internal Medicine, Pediatric Medicine. Medical Specialists include: Allergy/Immunology, Cardiac Electrophysiology, Cardiology, Critical Care (Intensivists), Dermatology, Emergency Medicine, Endocrinology, Gastroenterology, Hematology/Oncology, Infectious Disease, Interventional Radiology, Medical Oncology, Nephrology, Neurology, Nuclear Medicine, Osteopathic Manipulative Medicine, Pain Management, Pathology, Preventive Medicine, Psychiatry, Pulmonary Disease, Radiation Oncology, Rheumatology, Sports Medicine. Surgical Specialists include: Cardiac Surgery, Colorectal Surgery (formerly proctology), General Surgery, Gynecological/Oncology, Hand Surgery, Maxillofacial Surgery, Neurosurgery, Obstetrics/Gynecology, Ophthalmology, Orthopedic Surgery, Otolaryngology, Plastic and Reconstructive Surgery, Surgical Oncology, Thoracic Surgery, Urology, Vascular Surgery.