| Literature DB >> 25216281 |
Helen Anne Snooks1, Ben Carter2, Jeremy Dale3, Theresa Foster4, Ioan Humphreys5, Philippa Anne Logan6, Ronan Anthony Lyons1, Suzanne Margaret Mason7, Ceri James Phillips5, Antonio Sanchez8, Mushtaq Wani9, Alan Watkins1, Bridget Elizabeth Wells1, Richard Whitfield10, Ian Trevor Russell1.
Abstract
OBJECTIVE: To evaluate effectiveness, safety and cost-effectiveness of Computerised Clinical Decision Support (CCDS) for paramedics attending older people who fall.Entities:
Mesh:
Year: 2014 PMID: 25216281 PMCID: PMC4162545 DOI: 10.1371/journal.pone.0106436
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Flow of paramedics and patients through the trial.
Figure 2Hierarchy of harms.
NHS unit costs.
| Health Service Resource | Unit cost (2009–10) | Source |
| Attendance by ambulance – conveyed | £246 | NHS Reference Costs |
| Attendance by ambulance – not conveyed | £225 | NHS Reference Costs |
| Attendance at Emergency Department | £399 to £445 | NHS Reference Costs |
| Inpatient stay per day | £237 to £414 | NHS Reference Costs |
| Referral to falls service | £77 | NHS Reference Costs |
Depending on level of treatment received
Derived from discussions with Age Concern; equivalent to the unit cost of referral to ‘Hospital at Home or Early Discharge Schemes’
Characteristics of participants recruited to Intervention and Control groups.
| Characteristics of individual or cluster | Intervention | Control | |
| (n = 436) | (n = 343) | ||
| Men | 153 (35%) | 132 (39%) | |
| Women | 283 (65%) | 211 (61%) | |
| Median age in years (inter quartile range) | 83 (77–89) | 82 (76–88) | |
| Site 1 | 235 (54%) | 225 (66%) | |
| Site 2 | 201 (46%) | 118 (34%) | |
| Made index call out of hours (%) | 256 (59%) | 189 (55%) | |
| No of paramedics | 17 | 19 | |
| No of patients attended by paramedics | Minimum | 8 | 1 |
| Maximum | 49 | 47 | |
| Average | 25.6 | 19.1 |
Questionnaire response rates.
| Intervention | Control | Total | |||
| Site 1 | Site 2 | Site 1 | Site 2 | ||
| Eligible patients | 235 | 201 | 225 | 118 | 779 |
| Declined questionnaire follow up | 2 | 10 | 5 | 16 | 33 |
| Died | 11 | 8 | 9 | 2 | 30 |
| Questionnaire completed | 129 | 117 | 123 | 65 | 434 |
| Response rate | 58.1% | 63.9% | 58.3% | 65.0% | 60.6% |
Outcomes at one month by treatment allocated – adjusted for significant covariates.a
| Raw data | 95% CI | Intra-paramedic correlation | ||||||
| Primary Outcomes | CCDS | Control | Adjusted comparison | Lower | Upper | Sig Level | estimate | 95% CI |
| Patients referred to falls service | 42 (9.6%) | 17 (5.0%) | OR = 2.036 | 1.115 | 3.717 | 0.021 | 0.050 | 0.020, 0.092 |
| Patients left at scene without conveyance to ED | 183 (42.0%) | 126 (36.7%) | OR = 1.131 | 0.839 | 1.523 | 0.419 | 0.043 | 0.016, 0.084 |
| Patients dying | 19 (4.4%) | 11 (3.2%) | OR = 1.375 | 0.645 | 2.930 | 0.409 | 0 | Not applicable |
| Patients with further emergency admission to hospital or death | 69 (15.8%) | 49 (14.3%) | OR = 1.129 | 0.757 | 1.685 | 0.552 | 0.029 | 0.010, 0.061 |
| Patients with further emergency (ED attendance or emergency admission to hospital) or death | 92 (21.1%) | 61 (17.8%) | OR = 1.296 | 0.899 | 1.870 | 0.165 | 0.018 | 0.004, 0.043 |
| Patients with further emergency event (999 call, ED attendance, emergency admission to hospital) or death | 151 (34.6%) | 100 (29.1%) | OR = 1.266 | 0.931 | 1.720 | 0.132 | 0.017 | 0.003, 0.044 |
| Number of further emergency events per patient | 0.65 | 0.62 | λ = 0.997 | 0.741 | 1.343 | 0.987 | 0.005 | 0.000, 0.027 |
| SD | 1.30 | 1.35 | ||||||
| (n = 436) | (n = 343) | |||||||
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| Patients who reported ≥1 further fall | 135/236 (57.2%) | 112/175 (64.0%) | OR = 0.752 | 0.503 | 1.124 | 0.165 | 0.030 | 0.005, 0.081 |
| Fall related self efficacy (fear of falling) – mean | 3.74 | 4.08 | Δ = −0.34 | −0.85 | 0.17 | 0.187 | 0.014 | 0.001, 0.050 |
| SD | 2.84 | 3.12 | ||||||
| (n = 239) | (n = 177) | |||||||
|
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| SF12 MCS | 41.9 | 42.9 | Δ = −0.74 | −2.83 | 1.28 | 0.457 | 0.017 | 0.001, 0.057 |
| SD | 10.3 | 10.9 | ||||||
| (n = 239) | (n = 177) | |||||||
| SF12 PCS | 29.0 | 30.0 | Δ = −0.13 | −1.65 | 1.39 | 0.866 | 0 | Not applicable |
| SD | 8.0 | 8.5 | ||||||
| (n = 239) | (n = 177) | |||||||
|
| ||||||||
| QC Technical – mean | 97.8 | 98.2 | Δ = −0.38 | −2.42 | 1.67 | 0.719 | 0 | Not applicable |
| SD | 10.7 | 9.4 | ||||||
| (n = 228) | (n = 165) | |||||||
| QC Interpersonal | 94.7 | 92.8 | Δ = 1.43 | −0.70 | 3.57 | 0.188 | 0.009 | 0.000, 0.058 |
| SD | 9.5 | 10.5 | ||||||
| (n = 212) | (n = 155) | |||||||
| Length of job cycle time (minutes) | 91.0 | 80.6 | Δ = 8.89 | 2.32 | 15.26 | 0.008 | 0.026 | 0.007, 0.057 |
| SD | 45.3 | 42.8 | ||||||
| (n = 436) | (n = 341) | |||||||
| Length of episode of care (minutes) | 227 | 240 | Δ = −5.68 | −38.5 | 27.2 | 0.734 | 0.079 | 0.038, 0.136 |
| SD | 216 | 227 | ||||||
| (n = 359) | (n = 293) | |||||||
Covariates considered: Group; site; their interaction; age (years); distance to ED (miles); date of recruitment (days since start of study); gender and whether the index call was ‘Out of (GP) Hours’.
Comparison between CCDS and control groups reflects variable under consideration: Odds Ratio (OR) for logistic regression models for binary variables; multiplicative event rate ratio (λ, scalar) for negative binomial regression models for counts; and additive group effect (Δ, in same units as dependent variable) for linear models for continuous variables.
Given consistently low intra-paramedic correlations in the primary participant based outcomes, corresponding terms are omitted from the fitted models.
Key to statistically significant covariates:
Site (p = 0.007); age (p = 0.013); recruitment point (p<0.001)
Site (p<0.001); out of hours (p = 0.017)
Out of hours (p = 0.022); recruitment point (p = 0.020)
Out of hours (p = 0.015); site (p = 0.004)
Out of hours (p = 0.006)
Out of hours (p = 0.001); days at risk (p = 0.002)
Distance to ED (p = 0.046)
Self-completed questionnaire (p<0.001)
Self-completed questionnaire (p = 0.016)
Gender (p = 0.004); self-completed questionnaire (p<0.001)
Distance to ED (p = 0.049)
Distance to ED (p = 0.028); out of hours (p = 0.001)
Site (p<0.001)
Annual cost of implementing CCDS.
| Cost category | Cost component | Description | Unit cost | Total cost | Unit cost | Total cost |
| Site 1: CCDS & electronic data capture | Site 1: CCDS & Electronic data capture | Site 2: CCDS only | Site 2: CCDS only | |||
| Staff time | Project manager | 50% time on project | £26,000 | £13,000 | £26,000 | £13,000 |
| Training costs | Training of ‘trainers’ and paramedics for 6 hours | £12,355 | £12,355 | £12,355 | £12,355 | |
| IT support | One day per week | £100 per day | £5,000 | £100 per day | £5,000 | |
| Auditing | Project set up | £200 | £200 | |||
| Equipment | 12 hand held tablet PCs | For computerised clinical decision support | £3,850 per tablet | £16,490 | ||
| 12 printers | £595 per printer | £2,549 | ||||
| 12 chargers | £25 per charger | £107 | ||||
| Adapt vehicles to electronic data capture | Time to adapt vehicles | £60 per hour | £8,709 | |||
| Engineering fee | £6.965 | |||||
| SIM cards | £38 per month | £5,472 | ||||
| Consumables | Paper rolls | For printers | 20 rolls/printer ×£6 | £1,440 | 20 rolls/printer ×£6 | £1,440 |
| Software licence | £396 | £396 | ||||
| Other | Plain Healthcare | Technical support | £9.950 | |||
| Total cost (436 vehicles dispatched) | £75,668 | £32,191 | ||||
| Average cost per vehicle dispatched | £174 | £74 |
Assuming the 12 sets of tablets, printers and chargers need replacing every 3 years; and converted to annualised capital charges using annual discount rate of 3.5%.
Cost of implementing CCDS by one month.
| Intervention | Control | ||||||||
| Number | Mean cost (n = 436) | SD of cost | Mean days in hospital | Number | Mean cost (n = 343) | SD of cost | Mean days in hospital | Mean cost difference (95% CI) | |
| Implementing CCDS [+ electronic data capture if needed] | £74 [+£100] | £74 [+£100] | |||||||
| Initial 999 call | 436 | £234 | £10 | - | 343 | £233 | £10 | £1 (−£1, £3) | |
| Initial ED attendance | 215 | £211 | £214 | - | 179 | £223 | £214 | - | −£12 (−£42, £18) |
| Initial hospital stay | 140 | £1,503 | £2.961 | 1.84 | 104 | £1,534 | £3,050 | 1.22 | −£31 (−£457, £394) |
| Subsequent 999 calls | 174 | £96 | £241 | - | 127 | £88 | £218 | - | £8 (−£25, £41) |
| Subsequent ED attendance | 53 | £52 | £146 | - | 38 | £47 | £153 | - | £5 (−£16, £26) |
| Subsequent hospital stay | 58 | £596 | £1,933 | 4.49 | 46 | £397 | £1,338 | 4.58 | £199 (−£31, £430) |
| Falls service referrals | 42 | £7 | £23 | - | 17 | £4 | £17 | - | £3 (£1, £6) |
| Total cost [+ electronic data capture] | £2,773 [+£100] | £3,527 | - | - | £2,526 | £3,435 | - | £247 (−£247, £741) [+£100] | |
Inferred net costs and consequences by 12 months.
| Intervention group minus controls | Inferred from Logan et al | Inferred from Logan | ||||||||
| Mean | 95% confidence interval | Significance level | Mean | 95% confidence interval | Significance level | Unit cost | Amount saved per patient year | |||
| Quality adjusted life years | 0.0090 | −0.0408 | 0.0588 | 0.723 | 0.0139 | −0.0361 | 0.0638 | 0.587 | ||
| Self reported fall rate | −0.22 | −1.33 | 0.89 | 0.700 | −0.28 | −1.38 | 0.83 | 0.626 | £77 | £22 |
| 999 call rate | −0.14 | −1.10 | 0.83 | 0.783 | −0.19 | −1.16 | 0.77 | 0.693 | £235 | £45 |
| ED presentation rate | −0.07 | −0.42 | 0.29 | 0.717 | 0.08 | −0.44 | 0.27 | 0.652 | £422 | £34 |
| Hospital admission rate | −0.002 | −0.174 | 0.170 | 0.983 | 0.004 | −0.168 | 0.175 | 0.967 | ||
| Mean number of inpatient bed days | 0.15 | −2.52 | 2.82 | 0.912 | 0.19 | −2.48 | 2.86 | 0.889 | £325 | −£62 |
| Net resources saved by CCDS | £39 | |||||||||
| Net cost resources saved by CCDS | £308 | |||||||||
From Table 1 – point estimate or mid-point of range
Including £100 to implement electronic data capture
When electronic data capture already in place
Characteristics and primary outcomes at one month patients by treatment available and received.
| Raw data | 95% CI | 95% CI | |||||||||
| Patient characteristics | A: CCDS used | B: CCDS available but not used | C: CCDS not available | Comparison (A & B) | Lower | Upper | Sig Level | Comparison (B&C) | Lower | Upper | Sig Level |
| Age (years) – mean | 85.4 | 81.7 | 81.0 | ΔA = 3•64 | 1.37 | 5.90 | 0.002 | Δx = −0.76 | −1.92 | 0.40 | 0.197 |
| SD | 7.5 | 7.8 | 8.1 | ||||||||
| (n = 54) | (n = 382) | (n = 343) | |||||||||
| Proportion of females | 36/54 (66.7%) | 246/381 (64.6%) | 211/342 (61.7%) | ORA = 1.098 | 0.600 | 2.007 | 0.762 | ORC = 0.884 | 0.653 | 1.196 | 0.424 |
| Distance to ED (Miles) – mean | 11.5 | 9.5 | 7.8 | ΔA = 1.99 | 0.15 | 3.83 | 0.034 | Δx = −1.69 | −2.63 | −0.74 | <0.001 |
| SD | 7.3 | 7.3 | 4.7 | ||||||||
| (n = 52) | (n = 372) | (n = 324) | |||||||||
| Index call recorded outside GPs standard hours | 35/54 (64.8%) | 220/382 (57.6%) | 185/343 (53.9%) | ORA = 1.356 | 0.749 | 2.457 | 0.315 | ORC = 0.862 | 0.643 | 1.157 | 0.322 |
| Date of recruitment (days since start of study) – mean, SD | 182.5 | 196.4 | 188.8 | ΔA = −13.9 | −39.1 | 11.4 | 0.281 | ΔX = −7.5 | −20.4 | 5.4 | 0.254 |
| SD | 86.1 | 87.6 | 89.8 | ||||||||
| (n = 54) | (n = 382) | (n = 343) | |||||||||
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| Patients referred to falls service | 12/54 (22.2%) | 30/382 (7.9%) | 17/343 (5.0%) | ORA = 3.352 | 1.596 | 7.040 | 0.001 | ORC = 0.612 | 0.331 | 1.130 | 0.117 |
| Patients left at scene without conveyance to ED | 35/54 (64.8%) | 126/343 (36.7%) | 126/343 (36.7%) | ORA = 2.913 | 1.606 | 5.282 | <0•001 | ORC = 0.918 | 0.679 | 1.240 | 0.578 |
| Patients with further emergency event (999 call, ED attendance, emergency admission to hospital) or death | 17/54 (31.5%) | 134/382 (35.1%) | 100/343 (29.2%) | ORA = 0.850 | 0.461 | 1.567 | 0.603 | ORC = 0.762 | 0.557 | 1.042 | 0.089 |
| Number of emergency events per patient – mean | 0.56 | 0.67 | 0.62 | ΛA = 0•894 | 0.614 | 1.302 | 0.560 | λx = 0.949 | 0.783 | 1.150 | 0.594 |
| SD | 1.14 | 1.32 | 1.35 | ||||||||
| (n = 54) | (n = 382) | (n = 343) | |||||||||
Comparison of groups uses group B as the reference, reflects the variable under consideration:
Odds Ratio (OR) for logistic regression models for binary variables;
Multiplicative Event Rate Ratio (λ, scalar) for negative binomial regression models for counts; and Additive Group Effect (Δ, in same units as dependent variable) for linear models for continuous variables.
Secondary outcomes at one month patients by treatment available and received.
| Raw data | 95% CI | 95% CI | |||||||||
| Patient characteristics | A: CCDS used | B: CCDS available but not used | C: CCDS not available | Comparison (A & B) | Lower | Upper | Sig Level | Comparison (B&C) | Lower | Upper | Sig Level |
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| Patients who reported one or more further falls | 15/26 (57.7%) | 117/206 (56.8%) | 109/169 (64.5) | ORA = 1.037 | 0.454 | 2.368 | 0.931 | ORC = 1.382 | 0.909 | 2.100 | 0.130 |
| Fall-related self efficacy (Fear of falling) – mean | 3.22 | 3.46 | 4.08 | ΔA = −0.25 | −1.46 | 0.97 | 0.690 | Δx = 0.61 | 0.02 | 1.21 | 0.043 |
| SD | 2.68 | 2.87 | 3.12 | ||||||||
| (n = 26) | (n = 213) | (n = 177) | |||||||||
| Quality of life: SF-12 MCS – mean | 43.47 | 41.72 | 42.94 | ΔA = 1.75 | −2.56 | 6.07 | 0.425 | Δx = 1.23 | −0.89 | 3.34 | 0.255 |
| SD | 9.70 | 10.39 | 10.88 | ||||||||
| (n = 26) | (n = 213) | (n = 177) | |||||||||
| SF-12 PCS – mean | 29.70 | 28.97 | 29.96 | ΔA = 0.73 | −2.62 | 4.08 | 0.669 | Δx = 0.98 | −0.66 | 2.62 | 0.239 |
| SD | 7.01 | 8.11 | 8.47 | ||||||||
| (n = 26) | (n = 213) | (n = 177) | |||||||||
| Patient satisfaction | |||||||||||
| QC Technical – mean | 100, 0 | 97.52 | 98.18 | ΔA = 2.48 | −1.70 | 6.65 | 0.244 | Δx = 0.66 | −1.44 | 2.76 | 0.539 |
| SD | 0 | 11.37 | 9.39 | ||||||||
| (n = 26) | (n = 202) | (n = 165) | |||||||||
| QC Interpersonal – mean, SD | 95.42 | 94.57 | 92.84 | ΔA = 0.84 | −3.39 | 5.07 | 0.696 | Δx = −1.74 | −3.85 | 0.38 | 0.108 |
| 7.21 | 9.72 | 10.49 | |||||||||
| (n = 24) | (n = 188) | (n = 155) | |||||||||
| Length of job cycle time (minutes) – mean | 96.6 | 90.3 | 80.6 | ΔA = 6.4 | −6.2 | 19.0 | 0.321 | Δx = −9.7 | −16.1 | −3.2 | 0.003 |
| SD | 36.5 | 46.4 | 42.8 | ||||||||
| (n = 54) | (n = 382) | (n = 341) | |||||||||
| Length of episode of care (minutes) – mean | 126.6 | 240.5 | 240.3 | ΔA = −113.8 | −184.0 | −43.7 | 0.001 | Δx = −0.2 | −35.2 | 34.8 | 0.992 |
| SD | 104.2 | 224.0 | 227.0 | ||||||||
| (n = 43) | (n = 315) | (n = 293) | |||||||||
Comparison of groups uses group B as the reference, reflects the variable under consideration:
Odds Ratio (OR) for logistic regression models for binary variables; and Additive Group Effect (Δ, in same units as dependent variable) for linear models for continuous variables.