Table 2

Patient and practice characteristics for cross-sectional analysis of associations with long-term and stronger opioid prescribing

Four or more opioids prescriptions within year (long term)Strength of opioid prescribed at any point within year
No (%)Yes (%)Weaker only (%)Stronger (%)
Number of patients62 33937 50893 2426 605
Patient demography
Female 18–49 yreas19 455 (31.2)5636 (15.0)24 113 (25.9)978 (14.8)
Female 50–64 years8470 (13.6)6802 (18.1)14 239 (15.3)1033 (15.6)
Female 65–100 years9189 (14.7)11 225 (29.9)18 188 (19.5)2226 (33.7)
Male 18–49 years12 373 (19.8)3549 (9.5)15 104 (16.2)818 (12.4)
Male 50–64 years6561 (10.5)4627 (12.3)10 514 (11.3)674 (10.2)
Male 65–100 years6288 (10.1)5669 (15.1)11 081 (11.9)876 (13.3)
Missing gender3 (0)3 (0)
Ethnicity
 British31 877 (51.1)23 273 (62.0)51 021 (54.7)4129 (62.5)
 Pakistani8525 (13.7)2939 (7.8)11 226 (12.0)238 (3.6)
 Other7718 (12.4)3084 (8.2)10 329 (11.1)473 (7.2)
 Unknown14 219 (22.8)8212 (21.9)20 666 (22.2)1765 (26.7)
Patient morbidity, behaviour and healthcare use
Mental health problem1626 (2.6)1156 (3.1)2546 (2.7)236 (3.6)
Definitively diagnosed disease7359 (11.8)6170 (16.4)12 346 (13.2)1183 (17.9)
Clinical presentation without a definite diagnosis23 112 (37.1)12 714 (33.9)33 471 (35.9)2355 (35.6)
Pain-associated syndrome310 (0.5)205 (0.5)466 (0.5)49 (0.7)
Alcohol problem672 (1.1)475 (1.3)1055 (1.1)92 (1.4)
Smoking13 474 (21.6)7173 (19.1)19 422 (20.8)1225 (18.5)
Body mass index
 Overweight or obese6573 (10.5)3972 (10.6)9972 (10.7)573 (8.7)
 Normal weight3232 (5.2)1510 (4.0)4484 (4.8)268 (4.0)
 Underweight251 (0.4)149 (0.4)357 (0.4)43 (0.6)
 Unknown52 273 (83.8)31 877 (85.0)78 429 (84.1)5721 (86.6)
Number of repeat prescriptions
 015 066 (30.2)4375 (11.9)18 999 (23.6)442 (7.3)
 1–422 567 (45.2)14 450 (39.4)35 023 (43.5)1994 (32.8)
 5–98152 (16.3)9759 (26.6)16 280 (20.2)1631 (26.9)
 10–564150 (8.3)8054 (22.0)10 201 (12.7)2003 (33.0)
 Unknown12 404 (19.9)870 (2.3)12 739 (13.7)535 (8.1)
Number of consultations
 0–621 530 (35.2)8350 (22.8)29 035 (31.7)845 (14.0)
 7–1219 810 (32.4)10 647 (29.0)29 174 (31.8)1283 (21.2)
 13–36619 689 (32.3)17 677 (48.2)33 451 (36.5)3915 (64.8)
 Unknown1310 (2.1)834 (2.2)1582 (1.7)562 (8.5)
Number of missed appointments
 039 295 (63.0)22 556 (60.1)58 532 (62.7)3319 (50.2)
 1–217 197 (27.6)10 756 (28.7)26 061 (28.0)1892 (28.6)
 3–294537 (7.3)3362 (9.0)7067 (7.6)832 (12.6)
 Unknown1310 (2.1)834 (2.2)1582 (1.7)562 (8.5)
Referrals
 Diagnostic testing6207 (10.0)4368 (11.6)9794 (10.5)781 (11.8)
 Medical specialty5446 (8.7)4317 (11.5)8856 (9.5)907 (13.7)
 Musculoskeletal specialty9370 (15.0)6926 (18.5)15 009 (16.1)1287 (19.5)
 Neurology1126 (1.8)1046 (2.8)1890 (2.0)282 (4.3)
 Specialist pain management460 (0.7)1135 (3.0)1070 (1.1)525 (7.9)
 Surgical specialty3824 (6.1)2598 (6.9)5877 (6.3)545 (8.2)
Practice characteristics
List size
 1500–699922 869 (36.7)12 461 (33.2)33 133 (35.5)2197 (33.3)
 7000–10 99920 127 (32.3)12 884 (34.4)30 855 (33.1)2156 (32.6)
 11 000–25 11219 343 (31.0)12 163 (32.4)29 254 (31.4)2252 (34.1)
Practice Index of Multiple Deprivation
 7–26.721 518 (34.5)13 248 (35.3)32 251 (34.6)2515 (38.1)
 26.7–39.520 029 (32.1)12 506 (33.3)30 129 (32.3)2406 (36.4)
 39.5–57.520 792 (33.4)11 754 (31.3)30 862 (33.1)1684 (25.5)
Number of GPs
 0–425 852 (41.5)14 305 (38.1)37 645 (40.4)2512 (38.0)
 5–918 129 (29.1)11 607 (30.9)27 757 (29.8)1979 (30.0)
 9–2018 358 (29.4)11 596 (30.9)27 840 (29.8)2114 (32.0)
Proportion of salaried GPs
 0–16.7%20 779 (33.3)12 422 (33.1)30 807 (33.0)2394 (36.2)
 16.7–40%23 030 (36.9)14 097 (37.6)34 759 (37.3)2368 (35.8)
 40% and over18 172 (29.2)10 878 (29.0)27 222 (29.2)1828 (27.7)
 Unknown358 (0.6)111 (0.3)454 (0.5)15 (0.2)
Patients per GP
 707–127821 638 (34.7)13 670 (36.4)33 052 (35.4)2256 (34.2)
 1279–155819 744 (31.7)12 603 (33.6)29 847 (32.0)2500 (37.8)
 1559–444720 599 (33.0)11 124 (29.6)29 889 (32.0)1834 (27.8)
 Unknown358 (0.6)111 (0.3)454 (0.5)15 (0.2)
Proportion of ‘first five’ GPs
 034 016 (54.6)20 291 (54.1)50 462 (54.1)3845 (58.2)
 10–27.3%10 762 (17.3)6705 (17.9)16 407 (17.6)1060 (16.0)
 27.3–66.7%17 203 (27.6)10 401 (27.7)25 919 (27.8)1685 (25.5)
 Unknown358 (0.6)111 (0.3)454 (0.5)15 (0.2)
 Teaching status26 323 (42.2)16 118 (43.0)39 319 (42.2)3122 (47.3)
Total QOF clinical domain points
 243–64721 583 (34.6)12 859 (34.3)32 281 (34.6)2161 (32.7)
 648–65721 630 (34.7)13 052 (34.8)32 330 (34.7)2352 (35.6)
 658–66119 126 (30.7)11 597 (30.9)28 631 (30.7)2092 (31.7)
  • GP, general practitioner; QOF, Quality and Outcomes Framework.