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. 2015 Nov 26;7:615–627. doi: 10.2147/CEOR.S92078

Table 1.

Utility algorithms identified from the systematic literature review and mapping database

Author, year Questions or scores included in algorithm Mapping Equation Characteristics of surveyed population used to generate mapping algorithm Algorithm performance statistics
Range of possible values from algorithm
Observed in original survey data Predicted using original survey data
Dobrez, 2007 (and reported in Hess, 2013)9,19 PWB1:“I have a lack of energy”
PWB2: “I have nausea”
FWB1 : “I am able to work (include work at home)”
FWB2: “I am able to enjoy life”
Utility (TTO) = 1 Female: 47.0%
Age (years): 57.0
ECOG performance status (0/1/2/3/unknown): 29.1%/26.4%/32.5%/1 1%l1%
Prevalent cancer types: 17.5% breast cancer, 13.2% prostate and 11.4% head and neck
Total FACT-G scores: n.r.
Mean: 0.805
SD: 0.284
Median: n.r.
Range:0 to 1
Mean: 0.832
SD: 0.121
Median: n.r
Range: 0.456 to 1.0
R2:nr
MAE: 0.19
0.456–1.00
+PWB1{0.2222,0.1137,0,+PWB2{0.1537,0,+FWB1{0.04311,0,+FWB2{0.1254,0.0641,0.0345,0, ifvery muchorquite a bit
ifsomewhatora little bit
ifnone at all
ifvery muchorquite a bitotherwise
ifnot at allora little bitotherwise
ifnot at allora little bit
ifsomewhat
ifquite a bit
ifvery much
Cheung, 200918 PWB total score
EWB total score
FWB total score
Utility (EQ–5D) Female: 62.9%
Age (years): 49.3
ECOG performance status (0/1/2/3/unknown): 32.8%/40.3%/23.5%/3.4%/n.r.
Prevalent cancer types: 37.1% breast cancer, 18.6% head and neck, 10.9% colorectal Mean total FACT-G scores: 81.1
Mean: 0.803
SD:0.156
Median: 0.769
Range: 0.246 to 1.00
Mean: 0.811
SD:0.130
Median: 0.822
Range: 0.393 to 0.999
R2:0.417
MAE: 0.095
0.238–0.998
= 0.238 + 0.014 × PWB total + 0.006 × EWB total + 0.008 × FWB total
Longworth, 2014 (OLS)7,20 PWB1: “I have lack of energy”
PWB2: “I have trouble meeting the need of family”
PWB3: “I have pain”
EWB1: “I feel sad”
EWB2: “I am losing hope”
FWB1: “I am able to work”
Utility (EQ–5D)=0.186 Female: 51.0%
Age (years): 59.3
ECOG performance status (0/1/2/3/unknown): 23.4%/48.4%/23.5%/4.7%/n.r.
Prevalent cancer types: 11 types of advanced cancer including ovarian cancer.
Mean total FACT-G scores: 78
Mean: 0.721
SD: 0.223
Median: 0.735
Range: −0.135 to 1.00
Mean: 0.721
SD: 0.163
Median: 0.755
Range: 0.115 to 0.962
R2: 0.535
MAE: 0.111
0.016–0.956
+PWB1{0,0.045,0.036,0.071,0.118, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
+PWB2{0,0.028,0.049,0.088,0.098, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
+PWB3{0,0.125,0.219,0.240,0.342, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
+EWB1{0,0.085,0.019,0.006,0.004, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
+EWB2{0,0.081,0.007,0.013,0.060, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
+FWB1{0.152,0.150,0.130,0.113,0, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
Longworth, 2014 (Tobit)17,20 PWB1: “I have lack of energy”
PWB2: “I have pain”
FWB1: “I am able to work”
FWB2: “I am able to enjoy life”
Utlity (EQ–5D) = 0.23 1 Mean: 0.723 SD: 0.161
Median: 0.738
Range: 0.135 to 0.957
R2: n.r.
MAE: 0.181
0.133–1.00
+PWB1{0,0.055,0.053,0.113,0.200, if “very much”
if “quite a bit”
if “Somewhat”
if “A little bit”
if “not at all”
+PWB2{0,0.164,0.255,0.293,0.431, if “very much”
if “quite a bit”
if “Somewhat”
if “A little bit”
if “not at all”
+FWB1{0.151,0.149,0.110,0.097,0, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all
+FWB2{0.057,0.010,0.012,0.098,0, ifvery much
ifquite a bit
ifSomewhat
ifA little bit
ifnot at all

Abbreviations: n.r., not reported; ECOG, Eastern Cooperative Oncology Group; SD, Standard Deviation; MAE, Mean Absolute Error; PWB, Physical well-being; FWB, Functional well-being; EWB, Emotional well-being.