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Table 11 Features and evaluation outcomes of general population, lifetime horizon decision models

From: Economic models of community-based falls prevention: a systematic review with subsequent commissioning and methodological recommendations

Study label (n = 12)a

Target population; Analysis; Perspective

Intervention [Comparator]

Evaluation outcomesb

Methodological caveats

Church (2012) [58]

CD adults aged 65+; CUA/CEA; Public sector

(a) General population – Group exercise; Home exercise; Tai Chi; Multi-component int.; Multifactorial int.; Multifactorial risk assessment; (b) High-risk population – Group exercise; HAM; Multifactorial int. [NR; Cross comparisons]

Ratio: (a) General – Tai Chi ICER US$38,735 per QALY vs. NR; other interventions dominated; (b) High-risk – Group exercise ICER US$44,633 per QALY vs. NR; HAM ICER US$50,696 per QALY vs. NR; Multifactorial int. dominated.

Aggregate: Reports incremental cost, no. of falls avoided and QALY gain per intervention, but all interventions have same reachc (including those targeting high-risk and specific subgroups), and hence cannot compare aggregate impacts.

Parameter uncertainty: DSA – int. cost and efficacy had largest impact on group exercise ICER. PSA – CEAC.

Scenarios: No fear of falling had the largest impact on group exercise ICER among parameter changes.

Recurrent falls not characterised; Unclear falls risk progression;d Unclear intervention reach;e Unclear how high-risk subgroup identified; Mismatch between falls incidence and efficacy metrics

Deverall (2018) [62]

CD adults aged 65+; CUA; Public sector, Societal

Exercise – (i) Peer-led group exercise; (ii) Home exercise; (iii) Commercial exercise [NR]

Ratio: (i) Peer-led group exercise ICER US$6323 per QALY vs. NR; (ii) Home exercise ICER US$5486 per QALY vs. NR; (iii) Commercial exercise ICER US$46,733 per QALY vs. NR.

Aggregate: For base case, home exercise generated 47,100 additional QALYs at incremental cost of US$225 m relative to NR; this compares to 42,000 and 42,300 QALYs for group exercise and commercial exercise at US$426 m and US$1550 m incremental cost relative to NR, respectively. Hence, home exercise dominated group and commercial exercises.

Parameter uncertainty: DSA – efficacy and utility decrement had largest impact on ICER. PSA – 95% UI; CEAC.

Scenarios: Subgroup analyses showed higher ICERs for Maori and men; equity analyses showed higher ICERs can be mainly attributed to their shorter life expectancies.e

Routine data lacks individual identifiers;f Recurrent falls not characterised; Unclear falls risk progression;d No background transition in health utilities;g Includes comorbidity care costs; Mismatch between falls incidence and efficacy metrics; No tiered threshold for evaluating societal outcomes;h No scenario estimating equity-efficiency trade-off.e

Eldridge (2005) [63]

Adults aged 65+ in community or nursing home; CUA; Public sector

Falls risk screening + multifactorial int. or exercise [UC]

Ratio: Not reported.

Aggregate: Intervention reduced the number of fallers by 2.8% over one year under base case (6.5% uptake of screening).

Parameter uncertainty: PSA – 40% probability intervention is cost-effective at US$41,900 (£30,000) per QALY threshold.

Scenarios: 100% screening uptake would reduce number of fallers by 11.3% over one year; 100% screening uptake and 100% self-referred exercise uptake would reduce number of fallers by 15.0%; impact of uptake increase on ICER not reported.

Recurrent falls not characterised; Unclear falls risk progression;d No background transition in health utilities;g Incorporated fixed intervention costs

Farag (2015) [64]

CD adults aged 65+ without prior fall; CUA; Public sector

Non-specific falls prevention int. with relative risk of 0.75 and per-participant cost of US$587 [NR]

Ratio: ICER of US$24,190 per QALY vs. NR

Aggregate: Incremental cost and QALY gain outcomes per person can be scaled up but unclear to what extent.

Parameter uncertainty: DSA – falls risk and LTC cost had largest impact on ICER. PSA – CEAC; 57% probability of being cost-effective at AUS$50,000 (US$41,809) threshold.

Scenarios: e.g., variation in uptake rate had little impact on ICER

Recurrent falls not characterised; Unclear falls risk progression;d No discounting

Honkanen (2006) [70]

Adults aged 65+ living in community at baseline; CUA/ROI; Public sector

Hip protector [NR]

Ratio: Women, baseline age 65 – intervention dominated by NR; Women, age 70 – intervention dominated by NR; Women, age 75 – ICER of US$27,006 per QALY; Women, age 80 – intervention dominates NR; Women, age 85 – intervention dominates NR; Men, age 65 – intervention dominated by NR; Men, age 70 – intervention dominated by NR; Men, age 75 – intervention dominated by NR; Men, age 80 – ICER of US$184,609 per QALY; Men, age 85 – intervention dominates NR.

Aggregate: Prevented fractures, incremental cost and QALY gain outcomes per person can be scaled up but unclear to what extent.

Parameter uncertainty: DSA – base case results robust. PSA – 68% probability of being cost-effective at US$50,000 (US$710042021 price) threshold for women age 75; 61% for men age 85.

Scenarios: Intervention is less cost-effective for functionally dependent subgroup – e.g., intervention no longer dominant for women age 80 and 85, though still cost-effective at US$71,004 threshold (point estimates not reported)

Unclear falls risk progression;d Includes comorbidity care costs.

Johansson (2008) [73]

CD adults aged 65+ (n = 5500); CUA; Societal

Multifactorial and environmental int.i [UC]

Ratio: Intervention dominates comparator

Aggregate: Total int. cost of US$895,137; total costs savings of US$904,986; total QALY gain of 35.16

Parameter uncertainty: No DSA. PSA – scatter plot

Scenarios: Scenarios that made intervention no longer dominant – doubled fracture risk; lower fracture cost; inclusion of net consumption care cost;j higher discount rate; no health/cost consequences of fracture beyond 1st year; 25% rise in int. cost

Unclear falls risk progression;d Includes comorbidity care costs (net consumption); Quasi-experimental study for effectiveness evidence; No tiered threshold for evaluating societal outcomes;h Internal and external validities assessed

Nshimyu-mukiza (2013) [80]

Women aged 65+ (subgroup within women aged 40+); CUA/CEA; Public sector

Fracture risk screening + Physical activity (PA), Vitamin D & calcium and/or Osteoporosis screening & treatment [NR; Cross comparisons]

Ratio: No screening + PA dominates NR; BMD/CAROC screening + PA + Vit D & calcium produces ICER of US$57,279 relative to No screening + PA and dominates all other strategies.

Aggregate: Incremental cost and QALY gain per person can be scaled up (total population reported).

Parameter uncertainty: No DSA. PSA – CEAC; 75% probability that BMD/CAROC +PA + Vit D & calcium is cost-effective to No screening + PA under threshold of CAD$50,000 (US$517892021 price).

Scenarios: Rankings of strategies under CUA and CEA robust under variations in single or multiple parameters.

Incorporates incoming cohorts; No background transition in health utilities;g Structural and external validities assessed

OMAS (2008) [81]

CD adults aged 65+; CEA/ROI; Public sector

(i) Exercise; (ii) HAM; (iii) Vit D & calcium; (iv) Gait stabiliser; (v) Psychotropics withdrawal.k [NR]

Ratio: All interventions dominate NR for men and women

Aggregate: Reports net cost saving per person which can be scaled up to total for each intervention subgroup at regional level

Parameter uncertainty: No analysis

Scenarios: No analysis

Recurrent falls not characterised; Unclear falls risk progression;d Mismatch between intervention need and falls risk;k Parameter uncertainty not assessed

Pega (2016) [82]

CD adults aged 65+; CUA; Public sector

HAM [NR]

Ratio: HAM produces ICER of US$7155 per QALY vs. NR.

Aggregate: For base case, total int. cost was US$115.2 m, total net cost vs. NR US$87.4 m and total QALY gain 34,000.

Parameter uncertainty: DSA – impact on ICER not assessed, fatal falls risk and falls risk most impactful for incremental cost and QALY, respectively. PSA – 95% UI for base case ICER between below zero to US$15,901 per QALY.

Scenarios: For secondary prevention scenario,l ICER was US$1591 per QALY, total int. cost US$14.2 m, total net cost vs. NR, US$4.9 m, and total QALY gain 20,100. Subgroup analyses showed higher ICERs for Maori and men; equity analyses showed higher ICERs can be mainly attributed to their shorter life expectancies.e

Routine data lacks individual identifier;f Recurrent falls not characterised; Unclear falls risk progression;d No background transition in health utilities;g Includes comorbidity care costs; Mismatch between falls incidence and efficacy metrics; Unrealistic efficacy duration; Joint parameter uncertainty not assessed; No scenario estimating equity-efficiency trade-off.e

RCN (2005) [34]

CD adults aged 60+; CUA; Public sector

Exercise; Multifactorial intervention [NR]

Ratio: Multifactorial intervention for high-risk group dominates NR; Exercise for high-risk group produces ICER of US$18,425 per QALY relative to NR.

Aggregate: Not reported.

Parameter uncertainty: No DSA. PSA – scatter plot

Scenarios: No analysis

Recurrent falls not characterised; Unclear falls risk progression;d Unclear intervention reach.c

Wilson [92]

CD adults aged 65+; CUA; Public sector

HAM [NR]

Ratio: HAM produces ICER of US$4358 per QALY vs. NR.

Aggregate: For base case, total int. cost was US$7.7 m, total net cost vs. NR US$6.7 m and total QALY gain 2800.

Parameter uncertainty: DSA – efficacy had largest impact on base case ICER. PSA – 95% UI for base case ICER between below zero to US$12,165 per QALY.

Scenarios: For secondary prevention scenario,l ICER was US$557 per QALY, total int. cost US$687,151, total net cost vs. NR, US$72,626, and total QALY gain 1420. For primary prevention scenario,m ICER was US$7633 per QALY, total int. cost US$7.0 m, total net cost US$6.6 m and total QALY gain 1520. Subgroup analyses showed higher ICER for Maori; equity analyses showed higher ICER can be mainly attributed to Maori’s shorter life expectancy.e

Routine data lacks individual identifiers;f Recurrent falls not characterised; Unclear falls risk progression;d No background transition in health utilities;g Includes comorbidity care costs; Unclear intervention reach;c Mismatch between falls incidence and efficacy metrics; Unrealistic efficacy duration; Joint parameter uncertainty not assessed; No scenario estimating equity-efficiency trade-off.e

Zarca (2014) [94]

Adults aged 65+ without previous hip fracture; CUA/CEA; Public sector

Vitamin D – (i) Universal supplementation; (ii) Supplement then screen for calibration; (iii) Screen then supplement [NR; Cross comparisons]

Ratio: Universal supplementation was dominated by other strategies; Supplement then screen strategy produces ICER of US$7758 per QALY vs. NR; Screen then supplement strategy produces ICER of US$7307 per QALY vs. Supplement then screen and US$7605 per QALY vs. NR.

Aggregate: Difficult to compare strategies without data on intervention reach.c Possible that Screen then supplement strategy has smallest reach. Estimating total cost of Screen then supplement to be US$111.7 m for 800,000 persons.

Parameter uncertainty: DSA – int. cost had largest impact on ICER of Screen then supplement vs. NR. PSA – 100% probability of Screen then supplement being most cost-effective strategy at threshold of €20,000 (US$297292021 price).

Scenarios: Results robust to discount rates rising from 3 to 6%.

Hospitalisation cost only; Unclear intervention reach;c Structural, external and internal validities assessed

  1. Abbreviations: CEA Cost-effectiveness analysis, CEAC Cost-effectiveness acceptability curve, CD Community-dwelling, CUA Cost-utility analysis, DSA Deterministic sensitivity analysis, ED Emergency department, HAM Home assessment and modification, ICER Incremental cost-effectiveness ratio, int. Intervention, LTC Long-term care admission, MA fall Fall requiring medical attention, NR Non-receipt of modelled intervention(s), OMAS Ontario Medical Advisory Secretariat, pharma. Pharmaceuticals, PSA Probabilistic sensitivity analysis, QALY Quality-adjusted life year, rehab. Rehabilitation, RCN Royal College of Nursing, ROI Return on investment, UC Usual care, UI Uncertainty interval
  2. aSee Table 2 for study references; parenthesised number refers to the number of models included in the table
  3. bAll monetary units are converted to US$ in year 2021 using the average consumer price index (CPI) between the original year of reported currency to 2019 (most recent year for CPI data) [47] in the country of study and purchasing power parity (PPP) rate between the original currency and US$ in year 2020 (most recent PPP data) [48]
  4. cIntervention reach refers to the number/proportion of persons receiving the intervention. It is a function of intervention’s normative reach defined by its eligibility criteria and targeting strategy and its implementation reach determined by the level of implementation (e.g., uptake and adherence) within the eligible population
  5. dThe study does not mention how falls risk progressed with age in the absence of falls incidence (which has a separate model state). Markov model should incorporate tunnel states to allow for secular risk progression, but this is not stated or graphically illustrated
  6. eThe study evaluated counterfactual scenarios where Maori/men had equal life expectancy as non-Maori/women and found that subgroup ICERs became similar (Maori/non-Maori only in Wilson (2017) [92]). This does not estimate the equity-efficiency trade-off (efficiency cost) from Maori/men being prioritised for intervention under the actual circumstance of lower life expectancy
  7. fWithout individual identifiers, multiple falls experienced by the same person are counted as multiple fallers
  8. gBackground health utility level should vary in line with changes to underlying health status which are influenced by age and changes in comorbidities and frailty affected by falls
  9. hSocietal costs incur different opportunity cost to public sector costs. The cost-effectiveness threshold should be tiered or weighted to capture the differing opportunity costs across sectors
  10. iMultifactorial intervention included tailored education, group balance exercises, Tai Chi, other physical activities and HAM. Environmental intervention included neighbourhood hazard removal and housing reconstruction
  11. jThe study incorporated cost of added life-years which was estimated as the consumption minus production level (i.e., net consumption) that varied by age group. The outcome changed from dominance to ICER of US$23,715 per QALY
  12. kThe study estimated the proportion of target population who would be eligible for each of the interventions according to the prevalence of falls risk factors that defined eligibility: exercise for mobile older without disability (65.8%); HAM for frail older with disability (16.9%); vitamin D for women with fracture risk factors (52.9% of female); psychotropics withdrawal for psychotropic users (11.8%); and gait stabilizers for mobile seniors without disability (65.8%). However, the falls risk in the model was determined only by age, sex and MA falls history. Hence, different intervention subgroups had similar falls risk despite contrasting risk factor profiles
  13. lHAM targeting subgroup with history of MA fall
  14. mHAM targeting subgroup without history of MA fall