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Table 1 SAFARI model inputs

From: Development of an agent-based model to assess the impact of substandard and falsified anti-malarials: Uganda case study

 

Model inputs

Input

Range

Source

Demographic and epidemiological data

< 5 Population at risk

7,881,620

 

[25]

Malaria incidence (annual rate for < 5 population at risk)

0.447

(0.197–0.744)

[26]

Asymptomatic malaria case rate per 1000 population

0.156

(0.08–0.23)

[59]

Probability that an untreated case progresses to a severe case

0.130

(0.07–0.3)

[60]

Probability that a treatment failure progresses to a severe case

0.020

(0.005–0.05)

[61, 71]

Case fatality rate for a severe case receiving quinine

0.109

(0.06–0.22)

[62]

Case fatality rate for a severe case receiving other treatments

0.109

(0.06–0.22)

Assumption

Case fatality rate for a severe case receiving ACTs

0.085

(0.06–0.22)

[62]

Probability that a severe case progresses to NS

0.032

(0.028–0.035)

[62]

Healthcare-seeking behaviour

Care-seeking behaviour (%)

  Public facilities

34.7%

 

[27]

  Private facilities

40.8%

 

  Pharmacies

1.0%

 

  Drug stores

5.6%

 

  CHWs

0.7%

 

  Self/neighbours

12.7%

 

  No treatment

4.4%

 

Medication stock by facility

Public facilities

  % Stock ACTs

89.5%

 

[27]

  % Stock quinine

9.2%

 

  % Stock other treatmentsa

1.3%

 

Private facilities

  % Stock ACTs

77.2%

 

  % Stock quinine

14.3%

 

  % Stock other treatments

8.6%

 

Pharmacies

  % Stock ACTs

76.0%

 

  % Stock quinine

0.0%

 

  % Stock other treatments

24.0%

 

Drug stores

  % Stock ACTs

80.9%

 

  % Stock quinine

19.1%

 

  % Stock other treatments

0.0%

 

CHW2

  % Stock ACTs

78.9%

 

  % Stock quinine

0.0%

 

  % Stock other treatments

21.1%

 

Self/neighbours

  % Stock ACTs

87.2%

 

  % Stock quinine

9.7%

 

  % Stock other treatments

3.1%

 

Probability facility has anti-malarial in stock

Public facilities

96.1%

 

[33]

Private facilities

88.6%

 

Pharmacies

99.7%

 

Drug stores

86.1%

 

CHWs

99.7%

 

Self/neighbours (for ACTs)

100.0%

 

Medication effectiveness

ACTs cure rate

0.9755

(0.9615–0.9895)

[35, 36, 38, 39, 41,42,43,44,45,46,47,48,49]

Quinine cure rate

0.8818

(0.8484–0.9152)

[46, 49]

Other treatments cure rate

0.7167

(0.6581–0.7753)

[37, 40, 47]

No treatment cure rate

0

 

Assumption based on [32]

Proportions of SF medications

ACTs

 

Coefficient

 

  Not SF (API > 85%)

80.5%

1

[51, 53, 56, 57]

  Category 1: API = 75–85%

10.5%

0.75

Adjusted [50, 54]

  Category 2: API = 50–75%

4.5%

0.5

  Category 3: API < 50%

4.5%

0

Quinine

  Not SF (API > 85%)

77.9%

1

[51,52,53, 55,56,57]

  Category 1: API = 75–85%

11.9%

0.75

Adjusted [50, 54]

  Category 2: API = 50–75%

5.1%

0.5

  Category 3: API < 50%

5.1%

0

Other treatments

  Not SF (API > 85%)

68.7%

1

[52, 55, 57]

  Category 1: API = 75–85%

16.9%

0.75

Adjusted [50, 54]

  Category 2: API = 50–75%

7.3%

0.5

  Category 3: API < 50%

7.2%

0

Treatment adherence

Number of doses taken

 

Coefficient

 

  0–1

3.9%

0

[34]

  2

3.1%

0.25

  3

7.3%

0.5

  4

10.9%

0.75

  5–6

74.7%

1

Care-seeking behaviour

Number of days after onset of fever care was sought

 

Coefficient

[27]

  Same day

18.7%

0

  1

32.0%

0.2

  2

25.3%

0.4

  3+

24.0%

0.6

 

Cost inputsb

Input

Range

Source

Patient out-of-pocket costs

Public facilities

   

  Average cost of ACTs

$ 0.00

 

Assumption based on [27]

  Average cost of quinine

$ 0.00

 

  Average cost of other treatments

$ 0.00

 

Private facilities

  Average cost of ACTs

$ 2.59

(1.48–3.99)

[33]

  Average cost of quinine

$ 3.39

(2.75–4.08)

  Average cost of other treatments

$ 0.65

(0.49–0.82)

Pharmacies

  Average cost of ACTs

$ 2.91

(1.55–4.69)

  Average cost of quinine

$ 2.72

(2.10–3.42)

  Average cost of other treatments

$ 0.48

(0.32–0.66)

Drug stores

  Average Cost of ACTs

$ 1.62

(1.05–2.31)

  Average cost of quinine

$ 3.39

(2.76–4.08)

  Average cost of other treatments

$ 0.48

(0.33–0.66)

CHWs

  Average cost of ACTs

$ 0.00

 

Assumption based on [27]

  Average cost of quinine

$ 0.00

 

  Average cost of other treatments

$ 0.00

 

Self/neighbours

  Average cost of ACTs

$ 0.00

 

Assumption

  Average cost of quinine

$ 0.00

 

Assumption

  Average cost of other treatments

$ 0.00

 

Assumption

Transport (pub, private)

$ 0.47

(0.39–0.55)

[64]

Transport (pharmacy, drugstore)

$ 0.08

(0.04–0.12)

[65]

Special foods for child

$ 1.15

(0.87–1.43)

[66]

Supplemental medicines

$ 1.14

(1.02–1.26)

[64]

Average testing costs

$ 0.91

(0.65–1.17)

[33]

Private facility consultation costs

$ 4.35

(0–21.00)

[67]

Cost per paediatric malaria hospitalization

$ 14.17

(0.75–47.50)

[67]

Productivity losses

Productivity loss per sick day

$ 1.59

(0.4–3.70)

[70]c

Productivity losses from death

$ 14,959.66

 

[70]d

NS disability productivity losses

$ 6189.87

 

[63, 70]e

Facility costs

Facility cost per testing

$ 1.46

(1.34–1.58)

[33, 64]

Facility cost per ACTs

$ 1.50

(1.35–1.65)

[64]

Facility cost for quinine

$ 2.48

(1.75–3.32)

[68]

Facility cost per other treatments

$ 0.12

(0.03–0.26)

[68]

Public facility cost per consultation

$ 8.58

(7.75–10.00)

[64]

Facility cost per paediatric malaria hospitalization

$ 65.89

(59.55–72.45)

[69]

Cost per CHW treatment

$ 1.17

(0.74–1.60)

[66]

Cost per CHW testing

$ 1.09

(0.95–1.23)

[66]

Facility cost per CHW visit

$ 4.63

(2.95–6.7)

[66]

  1. ACTs artemisinin-based combination therapy, API active pharmaceutical ingredient, CHWs community health worker, NS neurological sequelae, SF substandard and falsified
  2. aOther treatments included Sulfadoxine-pyrimethamine (SP), Chloroquine (CQ) and Amodiaquine (AQ)
  3. bAll costs are presented in US$2017
  4. c GDP per capita was divided by 365 days
  5. d GDP per capita was multiplied by disability-adjusted life expectancy
  6. e GDP per capita was multiplied by disability-adjusted life expectancy and disability weight