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. Author manuscript; available in PMC: 2014 Jun 4.
Published in final edited form as: Med Care. 2013 May;51(5):454–460. doi: 10.1097/MLR.0b013e31828d1251

Appendix Table 2.

Sensitivity of Relative Cost Rankings to Changes in Model Specification

Change in ranking, number of Physicians (Percent)
Specialty No
change
1
Percentile
2
Percentiles
3-5
Percentiles
>5
Percentiles
Random effects analysis*
  Cardiology 523 (74) 178 (25) 4 (<1) - -
  Emergency Medicine 320 (45) 246 (35) 99 (14) 45 (6) -
  Family/General Practice 678 (64) 323 (30) 29 (3) 29 (3) 1 (<1)
  General Surgery 381 (66) 174 (30) 22 (4) 2 (<1) -
  Internal Medicine 2003 (67) 861 (29) 101 (3) 8 (<1) -
  Neurology 312 (72) 112 (26) 7 (2) 2 (<1) -
  OBGYN 523 (57) 331 (36) 60 (7) 5 (<1) -
  Ophthalmology 389 (71) 141 (26) 17(3) 1 (<1) -
  Orthopedic Surgery 289 (50) 215 (37) 54 (9) 21 (4) 1 (<1)
  Psychiatry 263 (36) 290 (40) 98 (14) 71 (10) 2 (<1)
  Overall 5681 (62) 2871 (31) 491 (5) 184 (2) 4 (<1)

Fixed effects analysis with SES, episode type interactions**
  Cardiology 502 (71) 194 (28) 9 (1) - -
  Emergency Medicine 321 (45) 268 (38) 76 (11) 43 (6) 2 (<1)
  Family/General Practice 626 (59) 340 (32) 49 (5) 29 (3) 16 (2)
  General Surgery 350 (60) 177 (31) 33 (6) 9 (2) 10 (2)
  Internal Medicine 1829 (62) 880 (30) 185 (6) 64 (2) 15 (<1)
  Neurology 297 (69) 128 (30) 8 (2) - -
  OBGYN 502 (55) 318 (35) 73 (8) 23 (3) 3 (<1)
  Ophthalmology 324 (59) 177 (32) 36 (7) 9 (2) 2 (<1)
  Orthopedic Surgery 288 (50) 219 (38) 52 (9) 19 (3) 2 (<1)
  Psychiatry 300 (41) 301 (42) 85 (12) 36 (5) 2 (<1)
  Overall 5339 (58) 3002 (33) 606 (7) 232 (3) 52 (<1)

Visit-based attribution rule***
  Cardiology 571 (83) 118 (17) - - -
  Emergency Medicine 253 (36) 236 (34) 107 (15) 103 (15) 4 (<1)
  Family/General Practice 742 (71) 266 (26) 23 (2) 11 (1) -
  General Surgery 362 (66) 162 (30) 20 (4) 4 (<1) -
  Internal Medicine 1992 (69) 829 (29) 72 (2) 1 (<1) -
  Neurology 231 (54) 139 (33) 39 (9) 16 (4) -
  OBGYN 430 (48) 355 (40) 92 (10) 20 (2) -
  Ophthalmology 342 (63) 184 (34) 17(3) 2 (<1) -
  Orthopedic Surgery 421 (76) 132 (24) 3 (<1) - -
  Psychiatry 182 (27) 237 (35) 124 (18) 111 (17) 18 (3)
  Overall 5526 (61) 2658 (29) 497 (5) 268 (3) 129 (1)
*

Physician effects were included as random effects rather than fixed effects. The base case attribution rule was used (plurality of costs).

**

The base case attribution rule was used (plurality of costs).

***

Episodes were attributed to physicians based on a plurality of visits rather than a plurality of costs.