Family Nurse Partnership evaluation: methods and process
This paper presents the methods of using routinely collected health, education and social care data to evaluate the Family Nurse Partnership (FNP) in Scotland using a natural experiment methodology.
5. Results
5.1. Application process
Applications were made to PBPP and EAS and approved on 21st Dec 2016 and 28th October 2016 respectively. The EAS application was submitted, considered and approved within 1 month. The PBPP application was submitted 30th September 2016, considered at Tier 1 on 2nd November 2016 (comments responded to on 16th November 2016); Tier 2 approval granted 21st December 2017 (~2.5 months). Two additional amendments were then submitted. The first on 21st April 2017, following the addition of data fields and sources, with approval given 12th June 2017. The second amendment on 1st March 2018, extended the project duration and added data fields and sources, with final approval on 1st May 2018.
5.2. Population
5.2.1. FNP Clients
Identifiers for FNP Clients from the ten HB areas were sent from FNP SIS and pilot data were extracted separately from Lothian systems. FNP Clients who had transferred from one FNP area to another were kept in their originally assigned site. Where an FNP Client had enrolled into FNP more than once, the first episode was discarded and the more recent one included. These accounted for very small numbers.
Figure 3 shows the flow chart of the FNP Clients. A total of 3,277 FNP Clients were received by eDRIS from FNP SIS. Of these, six Clients were excluded (0.2%) and 3271 (99.8%) were eligible to be linked with the SMR02 maternity record. A total of 48 women could not be linked to the SMR02; 23 were missing an SMR02 record indicating that the CHI number was not present in the SMR02 dataset (possibly due to inaccuracies in CHI number) and 25 without a delivery record. 3,223 cases with a delivery record (live or stillbirth) remained and were imported alongside their maternal characteristics data into the eDRIS portal to be considered for inclusion in the evaluation.
Further data cleaning found an additional 18 women who were not eligible for FNP based on the fields in either the FNP SIS or the SMR02 dataset. 11 women were recorded as greater than 19 years of age at enrolment into FNP (from FNP SIS). Seven women were found to be outside the gestation criteria of 28+6 weeks. 3,205 FNP Clients (97.8% of the initial cohort) remained for analysis. Comparison of age at LMP between the two data sources for FNP Clients showed some small discrepancies with a median age of 18.4 years (SMR02) vs 18.1 years (FNP SIS) but a high correlation between the two (r = 0.862, p<0.001) (Table 9). Age at booking/enrolment was also very similar. Gestation at enrolment in to FNP was on average nearly seven weeks after the gestation at booking with the FNP Clients and this is to be expected.
All eligibility criteria based on SMR02 fields had no or very low missing data, demonstrating that the SMR02 fields are robust enough to identify Controls.
Table 9: Comparison of SMR02 vs FNP SIS datasets for FNP Clients
Data source | ||
---|---|---|
SMR02 N=3,205 |
FNP SIS N=3,205 |
|
Age at LMP (years) | ||
Mean (sd) | 18.30 (1.41) | 17.91 (1.28) |
Median (25th to 75th centiles) | 18.4 (17.3 to 19.3) | 18.1 (17.0 to 19.0) |
Gestation (weeks) | at booking N=3,200 |
at enrolment into FNP N=3,205 |
Mean (sd) | 10.82 (6.37) | 17.84 (4.24) |
Median (25th to 75th centiles) | 10.0 (8.0 to 12.0) | 16.7 (15.0 to 20.1) |
Age (years) | at booking N= 3,205 |
at enrolment into FNP N=3,205 |
Mean (sd) | 18.14 (1.22) | 18.23 (1.29) |
Median (25th to 75th centiles) | 18.3 (17.2 to 19.2) | 18.4 (17.3 to 19.2) |
5.2.2. Controls (eDRIS)
eDRIS identified a total of 31,906 potential women whose age at delivery was ≤20 years from the period 1st January 2008 to 31st March 2016 based on SMR02 fields (Figure 3). From this figure 3,515 women were identified as being FNP Clients, 19 without a unique patient identifier, and the remainder of reasons were due to being outside the eligibility inclusion criteria.
After deleting Controls found to be in the recruiting period (2,214) and those with a booking date more than one year pre or post the recruiting periods (n=13,175), 5,227 Controls remained. A further 211 were identified with a gestation at enrolment >28+6 week, leaving 5016 controls for the evaluation.
Figure 3: Flow of eligible FNP Clients and potential Controls
5.2.2.1 Maternal characteristics
Table 10 describes the maternal characteristics of the FNP Clients and the Controls identified from the 1-year pre and post recruitment periods and within intervals where recruiting stopped and also the standardised differences between FNP Clients and the Controls. Of the data requested, the education and social care data were not available. Imbalance between the FNP Clients and Control group can be observed in some maternal characteristics such as ethnicity, dispensing of medication for asthma and depression, age and gestation at booking. FNP Clients were on average younger (recorded at booking) and had a lower gestation at booking when compared to the Control population. However, age at last menstrual period was comparable (18.30 vs 18.22 years respectively). FNP also appear to recruit a higher proportion of white women (87.6% vs 78.7% respectively), with a higher proportion of drug misuse, and dispensing for asthma and depression.
Table 10: Maternal characteristics All results are n(%) unless otherwise stated
1. Women with no medication flag were not linked to medications data and thus are assumed not to have any medication
5.2.2.2 Missing data
Table 11 shows the completeness of the variables used to describe the maternal characteristics. The dataset provided had a higher degree of missing data than anticipated in 11 important maternal characteristics (possibly associated with outcomes in the evaluation e.g. smoking, drug use, BMI, alcohol use, ethnicity etc.) thus rendering the propensity score matching method as unusable.
Table 11: Completeness of maternal characteristic variables
Variable | N | Categorised as ‘Not known’ | Missing (%) |
---|---|---|---|
Exposure (FNP/Control) | 11,638 | 0 | 0 |
Health Board of residence | 11,638 | 0 | 0 |
SIMD quintiles (least to most deprived) | 11,631 | 0 | 7 (0.06%) |
Ethnicity (White/Other) | 10,469 | 0 | 1,169 (10.0%) |
Age at booking (SMR02 only) (years) | 11,638 | 0 | 0 |
Age at LMP (SMR02 only) (years) | 11,638 | 0 | 0 |
Gestation at booking (SMR02 only) (weeks) | 11,629 | 0 | 9 (0.09%) |
BMI (kg/m2) at booking | 10,580 | 0 | 1,058 (9.1%) |
History of smoking during pregnancy | 11,002 | 636 (5.5%) | 0 |
History of smoking recorded at booking | 11,135 | 496 (4.3%) | 0 |
Drug misuse (yes/no) | 9,664 | 1,872 (16.1%) | 102 (1.0%) |
Injected (yes/no) | 9,625 | 1,910 (16.4%) | 103 (1.0%) |
Alcohol or not (yes/no) | 10,276 | 0 | 1,362 (11.7%) |
Diabetes (yes/no) | 11,385 | 253 (2.2%) | 0 |
Asthma meds (yes/no) | 11,638 | 0 | 0 |
Antidepressant (yes/no) | 11,638 | 0 | 0 |
Previous pregnancy (yes/no) | 11,601 | 0 | 37 (0.3%) |
Births (singleton/multiple) | 11,638 | 0 | 0 |
Outcome of birth (live/still) | 11,638 | 0 | 0 |
5.3. Controls offered FNP but not enrolled or not offered FNP
Table 12 shows selected characteristics for women who were eligible for FNP but did not enroll in the FNP programme compared to women who did enroll (FNP Clients) and Controls. Women who were offered FNP but not enrolled appeared to be more likely to be of ethnic background, a non-smoker and less likely to misuse drugs. All other characteristics such as deprivation profile, age at last menstrual period, BMI and rate of previous pregnancy were comparable.
Table 12: Controls offered FNP but not enrolled or not offered FNP
FNP Clients N=3,205 | Controls N=5,016 | Women offered FNP but not enrolled or not offered FNP N=2,214 | ||||
---|---|---|---|---|---|---|
Ethnicity | ||||||
White | 2,724 | 87.6 | 3,573 | 78.7 | 1,733 | 78.3 |
Other | 384 | 12.4 | 969 | 21.3 | 360 | 16.3 |
Missing | 97 | 3.0 | 474 | 9.4 | 121 | 5.5 |
Scottish Index of Multiple Deprivation Quintile | ||||||
1 - most deprived | 1,532 | 47.9 | 2,478 | 49.4 | 992 | 44.8 |
2 | 821 | 25.7 | 1,221 | 24.3 | 588 | 26.6 |
3 | 441 | 13.8 | 643 | 12.8 | 316 | 14.3 |
4 | 264 | 8.3 | 459 | 9.2 | 214 | 9.7 |
5 least deprived | 140 | 4.4 | 215 | 4.3 | 101 | 4.6 |
Missing | 7 | 0.02 | 0 | 0 | 3 | 0.1 |
Age at last menstrual period (LMP) (years) (SMR02) | ||||||
Mean (SD) | 18.30 (1.41) | 18.22 (1.23) | 18.4 (2.20) | |||
Median (25th to 75th centiles) | 18.4 (17.3 to 19.3) | 18.4 (17.4 to 19.2) | 18.7 (1.7) | |||
Missing | 0 | 0 | 0 | 0 | 0 | 0 |
Body mass index (BMI) (kg/m2) at antenatal booking | ||||||
Mean (SD) | 23.94 (5.0) | 24.3 (5.1) | 24.4 (5.1) | |||
Median (25th to 75th centiles) | 22.9 (20.4 to 26.4) | 23.2 (20.6 to 27.0) | 23.3 (6.3) | |||
Missing | 51 | 1.6 | 483 | 9.6 | 87 | 3.9 |
Smoking history at antenatal booking | ||||||
Never smoked, former smoker | 1,856 | 59.1 | 3,000 | 62.9 | 1,389 | 62.7 |
Never smoked | 1,254 | 39.1 | 2,212 | 46.4 | 1,048 | 47.3 |
Former smoker | 602 | 18.8 | 788 | 16.5 | 341 | 15.4 |
Current smoker | 1,285 | 40.9 | 1,767 | 37.1 | 739 | 33.4 |
Not known/Missing | 64 | 2.0 | 249 | 5.0 | 86 | 3.9 |
Drug misuse at any time during the current pregnancy | ||||||
No | 2,788 | 94.7 | 3,768 | 96.8 | 1,866 | 84.3 |
Yes | 156 | 5.3 | 123 | 3.2 | 59 | 2.7 |
Not known/Missing | 260 | 8.1 | 1,125 | 22.6 | 289 | 13.1 |
Previous pregnancy | ||||||
No | 2,350 | 74.0 | 3,716 | 74.1 | 1,656 | 74.8 |
Yes | 827 | 26.0 | 1,296 | 25.9 | 555 | 25.1 |
Missing | 28 | 0.9 | 4 | 0.1 | 3 | 0.1 |
5.4. Final cohort
Consistent with our commitment to minimum processing by using only those Controls that are required, we will only use the Controls identified within one year pre and post recruitment and in the interval period. This means that we would require outcome data on 3,205 FNP Clients and 5,016 Controls (approximately a 1:1.56 ratio) mothers for this evaluation and we should expect data on 3227 and 5043 children respectively.
Contact
Email: socialresearch@gov.scot
There is a problem
Thanks for your feedback