| Literature DB >> 30811413 |
Luca Cegolon1,2, Giuseppe Mastrangelo3, Oona M Campbell4, Manuela Giangreco1, Salvatore Alberico1, Lorenzo Montasta1, Luca Ronfani1, Fabio Barbone1.
Abstract
BACKGROUND: Births by cesarean section (CS) usually require longer recovery time, and as a result women remain hospitalized longer following CS than vaginal delivery (VD). A number of strategies have been proposed to reduce avoidable health care costs associated with childbirth. Among these, the containment of length of hospital stay (LoS) has been identified as an important quality indicator of obstetric care and performance efficiency of maternity centres. Since improvement of obstetric care at hospital level needs quantitative evidence, we compared the maternity services of an Italian region on LoS post CS.Entities:
Mesh:
Year: 2019 PMID: 30811413 PMCID: PMC6392330 DOI: 10.1371/journal.pone.0210753
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Flowchart displaying the various criteria applied to the initial database to obtain the final number of hospital records available for the analysis.
Fig 2Conceptual framework explaining the relationship between various determinants and LoS.
Distribution of length of stay (LoS, in days) after cesarean section (CS) by calendar year and hospital: number (N), percentage (%); mean LoS ± standard deviation (SD; Misa = missing values on all births; Misb = missing values considering only CS.
| FACTORS | STRATA | ALL BIRTHS | CESAREAN SECTIONS (N = 26,467) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Number | LoS (days) | ||||||||||
| Mean ± SD | ≤1 | 2 | 3 | 4 | 5 | 6+ | >4 | ||||
| Row % | |||||||||||
| 10,173 | 2,527 (24.8) | 5.0 ± 1.7 | 0.0 | 0.5 | 7.3 | 34.0 | 34.5 | 23.7 | 58.2 | ||
| 10,468 | 2,615 (25.0) | 4.8 ± 1.5 | 0.1 | 0.7 | 9.5 | 38.6 | 27.7 | 23.4 | 51.1 | ||
| 10,652 | 2,700 (25.4) | 4.7 ± 1.5 | 0.1 | 0.7 | 10.7 | 42.8 | 25.9 | 19.7 | 45.6 | ||
| 10,478 | 2,571 (24.5) | 4.8 ± 1.6 | 0.1 | 0.6 | 8.8 | 44.4 | 25.8 | 20.3 | 46.1 | ||
| 10,492 | 2,679 (25.5) | 4.7 ± 1.7 | 0.0 | 0.5 | 10.4 | 44.8 | 25.6 | 18.6 | 44.3 | ||
| 10,406 | 2,547 (24.5) | 4.7 ± 1.6 | 0.1 | 0.4 | 11.5 | 45.3 | 25.5 | 17.2 | 42.7 | ||
| 9,791 | 2,353 (24.0) | 4.7 ± 1.8 | 0.1 | 0.6 | 12.2 | 46.0 | 24.3 | 16.8 | 41.1 | ||
| 9,743 | 2,154 (22.1) | 4.5 ± 1.5 | 0.1 | 0.6 | 13.8 | 47.8 | 23.1 | 14.7 | 37.8 | ||
| 9,289 | 2,225 (24.0) | 4.6 ± 1.8 | 0.1 | 1.0 | 14.0 | 48.5 | 21.5 | 14.9 | 36.4 | ||
| 9,095 | 2,090 (23.0) | 4.5 ± 1.9 | 0.2 | 0.8 | 16.0 | 49.2 | 20.2 | 13.6 | 33.8 | ||
| 8,659 | 2,006 (23.2) | 4.4 ± 1.7 | 0.1 | 0.4 | 20.0 | 51.7 | 14.8 | 13.1 | 27.9 | ||
| 19,059 | 4,430 (23.2) | 5.0 ± 1.8 | 0.1 | 0.9 | 5.2 | 48.0 | 8.3 | 37.5 | 45.9 | ||
| 18,380 | 6,307 (34.3) | 4.6 ± 1.6 | 0.0 | 0.2 | 5.3 | 59.7 | 20.9 | 14.0 | 34.8 | ||
| 8,840 | 1,797 (20.1) | 4.3 ± 1.2 | 0.0 | 0.2 | 4.5 | 81.8 | 7.8 | 5.7 | 13.5 | ||
| 3,330 | 942 (28.3) | 5.5 ± 1.4 | 0.1 | 0.2 | 0.9 | 11.5 | 46.4 | 41.0 | 87.3 | ||
| 6,673 | 1,628 (24.4) | 4.7 ± 1.5 | 0.1 | 0.4 | 4.3 | 63.3 | 7.2 | 24.8 | 31.9 | ||
| 5,723 | 1,469 (25.7) | 4.7 ± 1.1 | 0.0 | 0.6 | 6.9 | 32.7 | 52.7 | 7.2 | 59.9 | ||
| 9,146 | 1,386 (15.2) | 4.8 ± 1.3 | 0.0 | 0.8 | 4.9 | 33.9 | 50.0 | 10.4 | 60.4 | ||
| 11,681 | 1,920 (16.4) | 4.2 ± 1.9 | 0.1 | 1.8 | 31.0 | 31.1 | 28.8 | 7.2 | 36.0 | ||
| 6,047 | 1,303 (21.6) | 5.1 ± 1.3 | 0.1 | 0.1 | 2.5 | 17.7 | 61.5 | 18.0 | 79.6 | ||
| 12,035 | 3,461 (28.8) | 4.3 ± 2.2 | 0.2 | 1.3 | 43.8 | 29.4 | 10.5 | 14.9 | 25.3 | ||
| 8,027 | 1,741 (21.7) | 4.8 ± 1.2 | 0.1 | 0.2 | 6.0 | 25.5 | 56.5 | 11.8 | 68.3 | ||
| 12 | 12 (100.0) | 4.9 ± 4.9 | 33.3 | 8.3 | 8.3 | 8.3 | 0 | 41.7 | 41.7 | ||
Distribution of length of stay (LoS, in days) after cesarean section (CS) by maternal health factors.
Number (N), percentage (%); mean LoS ± standard deviation (SD; Mis a = missing values on all births; Mis b: missing values considering only CS.
| FACTORS | STRATA | ALL | CESAREAN SECTIONS (N = 26,467) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Number | LoS (days) | |||||||||||
| Mean ± SD | ≤1 | 2 | 3 | 4 | 5 | 6+ | >4 | |||||
| Row % | ||||||||||||
| Urgent | 14,106 (53.3) | 4.8 ±1.8 | 0.1 | 0.6 | 11.0 | 42.7 | 25.7 | 19.6 | 45.7 | |||
| Planned | 12,361 (46.7) | 4.5 ± 1.5 | 0.1 | 0.7 | 12.9 | 46.5 | 23.8 | 16.0 | 39.8 | |||
| 15–19 | 1,254 | 193 (15.4) | 4.9 ± 1.7 | 0.0 | 1.1 | 8.4 | 42.4 | 24.6 | 23.6 | 48.2 | ||
| 20–24 | 9,485 | 1,688 (17.8) | 4.8 ± 2.1 | 0.0 | 0.6 | 11.8 | 44.6 | 23.5 | 19.5 | 43.0 | ||
| 25–29 | 23,675 | 4,879 (20.6) | 4.6 ± 1.7 | 0.1 | 0.8 | 12.7 | 44.9 | 24.5 | 17.1 | 41.5 | ||
| 30–34 | 38,381 | 9,033 (23.5) | 4.6 ± 1.5 | 0.1 | 0.8 | 12.5 | 44.2 | 26.0 | 16.5 | 42.5 | ||
| 35–39 | 28,860 | 7,943 (27.5) | 4.7 ± 1.7 | 0.1 | 0.4 | 11.3 | 45.3 | 24.1 | 18.9 | 43.0 | ||
| 40–44 | 7,214 | 2,525 (35.0) | 4.8 ± 1.7 | 0.0 | 0.4 | 11.1 | 43.3 | 24.2 | 20.9 | 45.1 | ||
| 45+ | 345 | 194 (56.2) | 5.3 ± 2.6 | 0.0 | 0.0 | 5.8 | 33.3 | 28.0 | 32.8 | 60.9 | ||
| No | 106,690 | 25,173 23.6) | 4.6 ± 1.6 | 0.1 | 0.6 | 12.1 | 45.3 | 24.9 | 17.0 | 41.9 | ||
| Yes | 2,493 | 1,280 (51.3) | 5.6 ± 2.6 | 0.2 | 0.2 | 8.1 | 27.7 | 23.9 | 39.9 | 63.8 | ||
| No | 104,993 | 25,125 (24.0) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.6 | 24.5 | 18.2 | 42.8 | ||
| Yes | 4,247 | 1,249 (29.4) | 4.6 ± 1.5 | 0.1 | 0.3 | 11.9 | 42.0 | 30.0 | 15.7 | 45.7 | ||
| No | 91,986 | 21,376 (23.2) | 4.7 ± 1.6 | 0.1 | 0.7 | 12.2 | 44.7 | 25.0 | 17.5 | 42.4 | ||
| Yes | 17,254 | 5,088 (29.5) | 4.7 ± 1.6 | 0.1 | 0.4 | 10.7 | 43.7 | 24.2 | 20.9 | 45.1 | ||
| No | 108,892 | 26,369 24.2) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.5 | 24.8 | 18.1 | 42.9 | ||
| Yes | 348 | 95 (27.3) | 4.7 ± 1.4 | 0.0 | 1.1 | 8.6 | 46.2 | 23.7 | 20.4 | 44.1 | ||
| <4 | 20,856 | 5,592 (26.8) | 5.0 ± 1.8 | 0.1 | 0.6 | 8.4 | 37.8 | 27.0 | 26.2 | 53.1 | ||
| 4–7 | 65,800 | 15,145 (23.0) | 4.6 ± 1.7 | 0.1 | 0.6 | 13.3 | 46.6 | 25.3 | 14.1 | 39.4 | ||
| 8+ | 22,589 | 5,730 25.4) | 4.7 ± 1.6 | 0.1 | 0.6 | 11.6 | 45.6 | 21.3 | 20.9 | 42.1 | ||
| <4 | 19,003 | 3,305 (17.4) | 4.7 ± 1.8 | 0.1 | 1.0 | 15.1 | 42.9 | 22.8 | 18.2 | 41.0 | ||
| 4–5 | 52,873 | 11,686 (22.1) | 4.6 ± 1.6 | 0.1 | 0.6 | 13.5 | 45.7 | 25.2 | 14.9 | 40.1 | ||
| 6+ | 37,363 | 11,474 30.7) | 4.8 ± 1.7 | 0.1 | 0.5 | 9.3 | 43.8 | 24.9 | 21.4 | 46.3 | ||
| No | 89,536 | 23,111 (25.8) | 4.7 ± 1.7 | 0.1 | 0.6 | 12.2 | 43.6 | 24.9 | 18.6 | 43.5 | ||
| Yes | 19,526 | 3,229 16.5) | 4.6 ± 1.5 | 0.1 | 0.7 | 9.1 | 50.7 | 24.7 | 14.8 | 39.5 | ||
| No | 81,859 | 25,782 (0.8) | 4.4 ± 1.6 | 0.2 | 6.8 | 20.6 | 32.7 | 22.7 | 17.1 | 39.8 | ||
| Yes | 27,319 | 670 (94.4) | 4.7 ± 1.7 | 0.1 | 0.5 | 11.7 | 44.8 | 24.9 | 18.2 | 43.0 | ||
| Liveborn | 108,944 | 26,377 24.2) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.5 | 24.9 | 18.1 | 42.9 | ||
| Stillborn | 302 | 90 (29.8) | 5.4 ± 3.5 | 0.0 | 5.6 | 24.4 | 27.8 | 11.1 | 31.1 | 42.2 | ||
| <3 days | 103,769 | 23,583 (22.7) | 4.6 ± 1.5 | 0.1 | 0.6 | 11.9 | 45.8 | 25.2 | 16.3 | 41.5 | ||
| 3–5 days | 3,142 | 1,489 (47.4) | 5.1 ± 2.2 | 0.1 | 0.5 | 11.8 | 38.0 | 21.2 | 28.3 | 49.6 | ||
| 6+ days | 1,741 | 1,211 (69.6) | 5.7 ± 2.9 | 0.1 | 0.5 | 11.2 | 26.7 | 20.8 | 40.8 | 61.6 | ||
| Spontaneous | 75,118 | 2.9 ± 1.1 | ||||||||||
| Instrumental | 7,248 | 3.3 ± 1.3 | ||||||||||
| Cesarean | 21,284 | 21,284 (20.5) | 4.7 ± 1.7 | 0.1 | 0.7 | 12.3 | 45.3 | 24.0 | 17.7 | 41.7 | ||
| Spontaneous | 368 | 3.0 ± 1.4 | ||||||||||
| Instrumental | 27 | 3.8 ± 1.6 | ||||||||||
| Cesarean | 4,893 | 4,983 (92.5) | 4.7 ± 1.6 | 0.1 | 0.4 | 10.2 | 42.0 | 28.3 | 19.1 | 47.4 | ||
| Spontaneous | 0 | |||||||||||
| Instrumental | 0 | |||||||||||
| Cesarean | 126 | 126 (100.0) | 5.3 ± 2.4 | 0.0 | 0.8 | 10.4 | 29.6 | 26.4 | 32.8 | 59.2 | ||
@: column percentages.
Distribution of length of stay (LoS, in days) after cesarean section (CS) by clinical factors of the newborn.
Number (N), percentage (%); mean LoS ± standard deviation (SD); SGA = Small for gestationl age; AGA = appropriate for gestational age; LGA = large for gestational age. Mis a = missing values on all births; Mis b = Missing values considering only CS.
| FACTORS | STRATA | ALL | CESAREAN SECTIONS (N = 26,467) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Number | LoS (days) | |||||||||||
| Mean ± SD | ≤1 | 2 | 3 | 4 | 5 | 6+ | >4 | |||||
| Row % | ||||||||||||
| <29 | 563 | 369 (65.5) | 5.7 ± 3.1 | 0.0 | 1.1 | 13.4 | 34.5 | 13.4 | 37.5 | 51.0 | ||
| 29–32 | 1,130 | 855 (75.7) | 5.2 ± 2.4 | 0.7 | 0.7 | 9.9 | 38.3 | 17.3 | 33.1 | 50.4 | ||
| 33–36 | 6,217 | 3,219 (51.8) | 5.5 ± 2.3 | 0.2 | 0.5 | 8.4 | 26.2 | 22.7 | 42.1 | 64.8 | ||
| 37–40 | 82,637 | 18,535 (22.4) | 4.5 ± 1.4 | 0.1 | 0.6 | 12.3 | 47.5 | 25.6 | 14.0 | 39.6 | ||
| 41+ | 18,699 | 3,489 (18.7) | 4.5 ± 1.5 | 0.1 | 0.8 | 13.5 | 47.8 | 25.7 | 12.2 | 37.9 | ||
| <1000 | 525 | 328 (62.5) | 5.4 ± 2.6 | 0.3 | 0.6 | 10.8 | 34.5 | 16.7 | 37.0 | 53.7 | ||
| 1,000–1,499 | 668 | 548 (82.0) | ||||||||||
| 1,500–1,999 | 1,330 | 1,018 (76.5) | ||||||||||
| 2,000–2,499 | 4,524 | 2,275 (50.3) | 5.5 ± 2.2 | 0.2 | 0.6 | 6.6 | 24.6 | 26.3 | 41.6 | 67.9 | ||
| 2,500–3,999 | 95,954 | 20,627 (21.7) | 4.5 ± 1.5 | 0.1 | 0.6 | 12.6 | 47.1 | 25.4 | 14.3 | 39.6 | ||
| 4,000–4,499 | 6,576 | 1,461 (22.2) | 4.5 ± 1.5 | 0 | 0.4 | 11.9 | 50.3 | 24.7 | 12.7 | 37.4 | ||
| 4,500+ | 664 | 208 (31.3) | ||||||||||
| <500 | 22,862 | 5,473 (23.9) | 5.0 ± 2.0 | 0.2 | 0.6 | 9.8 | 38.7 | 23.9 | 26.9 | 50.7 | ||
| 500–599 | 35,744 | 6,819 (19.1) | 4.6 ± 1.4 | 0.0 | 0.8 | 12.3 | 45.4 | 25.6 | 15.9 | 41.5 | ||
| 600–999 | 49,048 | 12,986 (26.5) | 4.5 ± 1.6 | 0.1 | 0.6 | 13.1 | 47.7 | 24.6 | 14.1 | 38.6 | ||
| 1,000–1,500 | 1,420 | 1,106 (77.9) | 5.3 ± 2.1 | 0.0 | 0.5 | 5.7 | 30.7 | 27.3 | 35.8 | 63.1 | ||
| SGA | 9,122 | 2,929 (32.1) | 5.0 ± 1.8 | 0.1 | 0.7 | 9.6 | 36.2 | 26.5 | 26.9 | 53.4 | ||
| AGA | 88,138 | 20,479 (23.2) | 4.6 ± 1.7 | 0.1 | 0.6 | 12.3 | 45.2 | 24.5 | 17.2 | 41.8 | ||
| LGA | 11,986 | 3,059 (25.5) | 4.6 ± 1.6 | 0.0 | 0.4 | 11.3 | 47.5 | 25.0 | 15.7 | 40.7 | ||
| <7 | 6,807 | 2,988 (43.9) | 5.2 ± 2.5 | 0.2 | 0.8 | 9.9 | 37.3 | 22.5 | 29.3 | 51.8 | ||
| 7+ | 102,439 | 23,479 (22.9) | 4.6 ± 1.5 | 0.1 | 0.6 | 12.2 | 45.4 | 25.1 | 16.7 | 41.8 | ||
| <8 | 2,386 | 1,160 (48.6) | 5.3 ± 2.6 | 0.6 | 1.2 | 11.0 | 36.4 | 18.7 | 32.2 | 50.8 | ||
| 8+ | 106.860 | 25,307 (23.7) | 4.7 ± 1.6 | 0.1 | 0.6 | 11.9 | 44.9 | 25.1 | 17.5 | 42.6 | ||
| No | 103,900 | 23,250 (22.4) | 4.6 ± 1.5 | 0.1 | 0.6 | 12.2 | 45.8 | 26.1 | 15.2 | 41.3 | ||
| Yes | 5,125 | 3,181 (62.1) | 5.4 ± 2.5 | 0.3 | 0.5 | 9.4 | 35.0 | 15.1 | 39.6 | 54.7 | ||
| No | 106,774 | 25,053 (23.5) | 4.6 ± 1.6 | 0.1 | 0.6 | 12.0 | 45.0 | 25.2 | 17.2 | 42.4 | ||
| Yes | 2,418 | 1,402 (58.0) | 5.4 ± 2.7 | 0.4 | 0.6 | 10.5 | 35.6 | 18.0 | 35.0 | 53.0 | ||
| Singleton | Female | 51,806 | 24,179 (22.7) | 4.6 ± 1.6 | 0.1 | 0.7 | 12.6 | 46.1 | 24.7 | 15.9 | 40.6 | |
| Male | 54,797 | |||||||||||
| Twins or more | 1,745 | 1,523 (87.3) | 5.5 ± 1.9 | 0.1 | 0.4 | 4.9 | 27.6 | 26.1 | 40.9 | 67.1 | ||
Distribution of length of stay (LoS, in days) after cesarean section (CS) by socio demographic and obstetric history factors.
Number (N), percentage (%); mean LoS ± standard deviation (SD); Mis a: missing values on all births; Mis b: missing values considering only CS. Self-e = self-employed.
| FACTORS | STRATA | ALL | CESAREAN SECTIONS (N = 26,467) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Number | LoS (days) | |||||||||||
| Mean ± SD | ≤1 | 2 | 3 | 4 | 5 | 6+ | >4 | |||||
| Row % | ||||||||||||
| 15–19 | 199 | 20 (10.1) | 5.1 ± 1.8 | 0.0 | 0.0 | 10.0 | 35.0 | 35.0 | 20.0 | 55.0 | ||
| 20–24 | 2,798 | 480 (17.2) | 4.7 ± 1.7 | 0.0 | 0.2 | 14.3 | 42.2 | 24.8 | 18.5 | 43.3 | ||
| 25–29 | 12,982 | 2,696 (20.8) | 4.7 ± 1.8 | 0.1 | 0.7 | 12.1 | 45.5 | 23.9 | 17.7 | 41.6 | ||
| 30–34 | 31,601 | 7,168 (22.7 | 4.6 ± 1.6 | 0.1 | 0.9 | 13.0 | 44.6 | 25.2 | 16.2 | 41.4 | ||
| 35–39 | 34,560 | 8,478 (24.5) | 4.7 ± 1.6 | 0.1 | 0.5 | 11.9 | 44.5 | 25.1 | 17.9 | 43.0 | ||
| 40–44 | 17,866 | 4,898 (27.4) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.2 | 44.3 | 24.6 | 19.3 | 43.9 | ||
| 45–49 | 5,353 | 1,632 (30.5) | 4.7 ± 1.5 | 0.0 | 0.5 | 11.3 | 44.6 | 23.7 | 20.0 | 43.7 | ||
| 50–54 | 1,361 | 420 (30.9) | 4.9 ± 1.9 | 0.0 | 8.0 | 8.0 | 43.0 | 26.5 | 21.6 | 48.1 | ||
| 55+ | 577 | 180 (31.2) | 4.8 ± 1.6 | 0.0 | 1.1 | 7.8 | 45.6 | 25.6 | 20.0 | 45.6 | ||
| EU | Italian | 86,083 | 20,662 (24.0) | 4.6 ±1.6 | 0.1 | 0.6 | 12.0 | 44.7 | 25.2 | 17.4 | 42.6 | |
| Non-Italian | 5,983 | 1,242 (20.8) | 4.4 ±1.3 | 0.2 | 0.9 | 14.2 | 49.0 | 23.4 | 12.4 | 35.8 | ||
| Non-EU | 17,064 | 4,527 (26.5) | 4.9 ± 2.1 | 0.1 | 0.5 | 10.8 | 42.4 | 23.2 | 23.0 | 46.2 | ||
| Not married | 12,036 | 2,872 (23.9) | 4.8 ± 1.8 | 0.1 | 0.7 | 8.7 | 44.0 | 24.7 | 21.8 | 46.5 | ||
| Married | 70,340 | 17,136 (24.4) | 4.7 ± 1.7 | 0.1 | 0.6 | 12.6 | 43.5 | 24.7 | 18.5 | 43.2 | ||
| Separated | 1,136 | 606 (32.1) | 4.7 ± 2.1 | 0.2 | 0.3 | 13.0 | 43.2 | 23.1 | 20.1 | 43.2 | ||
| Widow | 82 | |||||||||||
| Divorced | 669 | |||||||||||
| Living together | 16,846 | 3,785 (22.5) | 4.6 ± 1.6 | 0.0 | 0.8 | 13.7 | 45.4 | 24.2 | 16.0 | 40.2 | ||
| University or more | 29,150 | 6,935 (23.8) | 4.7 ± 1.6 | 0.1 | 0.7 | 11.5 | 45.9 | 23.0 | 18.9 | 41.9 | ||
| Secondary | 52,988 | 12,617 (23.8) | 4.6 ± 1.6 | 0.1 | 0.6 | 12.4 | 44.3 | 25.6 | 17.1 | 42.7 | ||
| Junior Secondary | 25,107 | 6,347 (25.3) | 4.7 ± 1.9 | 0.1 | 0.6 | 11.8 | 43.4 | 25.3 | 18.7 | 44.0 | ||
| Primary/none | 1,977 | 559 (28.3) | 5.0 ± 2.0 | 0.0 | 0.9 | 7.8 | 43.2 | 22.9 | 25.2 | 48.1 | ||
| University or more | 18,542 | 4,527 (24.4) | 4.6 ± 1.6 | 0.1 | 0.8 | 12.1 | 46.3 | 21.5 | 19.2 | 40.7 | ||
| Secondary | 51,356 | 12,156 (23.7) | 4.6 ± 1.6 | 0.1 | 0.5 | 13.1 | 44.9 | 23.9 | 17.5 | 41.4 | ||
| Junior Secondary | 30,767 | 7,510 (24.4) | 4.7 ± 1.8 | 0.1 | 0.7 | 11.2 | 45.3 | 23.6 | 19.1 | 42.8 | ||
| Primary/none | 1,809 | 476 (26.3) | 4.9 ± 2.0 | 0.0 | 1.3 | 11.0 | 44.6 | 20.2 | 22.9 | 43.1 | ||
| Self-e/Enterpreneur | 9,037 | 2,255 (25.0) | 4.6 ± 1.4 | 0.0 | 0.9 | 11.7 | 46.4 | 24.3 | 16.7 | 41.0 | ||
| Manager | 2,145 | 579 (27.0) | 4.6 ± 1.4 | 0.0 | 1.2 | 12.0 | 47.1 | 23.9 | 15.8 | 39.7 | ||
| Employed-Clerk | 31,002 | 7,213 (23.3) | 4.7 ± 1.6 | 0.1 | 0.6 | 11.0 | 44.5 | 25.0 | 18.9 | 43.8 | ||
| Blue Collar | 12,836 | 3,206 (25.0) | 4.6 ± 1.5 | 0.0 | 0.4 | 12.8 | 43.6 | 28.5 | 14.6 | 43.1 | ||
| Other (employed) | 19,634 | 4,639 (23.6) | 4.7 ± 1.6 | 0.1 | 0.7 | 12. | 43.9 | 24.6 | 18.4 | 42.9 | ||
| Self-e/Enterpreneur | 22,100 | 5,171 (23.4) | 4.6 ± 1.6 | 0.1 | 0.7 | 12.3 | 46.4 | 23.6 | 17.0 | 40.6 | ||
| Manager | 3,338 | 965 (28.9) | 4.6 ± 1.4 | 0.0 | 1.2 | 11.4 | 50.1 | 21.2 | 16.3 | 37.4 | ||
| Employed-Clerk | 22,537 | 5,245 (23.3) | 4.7 ± 1.6 | 0.1 | 0.6 | 11.7 | 46.0 | 22.5 | 19.1 | 41.7 | ||
| Blue Collar | 32,812 | 7.988 (24.4) | 4.7 ± 1.8 | 0.1 | 0.5 | 12.5 | 43.9 | 24.6 | 18.4 | 43.0 | ||
| Other (employed) | 17,592 | 4,163 (23.7) | 4.7 ± 1.7 | 0.2 | 0.7 | 13.6 | 43.9 | 22.0 | 19.6 | 41.6 | ||
| No | 109,099 | 26,439 (24.2) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.5 | 24.8 | 18.1 | 42.9 | ||
| Yes | 147 | 28 (19.1) | 4.6 ± 1.3 | 0.0 | 3.6 | 14.3 | 25.0 | 42.9 | 14.3 | 57.1 | ||
| 0 | 58,217 | 14,523 (25.0) | 4.8 ± 1.8 | 0.1 | 0.4 | 8.8 | 42.0 | 27.6 | 21.1 | 48.7 | ||
| 1 | 39,805 | 9.265 (23.3) | 4.5 ± 1.5 | 0.1 | 0.8 | 15.7 | 47.8 | 21.7 | 13.9 | 35.5 | ||
| 2 | 8,644 | 2,137 (24.7) | 4.5 ± 1.6 | 0.1 | 0.9 | 15.8 | 46.2 | 21.2 | 15.9 | 37.2 | ||
| 3 | 1,820 | 411 (22.6) | 4.7 ± 2.2 | 0.0 | 1.2 | 15.9 | 45.6 | 18.3 | 19.0 | 37.3 | ||
| 4+ | 755 | 131 (17.4) | 4.8 ± 2.3 | 0.0 | 2.3 | 12.3 | 47.7 | 16.9 | 20.8 | 37.7 | ||
| 0 | 108,502 | 26,137 (24.1) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.4 | 24.9 | 18.1 | 42.9 | ||
| 1+ | 744 | 330 (44.4) | 4.7 ± 1.6 | 0.6 | 0.3 | 8.8 | 48.5 | 21.0 | 20.7 | 41.8 | ||
| 0 | 100,003 | 19,565 (19.6) | 4.8 ± 1.7 | 0.1 | 0.6 | 9.9 | 42.0 | 26.7 | 20.7 | 47.4 | ||
| 1 | 8,097 | 5,794 (71.6) | 4.3 ± 1.4 | 0.0 | 0.6 | 17.5 | 51.6 | 19.8 | 10.5 | 30.3 | ||
| 2+ | 1,146 | 1,108 (96/7) | 4.4 ± 1.4 | 0.1 | 1.4 | 17.6 | 50.4 | 17.9 | 12.8 | 30.6 | ||
| 0 | 105,774 | 25,365 (24.0) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.6 | 24.8 | 18.1 | 42.9 | ||
| 1 | 2,041 | 717 (35.1) | 4.7 ± 2.0 | 0.1 | 0.4 | 14.2 | 46.4 | 19.8 | 19.0 | 38.8 | ||
| 2+ | 287 | 127 (44.3) | 4.7 ± 1.9 | 0.0 | 0.8 | 18.4 | 43.2 | 16.8 | 20.8 | 37.6 | ||
| 0 | 92,694 | 22,203 (24.5) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.5 | 45.2 | 24.9 | 17.8 | 42.7 | ||
| 1 | 12,555 | 3,079 (6.0) | 4.7 ± 1.6 | 0.1 | 0.7 | 15.0 | 40.1 | 23.9 | 20.3 | 44.2 | ||
| 2 | 2,897 | 804 (27.8) | 4.7 ± 1.6 | 0.1 | 0.6 | 12.3 | 41.5 | 27.2 | 18.3 | 45.5 | ||
| 3+ | 1,099 | 381 (34.7) | 4.7 ± 1.8 | 0.0 | 0.8 | 12.3 | 46.1 | 22.1 | 18.7 | 40.8 | ||
| 0 | 108,923 | 26,330 (24.2) | 4.7 ± 1.7 | 0.1 | 0.6 | 11.9 | 44.5 | 24.8 | 18.1 | 42.9 | ||
| 1+ | 323 | 137 (42.4) | 4.9 ± 1.8 | 0.0 | 0.7 | 9.6 | 45.6 | 21.3 | 22.8 | 44.1 | ||
Multivariable logistic and linear regression model on length of stay (LoS, in days) following cesarean section (CS).
24,729 (complete case) observations. Adjusted regression coefficients (aRC) and adjusted odds ratios (aOR), with 95% confidence interval (95%CI); population attributable risk (PAR-1* and PAR-2**) with 95%CI.
| FACTORS | Mean LoS | LoS >4 days vs. ≤ 4 days | |||
|---|---|---|---|---|---|
| aRC (95%CI) | aOR (95%CI) | PAR-1 (95% CI) | PAR-2 (95% CI) | ||
| A | 0.19 (0.17; 0.21) | 2.85 (2.54; 3.20) | +27.8% (+25.8%; +29.7%) | +21.7% (+18.7%; +24.7%) | |
| B | 0.08 (0.06; 0.10) | 1.64 (1.47; 1.83) | +16.8% (+15.2%; +18.5%) | +12.3% (+10.2%; +14.3%) | |
| C | -0.07 (-0.10; -0.05) | 0.55 (0.47; 0.66) | +1.0% (-1.4%; +2.7%) | +0.6% (-0.7%; +1.9%) | |
| D | 0.64 (0.61; 0.67) | 32.04 (25.62; 40.06) | +72.1% (+69.5%; +74.5%) | +72.3% (+68.5%; +75.7%) | |
| E | 0.12 (0.09; 0.14) | 1.99 (1.71; 2.32) | +20.5% (+17.8%; +23.2%) | +15.3% (+12.4%; +18.2%) | |
| F | 0.38 (0.35; 0.40) | 6.60 (5.70; 7.63) | +45.8% (+43.1%; +48.4%) | +39.9% (+35.5%; +44.1%) | |
| G | 0.40 (0.37; 0.43) | 7.48 (6.44; 8.68) | +48.4% (+45.7%; +51.1%) | +42.8% (+38.4; +47.0%) | |
| H | 0.14 (0.11; 0.16) | 2.21 (1.93; 2.54) | +22.6% (+20.2%; +25.0%) | +17.1% (+14.2%; +8.8%) | |
| I | 0.59 (0.56; 0.62) | 20.83 (17.54; 24.75) | +66.7% (+64.2%; +69.0%) | +64.9% (+61.2%; +68.3%) | |
| J | |||||
| K | 0.49 (0.47; 0.52) | 11.81 (10.23; 13.63) | +57.4% (+55.0%; +59.7%) | +53.2% (+49.1%;+ 57.1%) | |
| L | 0.12 (-0.14; 0.37) | 1.97 (0.51; 7.65) | NA | NA | |
| -0.021 (-0.022; -0.019) | 0.89 (0.88; 0.90) | ||||
| Urgent | reference | reference | |||
| Planned | -0.02 (-0.04; -0.01) | 0.88 (0.82; 0.94) | |||
#,$ Multiple linear and logistic regression models, both adjusted for the following domain factors (displayed in Tables 1–4):
- Health care setting and timeframe (hospital; calendar year)
- Maternal health factors (type of cesarean section; maternal age; hypertension/diabetes; amniocentesis; number of obstetric checks; number. of US scans performed; induction mode; labour analgesia; neonatal status; presentation; pre-delivery LoS)
- Child’s fragility factors (Apgar score at 5 minutes; ICU admission; multiple birth)
- Child’s size factors (gestational age; birthweight; placenta weight)
- Obstetric history factors (parity; history of cesarean sections, pre-term history)
- Socio-demographic factors (paternal age; mother’s nationality; mother’s education)
* Population Attributable Risk 1 (PAR-1): Proportional variation of LoS < ED after childbirth in the ideal scenario each hospital would be performing as the reference (hospital J) during calendar year 2015.
** Population Attributable Risk 2 (PAR-2): Proportional variation of LoS < ED after childbirth in the ideal scenario each hospital would be performing as hospital J during calendar year 2015. Estimates of PAR-2 calculated only for low risk pregnancies, defined as conditions of the mother and/or the newborn simultaneously meeting all the following criteria: mother’s age<35; no women affected by hypertension/diabetes; gestational age: 37–40 weeks; singleton birth; pre delivery LoS ≤ 2 days; no labour induction; no administration of labour analgesia; no resuscitation performed; child not admitted to ICU; Apgar score at 1 minute ≥7; Apgar score at 5 minutes ≥8; birthweight: 2,500–3,999gr.
Fig 3Scatter plot displaying the adjusted odds ratios (OR) with 95% confidence intervals (95%CI) of LoS surpassing the ED (4 days) for caesarean sections, by facility centre and calendar year.