1 Data preperation

1.1 Load packages that will be used throughout the analysis

rm(list = ls())

if(!"pacman" %in% rownames(installed.packages())) install.packages("pacman")

library(pacman)

p_unload(all)

library(pacman)

if(!"papaja" %in% rownames(installed.packages())) devtools::install_github("crsh/papaja@devel")


pacman::p_load(vctrs, car, foreign, tableone, afex, tidyverse, haven, 
               RcmdrMisc, emmeans, ggbeeswarm, psych,
               dplyr, readxl, sp, stringr, 
               papaja, labelled, sjmisc, viridis, expss, tidyselect)


if ("ConsensusClusterPlus" %in% rownames(installed.packages())) {
  suppressPackageStartupMessages(library(ConsensusClusterPlus))
} else {
  
  if (!requireNamespace("BiocManager", quietly = TRUE))
  install.packages("BiocManager")
BiocManager::install()
BiocManager::install(c("ConsensusClusterPlus"))

}

Here ist the r seassion info:

sessionInfo()

## R version 3.6.3 (2020-02-29)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 18363)
## 
## Matrix products: default
## 
## locale:
## [1] LC_COLLATE=German_Germany.1252  LC_CTYPE=German_Germany.1252   
## [3] LC_MONETARY=German_Germany.1252 LC_NUMERIC=C                   
## [5] LC_TIME=German_Germany.1252    
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] ConsensusClusterPlus_1.48.0 tidyselect_1.0.0           
##  [3] expss_0.10.1                viridis_0.5.1              
##  [5] viridisLite_0.3.0           sjmisc_2.8.3               
##  [7] labelled_2.2.2              papaja_0.1.0.9842          
##  [9] sp_1.4-1                    readxl_1.3.1               
## [11] psych_1.9.12.31             ggbeeswarm_0.6.0           
## [13] emmeans_1.4.5               RcmdrMisc_2.7-0            
## [15] sandwich_2.5-1              haven_2.2.0                
## [17] forcats_0.5.0               stringr_1.4.0              
## [19] dplyr_0.8.5                 purrr_0.3.3                
## [21] readr_1.3.1                 tidyr_1.0.2                
## [23] tibble_2.1.3                ggplot2_3.3.0              
## [25] tidyverse_1.3.0             afex_0.26-0                
## [27] lme4_1.1-21                 Matrix_1.2-18              
## [29] tableone_0.11.1             foreign_0.8-75             
## [31] car_3.0-7                   carData_3.0-3              
## [33] vctrs_0.2.4                 pacman_0.5.1               
## 
## loaded via a namespace (and not attached):
##  [1] backports_1.1.5     Hmisc_4.3-1         plyr_1.8.6         
##  [4] splines_3.6.3       TH.data_1.0-10      digest_0.6.25      
##  [7] htmltools_0.4.0     lmerTest_3.1-1      fansi_0.4.1        
## [10] magrittr_1.5        checkmate_2.0.0     cluster_2.1.0      
## [13] openxlsx_4.1.4      modelr_0.1.6        matrixStats_0.56.0 
## [16] jpeg_0.1-8.1        colorspace_1.4-1    rvest_0.3.5        
## [19] mitools_2.4         xfun_0.12           crayon_1.3.4       
## [22] jsonlite_1.6.1      survival_3.1-8      zoo_1.8-7          
## [25] glue_1.3.2          gtable_0.3.0        BiocGenerics_0.30.0
## [28] abind_1.4-5         scales_1.1.0        mvtnorm_1.1-0      
## [31] DBI_1.1.0           Rcpp_1.0.3          xtable_1.8-4       
## [34] htmlTable_1.13.3    Formula_1.2-3       survey_3.37        
## [37] htmlwidgets_1.5.1   httr_1.4.1          RColorBrewer_1.1-2 
## [40] acepack_1.4.1       pkgconfig_2.0.3     nnet_7.3-12        
## [43] dbplyr_1.4.2        rlang_0.4.5         reshape2_1.4.3     
## [46] munsell_0.5.0       cellranger_1.1.0    tools_3.6.3        
## [49] cli_2.0.2           generics_0.0.2      sjlabelled_1.1.3   
## [52] broom_0.5.5         evaluate_0.14       yaml_2.2.1         
## [55] knitr_1.28          fs_1.3.2            zip_2.0.4          
## [58] nlme_3.1-145        xml2_1.2.5          compiler_3.6.3     
## [61] rstudioapi_0.11     beeswarm_0.2.3      curl_4.3           
## [64] png_0.1-7           e1071_1.7-3         reprex_0.3.0       
## [67] stringi_1.4.3       lattice_0.20-38     nloptr_1.2.2.1     
## [70] pillar_1.4.3        lifecycle_0.2.0     estimability_1.3   
## [73] data.table_1.12.8   insight_0.8.2       R6_2.4.1           
## [76] latticeExtra_0.6-29 gridExtra_2.3       rio_0.5.16         
## [79] vipor_0.4.5         codetools_0.2-16    boot_1.3-24        
## [82] MASS_7.3-51.5       assertthat_0.2.1    withr_2.1.2        
## [85] nortest_1.0-4       mnormt_1.5-6        multcomp_1.4-12    
## [88] parallel_3.6.3      hms_0.5.3           grid_3.6.3         
## [91] rpart_4.1-15        coda_0.19-3         class_7.3-15       
## [94] minqa_1.2.4         rmarkdown_2.1       numDeriv_2016.8-1.1
## [97] Biobase_2.44.0      lubridate_1.7.4     base64enc_0.1-3

1.2 Import Excel data from Andreas

Individual linear regressions for complete cases of Schuldt et al. (2017)

Individual_Regression_Results <- readxl::read_excel("200324_Individuelle_Regressionen_Andreas.xlsx", sheet = 1, col_names = TRUE)


saveRDS(Individual_Regression_Results, file = "Individual_Regressions.rds")


d <- Individual_Regression_Results

## create labels

var_label(d) <- list(
  ID = "Respondent_ID",
  Distance1 = "Distance from hospital (1 instead of 20km)",
  Information1 = "Information on surgery (extensively instead of spare)",
  Cases1 = "Treated cases (>100/y instead of <50/y",
  Complications1 = "Complication rate (relatively low instead of comparatively high)",
  R_squared = "R² of individual regression"
)

1.3 Overview over vars

Descriptves

d %>%
  tab_cells(Distance1, Information1, Cases1, Complications1, R_squared) %>%
  tab_stat_fun(Mean = w_mean, "Std. dev." = w_sd, "Max" = w_max, "Median" = w_median, "Min" = w_min, "Valid N" = w_n, method = list) %>%
  tab_pivot()

	#Total
	Mean	Std. dev.	Max	Median	Min	Valid N
Distance from hospital (1 instead of 20km)	0.107	0.248	1.000	0.080	-0.531	496
Information on surgery (extensively instead of spare)	0.219	0.261	1.000	0.185	-0.484	496
Treated cases (>100/y instead of <50/y	0.187	0.254	1.000	0.167	-0.445	496
Complication rate (relatively low instead of comparatively high)	0.483	0.297	1.042	0.498	-0.424	496
R² of individual regression	0.790	0.099	1.000	0.798	0.376	496

Plots

vars <- names(d)[1:5]

# stack dataset

temp <- select(d, one_of(vars)) %>%
  gather(Attribute, Coefficient, names(d)[2:5])



temp <- temp[is.na(temp$Coefficient) == FALSE, ]


temp[, 2:ncol(temp)] %>%
  ggplot(aes(x = Attribute, y = Coefficient, fill = Attribute)) +
  geom_boxplot() +
  scale_fill_viridis(discrete = TRUE, alpha = 0.4) +
  geom_jitter(color = "black", size = 0.6, alpha = 0.99, width = 0.15) +
  theme_apa() +
  theme(
    legend.position = "none",
    plot.title = element_text(size = 11)
  ) +
  ggtitle("Coefficient by Attribute") +
  xlab("")

temp_ANOVA <- aov_ez("ID", "Coefficient", temp, within = "Attribute")

apa_anova <- apa_print(temp_ANOVA)

Temp_Plot <- afex_plot(temp_ANOVA,
  x = "Attribute", error = "within"
)

Temp_Plot +
  ggtitle("Coefficient by Attribute (means, 95% CI's, and jitter)") +
  theme_apa()

2 Consensus Cluster Plus

KMeans and 80% of respondents randomly sampled from initial sample for 2000 times. Each time 2 to 50 segments considered. Subsequently, segmentation of consensus matrix (Monti, Tamayo, Mesirov, & Golub, 2003; Wilkerson & Hayes, 2010)

2.1 Create segments

#transpose dataset

d_transposed <- as.data.frame(t(d[, 2:5]))

colnames(d_transposed) <- d$ID


max_number_segments <- 50
number_subsampling <- 2000

Consensus_Cluster_solution <- ConsensusClusterPlus(as.matrix(d_transposed),
  maxK = max_number_segments,
  reps = number_subsampling,
  pItem = 0.8,
  pFeature = 1,
  clusterAlg = "km",
  distance = "euclidean",
  seed = 17071983,
  plot = "png",
  title = "ConsensusPlusKMeans",
  writeTable = FALSE,
  verbose = TRUE
)

Relative increase in area under the curve (=improvement in solution stability) of the consensus matrix

2.2 Tabulate segment-wise means

Segment_Labels <- data.frame(matrix(ncol = max_number_segments - 1, nrow = nrow(d)))



for (i in 2:(ncol(Segment_Labels) + 1)) {
  names(Segment_Labels)[i - 1] <- paste("Consensus_Plus_KMeans", i, "segments", sep = "_")


  Segment_Labels[, (i - 1)] <- Consensus_Cluster_solution[[i]][["consensusClass"]]

  var_label(Segment_Labels[, (i - 1)]) <- paste("Consensus_Plus_KMeans", i, "segments", sep = "_")
}


d <- cbind(d, Segment_Labels)


saveRDS(d, file = "Individual_Regressions_Segment_Labels.rds")




Variable_Names <- c(names(d)[6], names(d)[2:5])


for(i in 1:ncol(Segment_Labels)) {
  
Coefficients_by_Segment <- CreateContTable(vars = Variable_Names, strata = names(Segment_Labels)[i], data = d, test = FALSE, addOverall = TRUE)

print(kableone(Coefficients_by_Segment, caption = paste('Coefficients [Mean (SD)]', (i+1), "segments", sep = " ")))

cat("\n")

  
}

Coefficients [Mean (SD)] 2 segments
	Overall	1	2
n	496	230	266
R_squared (mean (SD))	0.79 (0.10)	0.77 (0.10)	0.81 (0.10)
Distance1 (mean (SD))	0.11 (0.25)	0.16 (0.29)	0.06 (0.19)
Information1 (mean (SD))	0.22 (0.26)	0.36 (0.27)	0.10 (0.19)
Cases1 (mean (SD))	0.19 (0.25)	0.26 (0.28)	0.13 (0.21)
Complications1 (mean (SD))	0.48 (0.30)	0.22 (0.19)	0.71 (0.16)

Coefficients [Mean (SD)] 3 segments
	Overall	1	2	3
n	496	145	239	112
R_squared (mean (SD))	0.79 (0.10)	0.76 (0.09)	0.81 (0.10)	0.78 (0.10)
Distance1 (mean (SD))	0.11 (0.25)	0.30 (0.27)	0.05 (0.18)	-0.02 (0.20)
Information1 (mean (SD))	0.22 (0.26)	0.11 (0.20)	0.11 (0.17)	0.57 (0.16)
Cases1 (mean (SD))	0.19 (0.25)	0.34 (0.30)	0.10 (0.19)	0.18 (0.22)
Complications1 (mean (SD))	0.48 (0.30)	0.24 (0.19)	0.73 (0.14)	0.26 (0.21)

Coefficients [Mean (SD)] 4 segments
	Overall	1	2	3	4
n	496	63	219	99	115
R_squared (mean (SD))	0.79 (0.10)	0.76 (0.10)	0.81 (0.10)	0.77 (0.10)	0.77 (0.09)
Distance1 (mean (SD))	0.11 (0.25)	0.56 (0.17)	0.05 (0.17)	0.04 (0.20)	0.03 (0.19)
Information1 (mean (SD))	0.22 (0.26)	0.10 (0.19)	0.12 (0.17)	0.60 (0.15)	0.15 (0.21)
Cases1 (mean (SD))	0.19 (0.25)	0.06 (0.20)	0.09 (0.17)	0.09 (0.17)	0.53 (0.15)
Complications1 (mean (SD))	0.48 (0.30)	0.25 (0.21)	0.75 (0.14)	0.26 (0.22)	0.30 (0.20)

Coefficients [Mean (SD)] 5 segments
	Overall	1	2	3	4	5
n	496	63	136	68	129	100
R_squared (mean (SD))	0.79 (0.10)	0.76 (0.09)	0.84 (0.10)	0.80 (0.10)	0.76 (0.08)	0.77 (0.09)
Distance1 (mean (SD))	0.11 (0.25)	0.54 (0.18)	0.12 (0.15)	0.07 (0.18)	-0.09 (0.16)	0.09 (0.17)
Information1 (mean (SD))	0.22 (0.26)	0.15 (0.20)	0.04 (0.14)	0.66 (0.14)	0.30 (0.14)	0.11 (0.22)
Cases1 (mean (SD))	0.19 (0.25)	0.03 (0.17)	0.02 (0.17)	0.08 (0.18)	0.21 (0.15)	0.55 (0.15)
Complications1 (mean (SD))	0.48 (0.30)	0.27 (0.19)	0.81 (0.13)	0.17 (0.20)	0.59 (0.13)	0.26 (0.20)

Coefficients [Mean (SD)] 6 segments
	Overall	1	2	3	4	5	6
n	496	68	127	66	126	24	85
R_squared (mean (SD))	0.79 (0.10)	0.76 (0.09)	0.85 (0.10)	0.80 (0.10)	0.76 (0.08)	0.76 (0.06)	0.77 (0.09)
Distance1 (mean (SD))	0.11 (0.25)	0.53 (0.18)	0.11 (0.15)	0.08 (0.17)	-0.09 (0.15)	0.13 (0.13)	0.07 (0.17)
Information1 (mean (SD))	0.22 (0.26)	0.13 (0.20)	0.05 (0.14)	0.67 (0.14)	0.30 (0.14)	-0.09 (0.17)	0.17 (0.20)
Cases1 (mean (SD))	0.19 (0.25)	0.06 (0.19)	0.01 (0.16)	0.07 (0.18)	0.20 (0.15)	0.38 (0.15)	0.56 (0.15)
Complications1 (mean (SD))	0.48 (0.30)	0.26 (0.20)	0.82 (0.12)	0.17 (0.21)	0.59 (0.12)	0.58 (0.09)	0.21 (0.16)

Coefficients [Mean (SD)] 7 segments
	Overall	1	2	3	4	5	6	7
n	496	58	141	55	85	56	58	43
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.09)	0.84 (0.09)	0.79 (0.11)	0.76 (0.08)	0.76 (0.07)	0.78 (0.10)	0.77 (0.10)
Distance1 (mean (SD))	0.11 (0.25)	0.20 (0.14)	0.10 (0.16)	0.07 (0.18)	-0.15 (0.13)	0.17 (0.16)	0.02 (0.16)	0.62 (0.17)
Information1 (mean (SD))	0.22 (0.26)	0.38 (0.13)	0.03 (0.12)	0.68 (0.14)	0.33 (0.13)	-0.05 (0.16)	0.26 (0.16)	0.09 (0.16)
Cases1 (mean (SD))	0.19 (0.25)	-0.07 (0.13)	0.06 (0.17)	0.11 (0.16)	0.24 (0.14)	0.44 (0.13)	0.60 (0.16)	0.08 (0.16)
Complications1 (mean (SD))	0.48 (0.30)	0.51 (0.13)	0.81 (0.13)	0.12 (0.19)	0.58 (0.13)	0.44 (0.14)	0.14 (0.13)	0.18 (0.20)

Coefficients [Mean (SD)] 8 segments
	Overall	1	2	3	4	5	6	7	8
n	496	48	86	60	46	37	118	57	44
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.10)	0.78 (0.07)	0.78 (0.10)	0.80 (0.12)	0.74 (0.09)	0.86 (0.09)	0.76 (0.07)	0.77 (0.10)
Distance1 (mean (SD))	0.11 (0.25)	0.19 (0.14)	-0.06 (0.14)	0.02 (0.16)	0.10 (0.18)	-0.18 (0.15)	0.11 (0.17)	0.17 (0.16)	0.61 (0.17)
Information1 (mean (SD))	0.22 (0.26)	0.39 (0.11)	0.22 (0.12)	0.27 (0.16)	0.71 (0.13)	0.49 (0.11)	0.03 (0.12)	-0.06 (0.16)	0.10 (0.17)
Cases1 (mean (SD))	0.19 (0.25)	-0.08 (0.13)	0.22 (0.12)	0.59 (0.16)	0.09 (0.17)	0.24 (0.15)	0.01 (0.16)	0.43 (0.13)	0.08 (0.16)
Complications1 (mean (SD))	0.48 (0.30)	0.50 (0.12)	0.64 (0.09)	0.14 (0.13)	0.08 (0.18)	0.43 (0.09)	0.83 (0.12)	0.45 (0.15)	0.18 (0.20)

Coefficients [Mean (SD)] 9 segments
	Overall	1	2	3	4	5	6	7	8	9
n	496	49	86	58	45	46	50	65	56	41
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.10)	0.78 (0.08)	0.77 (0.10)	0.80 (0.12)	0.75 (0.09)	0.81 (0.07)	0.90 (0.08)	0.76 (0.07)	0.77 (0.10)
Distance1 (mean (SD))	0.11 (0.25)	0.20 (0.14)	-0.04 (0.13)	0.03 (0.15)	0.11 (0.18)	-0.20 (0.14)	0.29 (0.13)	0.00 (0.10)	0.17 (0.16)	0.63 (0.17)
Information1 (mean (SD))	0.22 (0.26)	0.39 (0.11)	0.20 (0.11)	0.26 (0.16)	0.71 (0.13)	0.48 (0.11)	0.02 (0.13)	0.02 (0.12)	-0.05 (0.16)	0.09 (0.17)
Cases1 (mean (SD))	0.19 (0.25)	-0.08 (0.13)	0.21 (0.12)	0.59 (0.16)	0.08 (0.17)	0.25 (0.14)	-0.10 (0.13)	0.09 (0.12)	0.44 (0.13)	0.09 (0.16)
Complications1 (mean (SD))	0.48 (0.30)	0.49 (0.13)	0.65 (0.09)	0.14 (0.13)	0.08 (0.18)	0.45 (0.13)	0.75 (0.12)	0.89 (0.09)	0.44 (0.14)	0.16 (0.19)

Coefficients [Mean (SD)] 10 segments
	Overall	1	2	3	4	5	6	7	8	9	10
n	496	45	113	67	31	45	60	51	39	5	40
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.10)	0.77 (0.08)	0.76 (0.09)	0.80 (0.13)	0.82 (0.07)	0.90 (0.07)	0.78 (0.10)	0.78 (0.10)	0.72 (0.06)	0.76 (0.07)
Distance1 (mean (SD))	0.11 (0.25)	0.20 (0.14)	0.01 (0.14)	-0.16 (0.16)	0.18 (0.15)	0.28 (0.12)	-0.01 (0.09)	0.04 (0.14)	0.64 (0.16)	0.41 (0.07)	0.17 (0.18)
Information1 (mean (SD))	0.22 (0.26)	0.41 (0.11)	0.18 (0.12)	0.52 (0.13)	0.73 (0.14)	0.01 (0.13)	0.00 (0.11)	0.23 (0.15)	0.08 (0.17)	0.12 (0.06)	-0.10 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.09 (0.12)	0.21 (0.13)	0.26 (0.15)	0.04 (0.18)	-0.10 (0.14)	0.10 (0.12)	0.61 (0.15)	0.08 (0.17)	0.01 (0.17)	0.49 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.49 (0.13)	0.63 (0.11)	0.38 (0.16)	0.02 (0.19)	0.77 (0.10)	0.90 (0.08)	0.13 (0.13)	0.15 (0.19)	0.43 (0.07)	0.42 (0.15)

Coefficients [Mean (SD)] 11 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11
n	496	35	60	64	27	30	49	60	50	52	27	42
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.08)	0.76 (0.09)	0.76 (0.10)	0.81 (0.11)	0.82 (0.07)	0.90 (0.07)	0.80 (0.06)	0.77 (0.10)	0.78 (0.12)	0.77 (0.07)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.11 (0.08)	-0.15 (0.15)	0.10 (0.08)	0.18 (0.15)	0.28 (0.14)	-0.01 (0.09)	-0.13 (0.08)	0.02 (0.15)	0.69 (0.15)	0.18 (0.18)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.12 (0.10)	0.52 (0.13)	0.43 (0.10)	0.74 (0.13)	0.02 (0.14)	0.00 (0.11)	0.25 (0.10)	0.25 (0.15)	0.03 (0.12)	-0.09 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.05 (0.13)	0.21 (0.09)	0.24 (0.14)	-0.10 (0.12)	0.04 (0.18)	-0.09 (0.14)	0.10 (0.12)	0.22 (0.16)	0.61 (0.15)	0.12 (0.17)	0.50 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.36 (0.11)	0.58 (0.09)	0.38 (0.16)	0.55 (0.13)	0.01 (0.19)	0.77 (0.10)	0.90 (0.08)	0.68 (0.09)	0.14 (0.13)	0.09 (0.19)	0.40 (0.17)

Coefficients [Mean (SD)] 12 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12
n	496	35	59	42	12	27	66	39	64	52	34	28	38
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.07)	0.76 (0.10)	0.82 (0.05)	0.81 (0.12)	0.78 (0.07)	0.82 (0.07)	0.90 (0.08)	0.77 (0.10)	0.77 (0.10)	0.78 (0.12)	0.77 (0.07)
Distance1 (mean (SD))	0.11 (0.25)	0.39 (0.13)	0.12 (0.09)	-0.09 (0.13)	0.12 (0.09)	0.18 (0.16)	-0.19 (0.11)	0.32 (0.13)	0.01 (0.11)	0.02 (0.15)	0.09 (0.07)	0.68 (0.16)	0.18 (0.19)
Information1 (mean (SD))	0.22 (0.26)	0.32 (0.13)	0.14 (0.07)	0.57 (0.12)	0.58 (0.10)	0.75 (0.13)	0.29 (0.12)	-0.03 (0.12)	-0.01 (0.11)	0.25 (0.15)	0.31 (0.10)	0.04 (0.13)	-0.12 (0.13)
Cases1 (mean (SD))	0.19 (0.25)	-0.07 (0.11)	0.23 (0.09)	0.20 (0.13)	-0.11 (0.13)	0.07 (0.18)	0.27 (0.14)	-0.10 (0.15)	0.10 (0.12)	0.61 (0.15)	-0.06 (0.11)	0.12 (0.16)	0.51 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.38 (0.11)	0.55 (0.11)	0.31 (0.12)	0.41 (0.07)	-0.02 (0.16)	0.63 (0.12)	0.77 (0.11)	0.89 (0.10)	0.14 (0.13)	0.68 (0.10)	0.09 (0.18)	0.40 (0.18)

Coefficients [Mean (SD)] 13 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13
n	496	34	55	14	42	22	32	39	64	44	46	38	27	39
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.07)	0.69 (0.07)	0.79 (0.10)	0.82 (0.12)	0.76 (0.07)	0.82 (0.07)	0.90 (0.08)	0.80 (0.07)	0.79 (0.09)	0.76 (0.10)	0.78 (0.12)	0.77 (0.08)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.11 (0.08)	0.12 (0.10)	-0.01 (0.13)	0.18 (0.17)	-0.28 (0.11)	0.32 (0.13)	0.01 (0.11)	-0.14 (0.07)	0.02 (0.12)	0.10 (0.08)	0.69 (0.16)	0.18 (0.19)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.13 (0.07)	0.40 (0.10)	0.61 (0.12)	0.77 (0.10)	0.45 (0.10)	-0.03 (0.12)	-0.01 (0.11)	0.23 (0.09)	0.24 (0.15)	0.31 (0.10)	0.04 (0.13)	-0.12 (0.13)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.13)	0.23 (0.09)	0.31 (0.06)	0.04 (0.14)	0.08 (0.18)	0.34 (0.13)	-0.10 (0.15)	0.10 (0.12)	0.24 (0.15)	0.63 (0.14)	-0.06 (0.11)	0.11 (0.15)	0.51 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.55 (0.10)	0.18 (0.08)	0.35 (0.11)	-0.07 (0.14)	0.46 (0.15)	0.77 (0.11)	0.89 (0.10)	0.68 (0.10)	0.13 (0.14)	0.67 (0.10)	0.11 (0.16)	0.39 (0.21)

Coefficients [Mean (SD)] 14 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14
n	496	35	55	60	41	22	32	29	53	44	39	26	17	21	22
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.07)	0.76 (0.10)	0.79 (0.10)	0.82 (0.12)	0.76 (0.07)	0.82 (0.07)	0.91 (0.07)	0.80 (0.07)	0.77 (0.10)	0.78 (0.12)	0.76 (0.07)	0.82 (0.07)	0.77 (0.08)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.11 (0.08)	0.04 (0.12)	-0.01 (0.13)	0.18 (0.17)	-0.28 (0.11)	0.30 (0.11)	-0.03 (0.08)	-0.14 (0.07)	0.10 (0.08)	0.70 (0.15)	0.37 (0.07)	0.26 (0.16)	0.04 (0.12)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.13 (0.07)	0.28 (0.16)	0.61 (0.11)	0.77 (0.10)	0.45 (0.10)	0.02 (0.09)	0.03 (0.09)	0.23 (0.09)	0.31 (0.10)	0.03 (0.12)	-0.07 (0.08)	-0.17 (0.07)	-0.15 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.05 (0.13)	0.23 (0.09)	0.56 (0.18)	0.04 (0.14)	0.08 (0.18)	0.34 (0.13)	-0.16 (0.12)	0.08 (0.11)	0.24 (0.15)	-0.06 (0.11)	0.10 (0.15)	0.48 (0.11)	0.16 (0.10)	0.53 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.36 (0.11)	0.55 (0.10)	0.14 (0.13)	0.35 (0.11)	-0.07 (0.14)	0.46 (0.15)	0.81 (0.10)	0.92 (0.08)	0.68 (0.10)	0.67 (0.10)	0.11 (0.17)	0.22 (0.19)	0.72 (0.10)	0.52 (0.11)

Coefficients [Mean (SD)] 15 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15
n	496	33	56	14	41	22	32	29	53	44	46	39	27	17	21	22
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.07)	0.69 (0.07)	0.79 (0.10)	0.82 (0.12)	0.76 (0.07)	0.82 (0.07)	0.91 (0.07)	0.80 (0.07)	0.79 (0.09)	0.77 (0.10)	0.78 (0.12)	0.77 (0.07)	0.82 (0.07)	0.77 (0.08)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.12 (0.08)	0.12 (0.10)	-0.01 (0.13)	0.18 (0.17)	-0.28 (0.11)	0.30 (0.11)	-0.03 (0.08)	-0.14 (0.07)	0.02 (0.12)	0.10 (0.08)	0.69 (0.16)	0.37 (0.08)	0.26 (0.16)	0.04 (0.12)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.13 (0.07)	0.40 (0.10)	0.61 (0.11)	0.77 (0.10)	0.45 (0.10)	0.02 (0.09)	0.03 (0.09)	0.23 (0.09)	0.24 (0.15)	0.31 (0.10)	0.04 (0.13)	-0.08 (0.08)	-0.17 (0.07)	-0.15 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.12)	0.23 (0.09)	0.31 (0.06)	0.04 (0.14)	0.08 (0.18)	0.34 (0.13)	-0.16 (0.12)	0.08 (0.11)	0.24 (0.15)	0.63 (0.14)	-0.06 (0.11)	0.12 (0.17)	0.47 (0.13)	0.16 (0.10)	0.53 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.55 (0.11)	0.18 (0.08)	0.35 (0.11)	-0.07 (0.14)	0.46 (0.15)	0.81 (0.10)	0.92 (0.08)	0.68 (0.10)	0.13 (0.14)	0.67 (0.10)	0.08 (0.18)	0.25 (0.13)	0.72 (0.10)	0.52 (0.11)

Coefficients [Mean (SD)] 16 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16
n	496	33	56	14	41	22	20	29	53	23	46	39	33	27	17	21	22
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.07)	0.69 (0.07)	0.79 (0.10)	0.82 (0.12)	0.77 (0.09)	0.82 (0.07)	0.91 (0.07)	0.80 (0.07)	0.79 (0.09)	0.77 (0.10)	0.78 (0.06)	0.78 (0.12)	0.77 (0.07)	0.82 (0.07)	0.77 (0.08)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.12 (0.08)	0.12 (0.10)	-0.01 (0.13)	0.18 (0.17)	-0.30 (0.11)	0.30 (0.11)	-0.03 (0.08)	-0.16 (0.07)	0.02 (0.12)	0.10 (0.08)	-0.17 (0.10)	0.69 (0.16)	0.37 (0.08)	0.26 (0.16)	0.04 (0.12)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.13 (0.07)	0.40 (0.10)	0.61 (0.11)	0.77 (0.10)	0.48 (0.12)	0.02 (0.09)	0.03 (0.09)	0.25 (0.11)	0.24 (0.15)	0.31 (0.10)	0.29 (0.11)	0.04 (0.13)	-0.08 (0.08)	-0.17 (0.07)	-0.15 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.12)	0.23 (0.09)	0.31 (0.06)	0.04 (0.14)	0.08 (0.18)	0.39 (0.14)	-0.16 (0.12)	0.08 (0.11)	0.14 (0.13)	0.63 (0.14)	-0.06 (0.11)	0.32 (0.09)	0.12 (0.17)	0.47 (0.13)	0.16 (0.10)	0.53 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.55 (0.11)	0.18 (0.08)	0.35 (0.11)	-0.07 (0.14)	0.38 (0.11)	0.81 (0.10)	0.92 (0.08)	0.74 (0.08)	0.13 (0.14)	0.67 (0.10)	0.60 (0.07)	0.08 (0.18)	0.25 (0.13)	0.72 (0.10)	0.52 (0.11)

Coefficients [Mean (SD)] 17 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17
n	496	33	56	22	13	21	19	28	52	23	40	28	40	33	27	17	22	22
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.07)	0.73 (0.09)	0.83 (0.05)	0.81 (0.13)	0.77 (0.09)	0.82 (0.07)	0.91 (0.07)	0.80 (0.07)	0.79 (0.09)	0.77 (0.11)	0.77 (0.10)	0.78 (0.06)	0.78 (0.12)	0.77 (0.07)	0.82 (0.07)	0.77 (0.08)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.12 (0.08)	0.13 (0.08)	0.12 (0.08)	0.18 (0.17)	-0.30 (0.11)	0.31 (0.12)	-0.03 (0.08)	-0.16 (0.07)	-0.01 (0.12)	-0.07 (0.10)	0.10 (0.08)	-0.17 (0.10)	0.69 (0.16)	0.37 (0.08)	0.25 (0.16)	0.04 (0.12)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.13 (0.07)	0.38 (0.12)	0.64 (0.11)	0.78 (0.09)	0.48 (0.12)	0.01 (0.09)	0.03 (0.08)	0.25 (0.11)	0.23 (0.16)	0.60 (0.12)	0.31 (0.10)	0.29 (0.11)	0.04 (0.13)	-0.08 (0.08)	-0.17 (0.07)	-0.15 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.12)	0.23 (0.09)	0.37 (0.11)	-0.13 (0.09)	0.07 (0.18)	0.38 (0.14)	-0.16 (0.12)	0.08 (0.11)	0.14 (0.13)	0.65 (0.13)	0.12 (0.08)	-0.06 (0.11)	0.32 (0.09)	0.12 (0.17)	0.47 (0.13)	0.16 (0.10)	0.53 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.55 (0.11)	0.16 (0.08)	0.36 (0.10)	-0.08 (0.14)	0.38 (0.11)	0.81 (0.10)	0.92 (0.08)	0.74 (0.08)	0.14 (0.15)	0.34 (0.12)	0.67 (0.10)	0.60 (0.07)	0.08 (0.18)	0.25 (0.13)	0.73 (0.11)	0.52 (0.11)

Coefficients [Mean (SD)] 18 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18
n	496	33	47	21	44	23	19	28	28	36	12	34	38	33	27	18	22	22	11
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.08)	0.72 (0.09)	0.78 (0.10)	0.81 (0.13)	0.77 (0.09)	0.82 (0.07)	0.95 (0.07)	0.85 (0.07)	0.71 (0.05)	0.80 (0.09)	0.77 (0.10)	0.78 (0.06)	0.78 (0.12)	0.76 (0.07)	0.82 (0.07)	0.77 (0.08)	0.79 (0.06)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.11 (0.08)	0.13 (0.08)	-0.01 (0.13)	0.17 (0.17)	-0.30 (0.11)	0.31 (0.12)	0.01 (0.06)	-0.10 (0.09)	0.09 (0.13)	-0.01 (0.12)	0.10 (0.09)	-0.17 (0.10)	0.69 (0.16)	0.37 (0.08)	0.25 (0.16)	0.04 (0.12)	-0.17 (0.06)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.13 (0.08)	0.36 (0.10)	0.60 (0.12)	0.76 (0.11)	0.48 (0.12)	0.01 (0.09)	-0.00 (0.07)	0.10 (0.08)	0.18 (0.03)	0.24 (0.17)	0.30 (0.09)	0.29 (0.11)	0.04 (0.13)	-0.07 (0.09)	-0.17 (0.07)	-0.15 (0.15)	0.32 (0.06)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.12)	0.21 (0.07)	0.38 (0.11)	0.04 (0.14)	0.09 (0.18)	0.38 (0.14)	-0.16 (0.12)	0.02 (0.08)	0.17 (0.11)	0.43 (0.11)	0.68 (0.13)	-0.06 (0.11)	0.32 (0.09)	0.12 (0.17)	0.46 (0.13)	0.16 (0.10)	0.53 (0.11)	0.05 (0.07)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.57 (0.08)	0.17 (0.08)	0.36 (0.11)	-0.06 (0.14)	0.38 (0.11)	0.81 (0.10)	0.98 (0.04)	0.82 (0.07)	0.36 (0.03)	0.10 (0.13)	0.68 (0.09)	0.60 (0.07)	0.08 (0.18)	0.26 (0.12)	0.73 (0.11)	0.52 (0.11)	0.72 (0.08)

Coefficients [Mean (SD)] 19 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19
n	496	33	49	20	23	23	19	28	28	35	15	34	16	34	27	16	32	22	20	22
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.08)	0.73 (0.09)	0.78 (0.10)	0.80 (0.08)	0.77 (0.09)	0.82 (0.07)	0.95 (0.07)	0.85 (0.06)	0.71 (0.06)	0.80 (0.09)	0.78 (0.07)	0.78 (0.07)	0.78 (0.12)	0.76 (0.07)	0.77 (0.11)	0.82 (0.07)	0.81 (0.13)	0.77 (0.08)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.11 (0.07)	0.13 (0.08)	0.08 (0.09)	-0.07 (0.09)	-0.30 (0.11)	0.31 (0.12)	0.01 (0.06)	-0.10 (0.09)	0.12 (0.13)	-0.01 (0.12)	-0.15 (0.09)	-0.16 (0.10)	0.69 (0.16)	0.38 (0.07)	0.12 (0.08)	0.25 (0.16)	0.19 (0.17)	0.04 (0.12)
Information1 (mean (SD))	0.22 (0.26)	0.31 (0.13)	0.14 (0.08)	0.37 (0.09)	0.57 (0.13)	0.64 (0.10)	0.48 (0.12)	0.01 (0.09)	-0.00 (0.07)	0.10 (0.08)	0.16 (0.05)	0.24 (0.17)	0.36 (0.08)	0.28 (0.11)	0.04 (0.13)	-0.09 (0.08)	0.29 (0.09)	-0.17 (0.07)	0.78 (0.10)	-0.15 (0.15)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.12)	0.21 (0.07)	0.38 (0.11)	-0.05 (0.13)	0.15 (0.07)	0.38 (0.14)	-0.16 (0.12)	0.02 (0.08)	0.17 (0.11)	0.43 (0.10)	0.68 (0.13)	0.05 (0.07)	0.32 (0.09)	0.12 (0.17)	0.47 (0.13)	-0.08 (0.10)	0.16 (0.10)	0.06 (0.18)	0.53 (0.11)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.58 (0.08)	0.17 (0.08)	0.40 (0.10)	0.27 (0.11)	0.38 (0.11)	0.81 (0.10)	0.98 (0.04)	0.83 (0.06)	0.34 (0.06)	0.10 (0.13)	0.70 (0.07)	0.60 (0.07)	0.08 (0.18)	0.25 (0.13)	0.68 (0.10)	0.73 (0.11)	-0.08 (0.14)	0.52 (0.11)

Coefficients [Mean (SD)] 20 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20
n	496	30	44	21	15	29	16	28	28	35	17	30	44	38	24	22	22	20	18	12	3
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.08)	0.74 (0.08)	0.73 (0.09)	0.78 (0.10)	0.78 (0.11)	0.78 (0.08)	0.82 (0.07)	0.95 (0.07)	0.85 (0.06)	0.71 (0.06)	0.81 (0.09)	0.77 (0.10)	0.77 (0.07)	0.79 (0.12)	0.76 (0.06)	0.82 (0.07)	0.81 (0.13)	0.78 (0.09)	0.78 (0.08)	0.71 (0.05)
Distance1 (mean (SD))	0.11 (0.25)	0.42 (0.11)	0.10 (0.08)	0.13 (0.08)	0.14 (0.09)	-0.10 (0.10)	-0.27 (0.13)	0.31 (0.12)	0.01 (0.06)	-0.10 (0.09)	0.11 (0.11)	0.01 (0.12)	0.10 (0.08)	-0.17 (0.11)	0.72 (0.14)	0.34 (0.09)	0.25 (0.16)	0.19 (0.17)	0.00 (0.09)	-0.18 (0.07)	0.44 (0.02)
Information1 (mean (SD))	0.22 (0.26)	0.29 (0.13)	0.13 (0.08)	0.39 (0.10)	0.63 (0.11)	0.62 (0.12)	0.42 (0.08)	0.01 (0.09)	-0.00 (0.07)	0.10 (0.08)	0.16 (0.04)	0.22 (0.16)	0.32 (0.11)	0.31 (0.13)	0.02 (0.12)	-0.09 (0.10)	-0.17 (0.07)	0.78 (0.10)	-0.15 (0.16)	0.35 (0.09)	0.19 (0.10)
Cases1 (mean (SD))	0.19 (0.25)	-0.07 (0.12)	0.20 (0.06)	0.37 (0.11)	-0.12 (0.11)	0.16 (0.09)	0.49 (0.11)	-0.16 (0.12)	0.02 (0.08)	0.17 (0.11)	0.41 (0.10)	0.69 (0.13)	-0.05 (0.11)	0.30 (0.09)	0.10 (0.17)	0.47 (0.12)	0.16 (0.10)	0.06 (0.18)	0.54 (0.11)	0.04 (0.08)	0.22 (0.02)
Complications1 (mean (SD))	0.48 (0.30)	0.38 (0.10)	0.59 (0.07)	0.17 (0.08)	0.33 (0.09)	0.30 (0.12)	0.35 (0.10)	0.81 (0.10)	0.98 (0.04)	0.83 (0.06)	0.37 (0.07)	0.08 (0.12)	0.65 (0.11)	0.59 (0.08)	0.08 (0.19)	0.29 (0.13)	0.73 (0.11)	-0.08 (0.14)	0.53 (0.11)	0.71 (0.08)	0.14 (0.04)

Coefficients [Mean (SD)] 21 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21
n	496	30	48	21	15	30	33	30	28	35	21	18	32	21	22	24	22	18	15	12	18	3
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.08)	0.74 (0.08)	0.73 (0.09)	0.78 (0.10)	0.77 (0.11)	0.76 (0.07)	0.79 (0.10)	0.95 (0.07)	0.85 (0.06)	0.83 (0.07)	0.70 (0.06)	0.81 (0.09)	0.76 (0.07)	0.80 (0.07)	0.79 (0.12)	0.82 (0.07)	0.82 (0.13)	0.80 (0.07)	0.77 (0.09)	0.75 (0.06)	0.71 (0.05)
Distance1 (mean (SD))	0.11 (0.25)	0.42 (0.11)	0.11 (0.08)	0.13 (0.08)	0.14 (0.09)	-0.09 (0.09)	-0.26 (0.11)	0.16 (0.08)	0.01 (0.06)	-0.10 (0.09)	0.33 (0.12)	0.10 (0.12)	0.03 (0.14)	-0.11 (0.10)	-0.12 (0.06)	0.72 (0.14)	0.25 (0.16)	0.22 (0.15)	-0.00 (0.10)	0.10 (0.06)	0.35 (0.09)	0.44 (0.02)
Information1 (mean (SD))	0.22 (0.26)	0.29 (0.13)	0.13 (0.08)	0.39 (0.10)	0.63 (0.11)	0.62 (0.13)	0.44 (0.08)	0.22 (0.10)	-0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	0.14 (0.07)	0.20 (0.17)	0.36 (0.08)	0.21 (0.07)	0.02 (0.12)	-0.17 (0.07)	0.79 (0.10)	-0.18 (0.16)	0.42 (0.06)	-0.11 (0.09)	0.19 (0.10)
Cases1 (mean (SD))	0.19 (0.25)	-0.07 (0.12)	0.21 (0.07)	0.37 (0.11)	-0.12 (0.11)	0.17 (0.10)	0.37 (0.15)	-0.09 (0.11)	0.02 (0.08)	0.17 (0.11)	-0.19 (0.12)	0.45 (0.11)	0.69 (0.13)	0.02 (0.08)	0.34 (0.09)	0.10 (0.17)	0.16 (0.10)	0.03 (0.15)	0.54 (0.10)	-0.00 (0.06)	0.45 (0.11)	0.22 (0.02)
Complications1 (mean (SD))	0.48 (0.30)	0.38 (0.10)	0.57 (0.08)	0.17 (0.08)	0.33 (0.09)	0.27 (0.17)	0.46 (0.15)	0.73 (0.09)	0.98 (0.04)	0.83 (0.06)	0.82 (0.09)	0.35 (0.06)	0.07 (0.12)	0.69 (0.07)	0.61 (0.06)	0.08 (0.19)	0.73 (0.11)	-0.08 (0.14)	0.56 (0.10)	0.51 (0.05)	0.32 (0.11)	0.14 (0.04)

Coefficients [Mean (SD)] 22 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22
n	496	30	46	21	15	28	28	30	25	35	21	25	21	19	21	23	23	20	15	12	18	16	4
R_squared (mean (SD))	0.79 (0.10)	0.75 (0.08)	0.74 (0.08)	0.73 (0.09)	0.78 (0.10)	0.78 (0.11)	0.76 (0.07)	0.79 (0.10)	0.97 (0.05)	0.85 (0.06)	0.83 (0.07)	0.82 (0.07)	0.71 (0.06)	0.81 (0.11)	0.76 (0.07)	0.79 (0.07)	0.79 (0.12)	0.81 (0.13)	0.80 (0.07)	0.77 (0.09)	0.75 (0.06)	0.80 (0.06)	0.71 (0.04)
Distance1 (mean (SD))	0.11 (0.25)	0.42 (0.11)	0.10 (0.08)	0.12 (0.09)	0.14 (0.09)	-0.10 (0.10)	-0.28 (0.11)	0.16 (0.08)	0.00 (0.05)	-0.10 (0.09)	0.33 (0.12)	0.23 (0.16)	0.11 (0.12)	0.08 (0.15)	-0.11 (0.10)	-0.12 (0.06)	0.72 (0.14)	0.19 (0.17)	-0.00 (0.10)	0.10 (0.06)	0.35 (0.09)	-0.06 (0.08)	0.47 (0.05)
Information1 (mean (SD))	0.22 (0.26)	0.29 (0.13)	0.14 (0.08)	0.40 (0.10)	0.63 (0.11)	0.62 (0.12)	0.44 (0.08)	0.22 (0.10)	0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	-0.16 (0.08)	0.14 (0.07)	0.09 (0.10)	0.36 (0.08)	0.22 (0.07)	0.02 (0.12)	0.78 (0.10)	-0.18 (0.16)	0.42 (0.06)	-0.11 (0.09)	0.38 (0.07)	0.19 (0.08)
Cases1 (mean (SD))	0.19 (0.25)	-0.07 (0.12)	0.20 (0.07)	0.37 (0.11)	-0.12 (0.11)	0.15 (0.09)	0.35 (0.14)	-0.09 (0.11)	0.00 (0.07)	0.17 (0.11)	-0.19 (0.12)	0.16 (0.09)	0.44 (0.11)	0.73 (0.14)	0.02 (0.08)	0.34 (0.09)	0.11 (0.17)	0.06 (0.18)	0.54 (0.10)	-0.00 (0.06)	0.45 (0.11)	0.62 (0.07)	0.19 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.38 (0.10)	0.58 (0.08)	0.16 (0.08)	0.33 (0.09)	0.31 (0.11)	0.48 (0.15)	0.73 (0.09)	0.99 (0.03)	0.83 (0.06)	0.82 (0.09)	0.75 (0.12)	0.36 (0.07)	0.09 (0.14)	0.69 (0.07)	0.60 (0.07)	0.07 (0.19)	-0.08 (0.14)	0.56 (0.10)	0.51 (0.05)	0.32 (0.11)	0.10 (0.11)	0.14 (0.03)

Coefficients [Mean (SD)] 23 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23
n	496	32	44	17	13	29	16	30	25	35	21	25	24	13	21	22	23	20	18	15	11	20	17	5
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.77 (0.11)	0.78 (0.08)	0.79 (0.10)	0.97 (0.05)	0.85 (0.06)	0.83 (0.07)	0.82 (0.07)	0.72 (0.06)	0.84 (0.09)	0.76 (0.07)	0.80 (0.07)	0.79 (0.12)	0.76 (0.06)	0.82 (0.13)	0.80 (0.07)	0.77 (0.09)	0.79 (0.08)	0.75 (0.05)	0.70 (0.04)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.12)	0.10 (0.08)	0.11 (0.10)	0.13 (0.09)	-0.09 (0.10)	-0.27 (0.13)	0.16 (0.08)	0.00 (0.05)	-0.10 (0.09)	0.33 (0.12)	0.23 (0.16)	0.10 (0.10)	0.03 (0.12)	-0.11 (0.10)	-0.12 (0.06)	0.72 (0.14)	0.35 (0.09)	0.22 (0.15)	-0.00 (0.10)	0.10 (0.06)	0.03 (0.14)	-0.26 (0.10)	0.44 (0.08)
Information1 (mean (SD))	0.22 (0.26)	0.30 (0.13)	0.13 (0.08)	0.43 (0.10)	0.66 (0.09)	0.62 (0.13)	0.42 (0.08)	0.22 (0.10)	0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	-0.16 (0.08)	0.14 (0.07)	0.07 (0.09)	0.36 (0.08)	0.21 (0.07)	0.02 (0.12)	-0.11 (0.09)	0.79 (0.10)	-0.18 (0.16)	0.42 (0.06)	0.35 (0.09)	0.46 (0.08)	0.19 (0.07)
Cases1 (mean (SD))	0.19 (0.25)	-0.06 (0.12)	0.20 (0.06)	0.31 (0.08)	-0.14 (0.10)	0.16 (0.10)	0.49 (0.11)	-0.09 (0.11)	0.00 (0.07)	0.17 (0.11)	-0.19 (0.12)	0.16 (0.09)	0.45 (0.11)	0.79 (0.13)	0.02 (0.08)	0.34 (0.09)	0.11 (0.17)	0.47 (0.12)	0.03 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.07)	0.25 (0.07)	0.19 (0.07)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.10)	0.59 (0.07)	0.19 (0.08)	0.34 (0.09)	0.29 (0.17)	0.35 (0.10)	0.73 (0.09)	0.99 (0.03)	0.83 (0.06)	0.82 (0.09)	0.75 (0.12)	0.36 (0.08)	0.10 (0.12)	0.69 (0.07)	0.61 (0.06)	0.07 (0.19)	0.29 (0.14)	-0.08 (0.14)	0.56 (0.10)	0.51 (0.04)	0.05 (0.08)	0.55 (0.12)	0.17 (0.09)

Coefficients [Mean (SD)] 24 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24
n	496	37	47	15	13	14	15	30	25	35	21	26	21	13	17	21	22	19	5	18	15	11	20	18	18
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.74 (0.08)	0.71 (0.09)	0.81 (0.05)	0.81 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.05)	0.85 (0.06)	0.83 (0.07)	0.82 (0.07)	0.71 (0.06)	0.84 (0.09)	0.74 (0.11)	0.76 (0.07)	0.80 (0.07)	0.79 (0.13)	0.82 (0.08)	0.82 (0.13)	0.80 (0.07)	0.77 (0.09)	0.79 (0.08)	0.75 (0.06)	0.75 (0.05)
Distance1 (mean (SD))	0.11 (0.25)	0.42 (0.11)	0.11 (0.08)	0.12 (0.09)	0.13 (0.09)	-0.14 (0.09)	-0.27 (0.13)	0.16 (0.08)	0.00 (0.05)	-0.10 (0.09)	0.33 (0.12)	0.24 (0.17)	0.09 (0.11)	0.03 (0.12)	-0.04 (0.07)	-0.11 (0.10)	-0.12 (0.06)	0.75 (0.13)	0.49 (0.15)	0.22 (0.15)	-0.00 (0.10)	0.10 (0.06)	0.03 (0.14)	0.35 (0.09)	-0.26 (0.10)
Information1 (mean (SD))	0.22 (0.26)	0.29 (0.13)	0.13 (0.08)	0.42 (0.10)	0.66 (0.09)	0.72 (0.08)	0.42 (0.08)	0.22 (0.10)	0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	-0.15 (0.08)	0.14 (0.07)	0.07 (0.09)	0.53 (0.09)	0.36 (0.08)	0.21 (0.07)	0.03 (0.13)	-0.02 (0.04)	0.79 (0.10)	-0.18 (0.16)	0.42 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.46 (0.08)
Cases1 (mean (SD))	0.19 (0.25)	-0.03 (0.14)	0.21 (0.07)	0.32 (0.08)	-0.14 (0.10)	0.23 (0.11)	0.50 (0.10)	-0.09 (0.11)	0.00 (0.07)	0.17 (0.11)	-0.19 (0.12)	0.16 (0.09)	0.47 (0.10)	0.79 (0.13)	0.12 (0.06)	0.02 (0.08)	0.34 (0.09)	0.05 (0.12)	0.53 (0.14)	0.03 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.07)	0.45 (0.11)	0.25 (0.07)
Complications1 (mean (SD))	0.48 (0.30)	0.34 (0.12)	0.58 (0.08)	0.19 (0.07)	0.34 (0.09)	0.14 (0.15)	0.35 (0.11)	0.73 (0.09)	0.99 (0.03)	0.83 (0.06)	0.82 (0.09)	0.73 (0.14)	0.35 (0.07)	0.10 (0.12)	0.39 (0.07)	0.69 (0.07)	0.61 (0.06)	0.09 (0.17)	-0.06 (0.16)	-0.08 (0.14)	0.56 (0.10)	0.51 (0.04)	0.05 (0.08)	0.32 (0.11)	0.55 (0.12)

Coefficients [Mean (SD)] 25 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25
n	496	33	47	14	13	16	13	30	25	35	21	20	21	13	17	21	22	22	19	18	15	7	10	21	18	5
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.09)	0.74 (0.08)	0.70 (0.09)	0.81 (0.05)	0.80 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.05)	0.85 (0.06)	0.83 (0.07)	0.84 (0.07)	0.71 (0.06)	0.84 (0.09)	0.74 (0.11)	0.76 (0.07)	0.80 (0.07)	0.79 (0.13)	0.76 (0.06)	0.82 (0.13)	0.80 (0.07)	0.76 (0.04)	0.79 (0.07)	0.79 (0.08)	0.75 (0.05)	0.72 (0.04)
Distance1 (mean (SD))	0.11 (0.25)	0.40 (0.12)	0.11 (0.08)	0.12 (0.10)	0.13 (0.09)	-0.15 (0.09)	-0.25 (0.12)	0.16 (0.08)	0.00 (0.05)	-0.10 (0.09)	0.33 (0.12)	0.17 (0.09)	0.09 (0.11)	0.03 (0.12)	-0.04 (0.07)	-0.11 (0.10)	-0.12 (0.06)	0.73 (0.14)	0.34 (0.08)	0.22 (0.15)	-0.00 (0.10)	0.50 (0.11)	0.09 (0.05)	0.04 (0.13)	-0.28 (0.12)	0.49 (0.06)
Information1 (mean (SD))	0.22 (0.26)	0.30 (0.13)	0.13 (0.08)	0.42 (0.10)	0.66 (0.09)	0.71 (0.09)	0.41 (0.08)	0.22 (0.10)	0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	-0.15 (0.08)	0.14 (0.07)	0.07 (0.09)	0.53 (0.09)	0.36 (0.08)	0.21 (0.07)	0.02 (0.12)	-0.10 (0.09)	0.79 (0.10)	-0.18 (0.16)	-0.16 (0.09)	0.43 (0.06)	0.35 (0.08)	0.45 (0.07)	0.19 (0.07)
Cases1 (mean (SD))	0.19 (0.25)	-0.05 (0.13)	0.21 (0.07)	0.31 (0.07)	-0.14 (0.10)	0.23 (0.11)	0.52 (0.10)	-0.09 (0.11)	0.00 (0.07)	0.17 (0.11)	-0.19 (0.12)	0.17 (0.10)	0.47 (0.10)	0.79 (0.13)	0.12 (0.06)	0.02 (0.08)	0.34 (0.09)	0.10 (0.18)	0.48 (0.11)	0.03 (0.15)	0.54 (0.10)	0.14 (0.07)	-0.02 (0.04)	0.59 (0.08)	0.27 (0.08)	0.14 (0.12)
Complications1 (mean (SD))	0.48 (0.30)	0.38 (0.10)	0.58 (0.08)	0.19 (0.08)	0.34 (0.09)	0.17 (0.16)	0.33 (0.10)	0.73 (0.09)	0.99 (0.03)	0.83 (0.06)	0.82 (0.09)	0.79 (0.09)	0.35 (0.07)	0.10 (0.12)	0.39 (0.07)	0.69 (0.07)	0.61 (0.06)	0.06 (0.19)	0.29 (0.14)	-0.08 (0.14)	0.56 (0.10)	0.52 (0.12)	0.51 (0.05)	0.06 (0.09)	0.56 (0.10)	0.15 (0.04)

Coefficients [Mean (SD)] 26 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26
n	496	18	47	16	14	15	13	30	25	35	21	25	21	13	16	21	21	22	18	2	17	15	9	21	19	18	4
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.08)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.81 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.05)	0.85 (0.06)	0.83 (0.07)	0.82 (0.07)	0.71 (0.06)	0.84 (0.09)	0.74 (0.11)	0.76 (0.07)	0.73 (0.09)	0.80 (0.07)	0.80 (0.12)	0.85 (0.01)	0.82 (0.14)	0.80 (0.07)	0.80 (0.06)	0.79 (0.08)	0.75 (0.05)	0.75 (0.05)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.44 (0.08)	0.11 (0.08)	0.11 (0.10)	0.13 (0.09)	-0.16 (0.09)	-0.25 (0.12)	0.16 (0.08)	0.00 (0.05)	-0.10 (0.09)	0.33 (0.12)	0.23 (0.16)	0.09 (0.11)	0.03 (0.12)	-0.04 (0.07)	-0.11 (0.10)	0.38 (0.14)	-0.12 (0.06)	0.76 (0.13)	0.35 (0.02)	0.22 (0.15)	-0.00 (0.10)	0.08 (0.04)	0.04 (0.13)	0.36 (0.10)	-0.28 (0.12)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.18 (0.07)	0.13 (0.08)	0.43 (0.10)	0.66 (0.09)	0.72 (0.08)	0.41 (0.08)	0.22 (0.10)	0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	-0.16 (0.08)	0.14 (0.07)	0.07 (0.09)	0.53 (0.10)	0.36 (0.08)	0.38 (0.09)	0.21 (0.07)	0.03 (0.13)	-0.03 (0.04)	0.79 (0.10)	-0.18 (0.16)	0.43 (0.06)	0.35 (0.08)	-0.11 (0.09)	0.45 (0.07)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	0.06 (0.11)	0.21 (0.07)	0.30 (0.07)	-0.12 (0.11)	0.23 (0.11)	0.52 (0.10)	-0.09 (0.11)	0.00 (0.07)	0.17 (0.11)	-0.19 (0.12)	0.16 (0.09)	0.47 (0.10)	0.79 (0.13)	0.12 (0.06)	0.02 (0.08)	-0.10 (0.12)	0.34 (0.09)	0.04 (0.11)	0.66 (0.14)	0.02 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.08)	0.44 (0.13)	0.27 (0.08)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.32 (0.12)	0.58 (0.08)	0.19 (0.08)	0.33 (0.10)	0.18 (0.16)	0.33 (0.10)	0.73 (0.09)	0.99 (0.03)	0.83 (0.06)	0.82 (0.09)	0.75 (0.12)	0.35 (0.07)	0.10 (0.12)	0.40 (0.07)	0.69 (0.07)	0.38 (0.12)	0.61 (0.06)	0.12 (0.13)	0.03 (0.02)	-0.09 (0.13)	0.56 (0.10)	0.52 (0.05)	0.06 (0.09)	0.32 (0.11)	0.56 (0.10)	-0.19 (0.20)

Coefficients [Mean (SD)] 27 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27
n	496	19	42	17	14	15	13	30	25	33	21	25	16	14	11	16	21	20	24	18	17	15	9	20	17	18	2	4
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.81 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.05)	0.85 (0.06)	0.83 (0.07)	0.82 (0.07)	0.74 (0.05)	0.72 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.73 (0.09)	0.81 (0.07)	0.80 (0.12)	0.82 (0.14)	0.80 (0.07)	0.80 (0.06)	0.79 (0.08)	0.75 (0.06)	0.75 (0.05)	0.77 (0.01)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.44 (0.08)	0.10 (0.07)	0.11 (0.10)	0.13 (0.09)	-0.16 (0.09)	-0.25 (0.12)	0.16 (0.08)	0.00 (0.05)	-0.09 (0.09)	0.33 (0.12)	0.23 (0.16)	0.17 (0.06)	-0.02 (0.06)	0.11 (0.17)	-0.04 (0.07)	-0.11 (0.10)	0.38 (0.14)	-0.13 (0.06)	0.76 (0.13)	0.22 (0.15)	-0.00 (0.10)	0.08 (0.04)	0.03 (0.14)	0.34 (0.08)	-0.28 (0.12)	0.55 (0.04)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.08)	0.14 (0.08)	0.43 (0.10)	0.66 (0.09)	0.72 (0.08)	0.41 (0.08)	0.22 (0.10)	0.00 (0.07)	0.10 (0.08)	-0.03 (0.06)	-0.16 (0.08)	0.14 (0.06)	0.13 (0.08)	0.03 (0.07)	0.53 (0.10)	0.36 (0.08)	0.38 (0.09)	0.20 (0.08)	0.03 (0.13)	0.79 (0.10)	-0.18 (0.16)	0.43 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.45 (0.07)	-0.10 (0.07)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	0.06 (0.10)	0.19 (0.06)	0.31 (0.08)	-0.12 (0.11)	0.23 (0.11)	0.52 (0.10)	-0.09 (0.11)	0.00 (0.07)	0.16 (0.10)	-0.19 (0.12)	0.16 (0.09)	0.37 (0.07)	0.59 (0.10)	0.80 (0.14)	0.12 (0.06)	0.02 (0.08)	-0.11 (0.12)	0.35 (0.09)	0.04 (0.11)	0.02 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.07)	0.46 (0.10)	0.27 (0.08)	0.20 (0.05)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.31 (0.12)	0.59 (0.07)	0.19 (0.08)	0.33 (0.10)	0.18 (0.16)	0.33 (0.10)	0.73 (0.09)	0.99 (0.03)	0.83 (0.06)	0.82 (0.09)	0.75 (0.12)	0.39 (0.10)	0.31 (0.08)	0.04 (0.10)	0.40 (0.07)	0.69 (0.07)	0.39 (0.12)	0.62 (0.07)	0.12 (0.13)	-0.09 (0.13)	0.56 (0.10)	0.52 (0.05)	0.05 (0.08)	0.32 (0.11)	0.56 (0.10)	0.34 (0.04)	-0.19 (0.20)

Coefficients [Mean (SD)] 28 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28
n	496	19	42	17	14	15	15	31	22	17	20	19	25	16	14	11	16	20	20	24	18	17	15	10	20	17	16	2	4
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.81 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.04)	0.85 (0.07)	0.83 (0.06)	0.86 (0.05)	0.82 (0.07)	0.74 (0.05)	0.72 (0.09)	0.86 (0.08)	0.74 (0.11)	0.77 (0.06)	0.73 (0.09)	0.81 (0.07)	0.80 (0.12)	0.82 (0.14)	0.80 (0.07)	0.78 (0.09)	0.79 (0.08)	0.75 (0.06)	0.74 (0.05)	0.77 (0.01)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.44 (0.08)	0.10 (0.07)	0.11 (0.10)	0.13 (0.09)	-0.16 (0.09)	-0.27 (0.13)	0.16 (0.08)	0.00 (0.05)	-0.16 (0.05)	0.34 (0.12)	-0.01 (0.04)	0.23 (0.16)	0.17 (0.06)	-0.02 (0.06)	0.11 (0.17)	-0.04 (0.07)	-0.11 (0.10)	0.38 (0.14)	-0.13 (0.06)	0.76 (0.13)	0.22 (0.15)	-0.00 (0.10)	0.07 (0.06)	0.03 (0.14)	0.34 (0.08)	-0.26 (0.10)	0.55 (0.04)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.08)	0.14 (0.08)	0.43 (0.10)	0.66 (0.09)	0.72 (0.08)	0.42 (0.08)	0.21 (0.10)	0.01 (0.07)	0.14 (0.05)	-0.03 (0.06)	0.05 (0.08)	-0.16 (0.08)	0.14 (0.06)	0.13 (0.08)	0.03 (0.07)	0.53 (0.10)	0.36 (0.08)	0.38 (0.09)	0.20 (0.08)	0.03 (0.13)	0.79 (0.10)	-0.18 (0.16)	0.42 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.44 (0.07)	-0.10 (0.07)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	0.06 (0.10)	0.19 (0.06)	0.31 (0.08)	-0.12 (0.11)	0.23 (0.11)	0.50 (0.10)	-0.09 (0.11)	-0.02 (0.05)	0.13 (0.10)	-0.20 (0.12)	0.18 (0.08)	0.16 (0.09)	0.37 (0.07)	0.59 (0.10)	0.80 (0.14)	0.12 (0.06)	0.03 (0.07)	-0.11 (0.12)	0.35 (0.09)	0.04 (0.11)	0.02 (0.15)	0.54 (0.10)	-0.03 (0.06)	0.59 (0.07)	0.46 (0.10)	0.25 (0.07)	0.20 (0.05)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.31 (0.12)	0.59 (0.07)	0.19 (0.08)	0.33 (0.10)	0.18 (0.16)	0.35 (0.11)	0.73 (0.09)	0.99 (0.02)	0.86 (0.04)	0.82 (0.09)	0.82 (0.07)	0.75 (0.12)	0.39 (0.10)	0.31 (0.08)	0.04 (0.10)	0.40 (0.07)	0.69 (0.07)	0.39 (0.12)	0.62 (0.07)	0.12 (0.13)	-0.09 (0.13)	0.56 (0.10)	0.52 (0.05)	0.05 (0.08)	0.32 (0.11)	0.57 (0.11)	0.34 (0.04)	-0.19 (0.20)

Coefficients [Mean (SD)] 29 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29
n	496	18	34	17	14	13	13	31	22	17	8	20	17	13	11	19	21	21	24	18	19	8	19	17	15	9	20	17	17	4
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.08)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.82 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.04)	0.85 (0.07)	0.76 (0.04)	0.85 (0.05)	0.73 (0.05)	0.73 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.73 (0.09)	0.81 (0.07)	0.80 (0.12)	0.84 (0.07)	0.70 (0.08)	0.84 (0.06)	0.82 (0.14)	0.80 (0.07)	0.80 (0.06)	0.79 (0.08)	0.75 (0.06)	0.76 (0.05)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.44 (0.08)	0.09 (0.07)	0.11 (0.10)	0.13 (0.09)	-0.15 (0.09)	-0.25 (0.12)	0.16 (0.08)	0.00 (0.05)	-0.16 (0.05)	0.50 (0.11)	-0.01 (0.06)	0.17 (0.07)	-0.02 (0.05)	0.11 (0.17)	-0.07 (0.09)	-0.11 (0.10)	0.38 (0.14)	-0.13 (0.06)	0.76 (0.13)	0.17 (0.09)	0.11 (0.08)	0.32 (0.11)	0.22 (0.15)	-0.00 (0.10)	0.08 (0.04)	0.03 (0.14)	0.34 (0.08)	-0.29 (0.12)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.18 (0.07)	0.11 (0.06)	0.43 (0.10)	0.66 (0.09)	0.74 (0.06)	0.41 (0.08)	0.21 (0.10)	0.01 (0.07)	0.14 (0.05)	-0.16 (0.08)	0.04 (0.08)	0.13 (0.06)	0.14 (0.08)	0.03 (0.07)	0.53 (0.09)	0.36 (0.08)	0.38 (0.09)	0.20 (0.08)	0.03 (0.13)	-0.16 (0.07)	0.25 (0.04)	-0.02 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.43 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.44 (0.07)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	0.06 (0.11)	0.20 (0.05)	0.31 (0.08)	-0.12 (0.11)	0.22 (0.12)	0.52 (0.10)	-0.09 (0.11)	-0.02 (0.05)	0.13 (0.10)	0.12 (0.10)	0.18 (0.08)	0.37 (0.07)	0.60 (0.09)	0.80 (0.14)	0.14 (0.07)	0.02 (0.08)	-0.10 (0.12)	0.35 (0.09)	0.04 (0.11)	0.17 (0.10)	0.18 (0.08)	-0.21 (0.12)	0.02 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.07)	0.46 (0.10)	0.27 (0.08)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.32 (0.12)	0.61 (0.05)	0.19 (0.08)	0.33 (0.10)	0.15 (0.16)	0.33 (0.10)	0.73 (0.09)	0.99 (0.02)	0.86 (0.04)	0.55 (0.15)	0.82 (0.07)	0.39 (0.09)	0.30 (0.07)	0.04 (0.10)	0.40 (0.06)	0.69 (0.07)	0.38 (0.12)	0.62 (0.07)	0.12 (0.13)	0.78 (0.09)	0.48 (0.03)	0.82 (0.09)	-0.09 (0.13)	0.56 (0.10)	0.52 (0.05)	0.05 (0.08)	0.32 (0.11)	0.57 (0.10)	-0.19 (0.20)

Coefficients [Mean (SD)] 30 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30
n	496	22	34	16	13	13	15	31	22	17	8	20	17	13	11	16	21	18	24	18	20	8	18	17	15	9	21	17	16	2	4
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.83 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.04)	0.85 (0.07)	0.76 (0.04)	0.85 (0.05)	0.73 (0.05)	0.73 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.73 (0.10)	0.81 (0.07)	0.80 (0.12)	0.84 (0.06)	0.70 (0.08)	0.84 (0.06)	0.82 (0.14)	0.80 (0.07)	0.80 (0.06)	0.79 (0.08)	0.75 (0.06)	0.74 (0.05)	0.72 (0.02)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.43 (0.08)	0.09 (0.07)	0.11 (0.10)	0.12 (0.08)	-0.17 (0.09)	-0.27 (0.13)	0.16 (0.08)	0.00 (0.05)	-0.16 (0.05)	0.50 (0.11)	-0.01 (0.06)	0.17 (0.07)	-0.02 (0.05)	0.11 (0.17)	-0.04 (0.07)	-0.11 (0.10)	0.37 (0.15)	-0.13 (0.06)	0.76 (0.13)	0.17 (0.09)	0.11 (0.08)	0.33 (0.11)	0.22 (0.15)	-0.00 (0.10)	0.08 (0.04)	0.04 (0.13)	0.34 (0.08)	-0.26 (0.10)	-0.10 (0.05)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.20 (0.08)	0.11 (0.06)	0.43 (0.10)	0.68 (0.08)	0.71 (0.08)	0.42 (0.08)	0.21 (0.10)	0.01 (0.07)	0.14 (0.05)	-0.16 (0.08)	0.04 (0.08)	0.13 (0.06)	0.14 (0.08)	0.03 (0.07)	0.53 (0.10)	0.36 (0.08)	0.42 (0.06)	0.20 (0.08)	0.03 (0.13)	-0.16 (0.07)	0.25 (0.04)	-0.02 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.43 (0.06)	0.35 (0.08)	-0.11 (0.09)	0.44 (0.07)	0.76 (0.05)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	0.03 (0.13)	0.20 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.20 (0.09)	0.50 (0.10)	-0.09 (0.11)	-0.02 (0.05)	0.13 (0.10)	0.12 (0.10)	0.18 (0.08)	0.37 (0.07)	0.60 (0.09)	0.80 (0.14)	0.12 (0.06)	0.02 (0.08)	-0.10 (0.12)	0.35 (0.09)	0.04 (0.11)	0.16 (0.11)	0.18 (0.08)	-0.22 (0.11)	0.02 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.08)	0.46 (0.10)	0.25 (0.07)	0.39 (0.06)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.34 (0.13)	0.61 (0.05)	0.19 (0.08)	0.32 (0.10)	0.23 (0.09)	0.35 (0.11)	0.73 (0.09)	0.99 (0.02)	0.86 (0.04)	0.55 (0.15)	0.82 (0.07)	0.39 (0.09)	0.30 (0.07)	0.04 (0.10)	0.40 (0.07)	0.69 (0.07)	0.37 (0.11)	0.62 (0.07)	0.12 (0.13)	0.78 (0.09)	0.48 (0.03)	0.83 (0.09)	-0.09 (0.13)	0.56 (0.10)	0.52 (0.05)	0.06 (0.09)	0.32 (0.11)	0.57 (0.11)	-0.16 (0.16)	-0.19 (0.20)

Coefficients [Mean (SD)] 31 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31
n	496	22	36	17	14	13	13	31	22	17	6	20	13	11	19	21	7	24	17	19	8	19	17	15	9	20	17	10	17	15	3	4
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.82 (0.09)	0.78 (0.09)	0.79 (0.10)	0.97 (0.04)	0.85 (0.07)	0.76 (0.04)	0.85 (0.05)	0.73 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.79 (0.08)	0.81 (0.07)	0.80 (0.13)	0.84 (0.07)	0.70 (0.08)	0.84 (0.06)	0.82 (0.14)	0.80 (0.07)	0.80 (0.06)	0.79 (0.08)	0.75 (0.06)	0.68 (0.09)	0.76 (0.05)	0.73 (0.06)	0.78 (0.02)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.43 (0.08)	0.10 (0.08)	0.11 (0.10)	0.13 (0.09)	-0.15 (0.09)	-0.25 (0.12)	0.16 (0.08)	0.00 (0.05)	-0.16 (0.05)	0.49 (0.12)	-0.01 (0.06)	-0.02 (0.05)	0.11 (0.17)	-0.07 (0.09)	-0.11 (0.10)	0.52 (0.12)	-0.13 (0.06)	0.76 (0.14)	0.17 (0.09)	0.11 (0.08)	0.32 (0.11)	0.22 (0.15)	-0.00 (0.10)	0.08 (0.04)	0.03 (0.14)	0.34 (0.08)	0.27 (0.05)	-0.29 (0.12)	0.16 (0.07)	0.61 (0.10)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.20 (0.08)	0.11 (0.06)	0.43 (0.10)	0.66 (0.09)	0.74 (0.06)	0.41 (0.08)	0.21 (0.10)	0.01 (0.07)	0.14 (0.05)	-0.18 (0.08)	0.04 (0.08)	0.14 (0.08)	0.03 (0.07)	0.53 (0.09)	0.36 (0.08)	0.44 (0.06)	0.20 (0.08)	0.04 (0.12)	-0.16 (0.07)	0.25 (0.04)	-0.02 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.43 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.39 (0.05)	0.44 (0.07)	0.14 (0.06)	-0.13 (0.07)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	0.03 (0.13)	0.20 (0.06)	0.31 (0.08)	-0.12 (0.11)	0.22 (0.12)	0.52 (0.10)	-0.09 (0.11)	-0.02 (0.05)	0.13 (0.10)	0.09 (0.09)	0.18 (0.08)	0.60 (0.09)	0.80 (0.14)	0.14 (0.07)	0.02 (0.08)	-0.19 (0.10)	0.35 (0.09)	0.03 (0.11)	0.17 (0.10)	0.18 (0.08)	-0.21 (0.12)	0.02 (0.15)	0.54 (0.10)	-0.02 (0.04)	0.59 (0.07)	0.46 (0.10)	-0.03 (0.09)	0.27 (0.08)	0.38 (0.07)	0.19 (0.04)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.34 (0.13)	0.61 (0.06)	0.19 (0.08)	0.33 (0.10)	0.15 (0.16)	0.33 (0.10)	0.73 (0.09)	0.99 (0.02)	0.86 (0.04)	0.62 (0.09)	0.82 (0.07)	0.30 (0.07)	0.04 (0.10)	0.40 (0.06)	0.69 (0.07)	0.32 (0.10)	0.62 (0.07)	0.11 (0.13)	0.78 (0.09)	0.48 (0.03)	0.82 (0.09)	-0.09 (0.13)	0.56 (0.10)	0.52 (0.05)	0.05 (0.08)	0.32 (0.11)	0.41 (0.12)	0.57 (0.10)	0.37 (0.09)	0.32 (0.04)	-0.19 (0.20)

Coefficients [Mean (SD)] 32 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32
n	496	21	36	17	14	11	13	27	24	15	6	17	13	11	19	21	12	27	16	4	18	8	18	19	15	15	20	17	14	15	5	5	3
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.80 (0.09)	0.97 (0.05)	0.85 (0.07)	0.76 (0.04)	0.86 (0.05)	0.73 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.74 (0.11)	0.80 (0.08)	0.81 (0.12)	0.72 (0.19)	0.84 (0.06)	0.70 (0.08)	0.84 (0.06)	0.81 (0.13)	0.80 (0.07)	0.76 (0.08)	0.79 (0.08)	0.75 (0.06)	0.76 (0.05)	0.73 (0.06)	0.83 (0.04)	0.71 (0.13)	0.78 (0.02)
Distance1 (mean (SD))	0.11 (0.25)	0.43 (0.08)	0.10 (0.08)	0.11 (0.10)	0.13 (0.09)	-0.16 (0.09)	-0.25 (0.12)	0.17 (0.08)	-0.01 (0.06)	-0.16 (0.06)	0.49 (0.12)	0.00 (0.07)	-0.02 (0.05)	0.11 (0.17)	-0.07 (0.09)	-0.11 (0.10)	0.43 (0.15)	-0.13 (0.06)	0.77 (0.13)	0.10 (0.06)	0.18 (0.09)	0.11 (0.08)	0.33 (0.11)	0.19 (0.17)	-0.00 (0.10)	0.15 (0.10)	0.03 (0.14)	0.34 (0.08)	-0.31 (0.11)	0.16 (0.07)	-0.00 (0.03)	0.60 (0.08)	0.61 (0.10)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.07)	0.11 (0.06)	0.43 (0.10)	0.66 (0.09)	0.73 (0.06)	0.41 (0.08)	0.19 (0.08)	0.02 (0.08)	0.14 (0.05)	-0.18 (0.08)	0.00 (0.06)	0.14 (0.08)	0.03 (0.07)	0.53 (0.09)	0.36 (0.08)	0.43 (0.05)	0.22 (0.10)	0.04 (0.12)	0.39 (0.09)	-0.17 (0.06)	0.25 (0.04)	-0.02 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.41 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.14 (0.06)	0.14 (0.07)	-0.01 (0.03)	-0.13 (0.07)
Cases1 (mean (SD))	0.19 (0.25)	0.03 (0.13)	0.20 (0.06)	0.31 (0.08)	-0.12 (0.11)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.16 (0.08)	0.09 (0.09)	0.20 (0.06)	0.60 (0.09)	0.80 (0.14)	0.14 (0.07)	0.02 (0.08)	-0.09 (0.15)	0.34 (0.08)	0.02 (0.10)	-0.29 (0.04)	0.16 (0.11)	0.18 (0.08)	-0.22 (0.11)	0.06 (0.18)	0.54 (0.10)	-0.04 (0.06)	0.59 (0.07)	0.46 (0.10)	0.26 (0.09)	0.38 (0.07)	0.09 (0.04)	0.36 (0.11)	0.19 (0.04)
Complications1 (mean (SD))	0.48 (0.30)	0.34 (0.13)	0.61 (0.06)	0.19 (0.08)	0.33 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.86 (0.05)	0.62 (0.09)	0.85 (0.06)	0.30 (0.07)	0.04 (0.10)	0.40 (0.06)	0.69 (0.07)	0.30 (0.09)	0.61 (0.08)	0.11 (0.13)	0.72 (0.16)	0.77 (0.08)	0.48 (0.03)	0.83 (0.09)	-0.10 (0.13)	0.56 (0.10)	0.50 (0.05)	0.05 (0.08)	0.32 (0.11)	0.58 (0.11)	0.37 (0.09)	0.75 (0.04)	-0.13 (0.22)	0.32 (0.04)

Coefficients [Mean (SD)] 33 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33
n	496	21	34	17	13	11	13	25	24	15	15	14	12	13	11	19	21	13	27	16	4	8	20	19	15	6	9	20	17	14	7	15	5	3
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.81 (0.08)	0.97 (0.05)	0.85 (0.07)	0.80 (0.08)	0.87 (0.05)	0.85 (0.05)	0.73 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.71 (0.10)	0.80 (0.08)	0.81 (0.12)	0.72 (0.19)	0.70 (0.08)	0.82 (0.07)	0.81 (0.13)	0.80 (0.07)	0.80 (0.08)	0.80 (0.06)	0.79 (0.08)	0.75 (0.06)	0.76 (0.05)	0.81 (0.05)	0.73 (0.06)	0.71 (0.13)	0.78 (0.02)
Distance1 (mean (SD))	0.11 (0.25)	0.43 (0.08)	0.10 (0.08)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.25 (0.12)	0.18 (0.08)	-0.01 (0.06)	-0.16 (0.06)	0.34 (0.15)	-0.02 (0.05)	0.12 (0.07)	-0.02 (0.05)	0.11 (0.17)	-0.07 (0.09)	-0.11 (0.10)	0.29 (0.07)	-0.13 (0.06)	0.77 (0.13)	0.10 (0.06)	0.11 (0.08)	0.31 (0.11)	0.19 (0.17)	-0.00 (0.10)	0.54 (0.12)	0.08 (0.04)	0.03 (0.14)	0.34 (0.08)	-0.31 (0.11)	0.03 (0.06)	0.16 (0.07)	0.60 (0.08)	0.61 (0.10)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.07)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.41 (0.08)	0.20 (0.06)	0.02 (0.08)	0.14 (0.05)	-0.15 (0.06)	0.01 (0.06)	-0.16 (0.09)	0.14 (0.08)	0.03 (0.07)	0.53 (0.09)	0.36 (0.08)	0.40 (0.06)	0.22 (0.10)	0.04 (0.12)	0.39 (0.09)	0.25 (0.04)	-0.01 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.44 (0.07)	0.43 (0.06)	0.35 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.17 (0.08)	0.14 (0.06)	-0.01 (0.03)	-0.13 (0.07)
Cases1 (mean (SD))	0.19 (0.25)	0.03 (0.13)	0.21 (0.06)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.16 (0.08)	0.10 (0.10)	0.22 (0.06)	0.21 (0.08)	0.60 (0.09)	0.80 (0.14)	0.14 (0.07)	0.02 (0.08)	-0.03 (0.09)	0.34 (0.08)	0.02 (0.10)	-0.29 (0.04)	0.18 (0.08)	-0.20 (0.12)	0.06 (0.18)	0.54 (0.10)	-0.22 (0.08)	-0.02 (0.04)	0.59 (0.07)	0.46 (0.10)	0.26 (0.09)	0.10 (0.03)	0.38 (0.07)	0.36 (0.11)	0.19 (0.04)
Complications1 (mean (SD))	0.48 (0.30)	0.34 (0.13)	0.61 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.86 (0.05)	0.68 (0.08)	0.84 (0.07)	0.84 (0.07)	0.30 (0.07)	0.04 (0.10)	0.40 (0.06)	0.69 (0.07)	0.37 (0.13)	0.61 (0.08)	0.11 (0.13)	0.72 (0.16)	0.48 (0.03)	0.83 (0.09)	-0.10 (0.13)	0.56 (0.10)	0.34 (0.09)	0.52 (0.05)	0.05 (0.08)	0.32 (0.11)	0.58 (0.11)	0.72 (0.07)	0.37 (0.09)	-0.13 (0.22)	0.32 (0.04)

Coefficients [Mean (SD)] 34 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34
n	496	19	31	17	13	11	13	25	24	15	14	14	12	13	11	19	21	6	27	16	4	8	21	19	15	8	9	21	17	7	14	10	14	5	3
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.08)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.81 (0.08)	0.97 (0.05)	0.85 (0.07)	0.80 (0.08)	0.87 (0.05)	0.85 (0.05)	0.73 (0.09)	0.86 (0.08)	0.74 (0.11)	0.76 (0.07)	0.69 (0.11)	0.80 (0.08)	0.81 (0.12)	0.72 (0.19)	0.70 (0.08)	0.82 (0.07)	0.81 (0.13)	0.80 (0.07)	0.78 (0.07)	0.80 (0.06)	0.78 (0.09)	0.75 (0.06)	0.72 (0.09)	0.76 (0.05)	0.79 (0.06)	0.74 (0.05)	0.71 (0.13)	0.78 (0.02)
Distance1 (mean (SD))	0.11 (0.25)	0.44 (0.08)	0.10 (0.08)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.25 (0.12)	0.18 (0.08)	-0.01 (0.06)	-0.16 (0.06)	0.35 (0.15)	-0.02 (0.05)	0.12 (0.07)	-0.02 (0.05)	0.11 (0.17)	-0.07 (0.09)	-0.11 (0.10)	0.33 (0.08)	-0.13 (0.06)	0.77 (0.13)	0.10 (0.06)	0.11 (0.08)	0.31 (0.11)	0.19 (0.17)	-0.00 (0.10)	0.50 (0.13)	0.08 (0.04)	0.04 (0.14)	0.34 (0.08)	0.26 (0.04)	-0.31 (0.11)	0.03 (0.05)	0.16 (0.07)	0.60 (0.08)	0.61 (0.10)
Information1 (mean (SD))	0.22 (0.26)	0.18 (0.07)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.41 (0.08)	0.20 (0.06)	0.02 (0.08)	0.14 (0.05)	-0.16 (0.07)	0.01 (0.06)	-0.16 (0.09)	0.14 (0.08)	0.03 (0.07)	0.53 (0.09)	0.36 (0.08)	0.42 (0.04)	0.22 (0.10)	0.04 (0.12)	0.39 (0.09)	0.25 (0.04)	-0.02 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.40 (0.10)	0.43 (0.06)	0.34 (0.10)	-0.11 (0.09)	0.39 (0.07)	0.46 (0.08)	0.15 (0.07)	0.14 (0.06)	-0.01 (0.03)	-0.13 (0.07)
Cases1 (mean (SD))	0.19 (0.25)	0.05 (0.12)	0.22 (0.05)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.16 (0.08)	0.11 (0.09)	0.22 (0.06)	0.21 (0.08)	0.60 (0.09)	0.80 (0.14)	0.14 (0.07)	0.02 (0.08)	0.03 (0.04)	0.34 (0.08)	0.02 (0.10)	-0.29 (0.04)	0.18 (0.08)	-0.19 (0.12)	0.06 (0.18)	0.54 (0.10)	-0.21 (0.07)	-0.02 (0.04)	0.59 (0.08)	0.46 (0.10)	-0.09 (0.08)	0.26 (0.09)	0.10 (0.03)	0.38 (0.06)	0.36 (0.11)	0.19 (0.04)
Complications1 (mean (SD))	0.48 (0.30)	0.33 (0.12)	0.60 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.86 (0.05)	0.67 (0.08)	0.84 (0.07)	0.84 (0.07)	0.30 (0.07)	0.04 (0.10)	0.40 (0.06)	0.69 (0.07)	0.26 (0.08)	0.61 (0.08)	0.11 (0.13)	0.72 (0.16)	0.48 (0.03)	0.82 (0.09)	-0.10 (0.13)	0.56 (0.10)	0.37 (0.10)	0.52 (0.05)	0.05 (0.09)	0.32 (0.11)	0.47 (0.05)	0.58 (0.11)	0.70 (0.06)	0.39 (0.07)	-0.13 (0.22)	0.32 (0.04)

Coefficients [Mean (SD)] 35 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35
n	496	15	34	17	13	11	13	27	24	15	7	17	11	11	19	20	13	27	18	4	17	8	18	19	15	6	9	10	18	14	7	11	16	1	7	4
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.80 (0.09)	0.97 (0.05)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.75 (0.08)	0.86 (0.08)	0.74 (0.11)	0.77 (0.07)	0.71 (0.10)	0.80 (0.08)	0.81 (0.12)	0.72 (0.19)	0.84 (0.07)	0.70 (0.08)	0.84 (0.06)	0.81 (0.13)	0.80 (0.07)	0.80 (0.08)	0.80 (0.06)	0.76 (0.11)	0.75 (0.06)	0.76 (0.05)	0.81 (0.05)	0.80 (0.06)	0.73 (0.06)	0.63 (NA)	0.70 (0.06)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.42 (0.07)	0.10 (0.08)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.25 (0.12)	0.17 (0.08)	-0.01 (0.06)	-0.16 (0.06)	0.47 (0.13)	0.00 (0.07)	-0.03 (0.05)	0.11 (0.17)	-0.07 (0.09)	-0.10 (0.09)	0.29 (0.07)	-0.13 (0.06)	0.76 (0.13)	0.10 (0.06)	0.17 (0.09)	0.11 (0.08)	0.33 (0.11)	0.19 (0.17)	-0.00 (0.10)	0.54 (0.12)	0.08 (0.04)	0.16 (0.07)	0.35 (0.09)	-0.31 (0.11)	0.03 (0.06)	-0.07 (0.07)	0.15 (0.08)	-0.30 (NA)	0.47 (0.09)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.07)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.41 (0.08)	0.19 (0.08)	0.02 (0.08)	0.14 (0.05)	-0.18 (0.07)	0.00 (0.06)	0.15 (0.07)	0.03 (0.07)	0.53 (0.09)	0.35 (0.06)	0.40 (0.06)	0.22 (0.10)	0.03 (0.13)	0.39 (0.09)	-0.17 (0.06)	0.25 (0.04)	-0.02 (0.05)	0.79 (0.10)	-0.18 (0.16)	0.44 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.17 (0.08)	0.39 (0.07)	0.13 (0.07)	0.59 (NA)	0.16 (0.09)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	-0.02 (0.11)	0.21 (0.06)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.16 (0.08)	0.12 (0.11)	0.20 (0.06)	0.62 (0.08)	0.80 (0.14)	0.14 (0.07)	0.03 (0.08)	-0.03 (0.09)	0.34 (0.08)	0.03 (0.11)	-0.29 (0.04)	0.16 (0.11)	0.18 (0.08)	-0.22 (0.11)	0.06 (0.18)	0.54 (0.10)	-0.22 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	0.26 (0.09)	0.10 (0.03)	0.63 (0.07)	0.39 (0.07)	-0.08 (NA)	0.16 (0.11)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.40 (0.07)	0.61 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.86 (0.05)	0.63 (0.08)	0.85 (0.06)	0.30 (0.08)	0.04 (0.10)	0.40 (0.06)	0.69 (0.07)	0.37 (0.13)	0.61 (0.08)	0.13 (0.15)	0.72 (0.16)	0.77 (0.08)	0.48 (0.03)	0.83 (0.09)	-0.10 (0.13)	0.56 (0.10)	0.34 (0.09)	0.52 (0.05)	0.06 (0.10)	0.32 (0.11)	0.58 (0.11)	0.72 (0.07)	0.05 (0.07)	0.38 (0.07)	0.59 (NA)	0.17 (0.08)	-0.19 (0.20)

Coefficients [Mean (SD)] 36 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36
n	496	16	32	17	13	11	13	26	24	15	13	14	12	11	11	16	20	6	26	18	4	11	20	11	15	8	6	9	21	18	7	14	11	16	1	6	4
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.09)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.80 (0.08)	0.97 (0.05)	0.85 (0.07)	0.81 (0.07)	0.87 (0.05)	0.85 (0.05)	0.75 (0.08)	0.86 (0.08)	0.73 (0.12)	0.77 (0.07)	0.69 (0.11)	0.80 (0.07)	0.81 (0.12)	0.72 (0.19)	0.71 (0.07)	0.83 (0.07)	0.85 (0.10)	0.80 (0.07)	0.76 (0.16)	0.80 (0.08)	0.80 (0.06)	0.78 (0.09)	0.75 (0.06)	0.72 (0.09)	0.76 (0.05)	0.78 (0.07)	0.73 (0.06)	0.63 (NA)	0.70 (0.06)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.08)	0.10 (0.08)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.25 (0.12)	0.17 (0.08)	-0.01 (0.06)	-0.16 (0.06)	0.37 (0.15)	-0.02 (0.05)	0.12 (0.07)	-0.03 (0.05)	0.11 (0.17)	-0.09 (0.09)	-0.10 (0.09)	0.33 (0.08)	-0.13 (0.06)	0.76 (0.13)	0.10 (0.06)	0.09 (0.08)	0.32 (0.11)	0.07 (0.11)	-0.00 (0.10)	0.35 (0.08)	0.54 (0.12)	0.08 (0.04)	0.04 (0.14)	0.35 (0.09)	0.26 (0.04)	-0.31 (0.11)	0.02 (0.06)	0.15 (0.08)	-0.30 (NA)	0.50 (0.06)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.07)	0.09 (0.06)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.41 (0.08)	0.20 (0.07)	0.02 (0.08)	0.14 (0.05)	-0.16 (0.07)	0.01 (0.06)	-0.16 (0.09)	0.15 (0.07)	0.03 (0.07)	0.55 (0.08)	0.35 (0.06)	0.42 (0.04)	0.22 (0.10)	0.03 (0.13)	0.39 (0.09)	0.29 (0.08)	-0.02 (0.05)	0.83 (0.08)	-0.18 (0.16)	0.73 (0.09)	0.44 (0.07)	0.43 (0.06)	0.34 (0.10)	-0.11 (0.09)	0.39 (0.07)	0.46 (0.08)	0.15 (0.07)	0.13 (0.07)	0.59 (NA)	0.16 (0.10)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	-0.01 (0.12)	0.22 (0.05)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.16 (0.08)	0.10 (0.09)	0.22 (0.06)	0.21 (0.08)	0.62 (0.08)	0.80 (0.14)	0.13 (0.08)	0.03 (0.08)	0.03 (0.04)	0.35 (0.08)	0.03 (0.11)	-0.29 (0.04)	0.18 (0.07)	-0.20 (0.12)	0.16 (0.17)	0.54 (0.10)	-0.07 (0.12)	-0.22 (0.08)	-0.02 (0.04)	0.59 (0.08)	0.45 (0.11)	-0.09 (0.08)	0.26 (0.09)	0.11 (0.04)	0.39 (0.07)	-0.08 (NA)	0.15 (0.11)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.40 (0.07)	0.60 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.86 (0.05)	0.68 (0.08)	0.84 (0.07)	0.84 (0.07)	0.30 (0.08)	0.04 (0.10)	0.39 (0.06)	0.69 (0.07)	0.26 (0.08)	0.60 (0.08)	0.13 (0.15)	0.72 (0.16)	0.47 (0.04)	0.82 (0.09)	-0.11 (0.10)	0.56 (0.10)	-0.08 (0.16)	0.34 (0.09)	0.52 (0.05)	0.05 (0.09)	0.32 (0.11)	0.47 (0.05)	0.58 (0.11)	0.70 (0.05)	0.38 (0.07)	0.59 (NA)	0.14 (0.04)	-0.19 (0.20)

Coefficients [Mean (SD)] 37 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37
n	496	16	31	17	13	11	13	25	24	15	7	14	9	11	11	16	20	6	26	18	4	11	19	12	19	6	6	16	10	18	14	11	9	11	16	1	6	4
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.09)	0.75 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.81 (0.08)	0.97 (0.05)	0.85 (0.07)	0.77 (0.06)	0.87 (0.05)	0.84 (0.04)	0.75 (0.08)	0.86 (0.08)	0.73 (0.12)	0.77 (0.07)	0.69 (0.11)	0.80 (0.07)	0.81 (0.12)	0.72 (0.19)	0.71 (0.07)	0.83 (0.06)	0.82 (0.09)	0.81 (0.13)	0.86 (0.06)	0.80 (0.08)	0.77 (0.08)	0.76 (0.11)	0.75 (0.06)	0.76 (0.05)	0.78 (0.07)	0.76 (0.04)	0.80 (0.06)	0.73 (0.06)	0.63 (NA)	0.70 (0.06)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.41 (0.08)	0.10 (0.08)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.25 (0.12)	0.18 (0.08)	-0.01 (0.06)	-0.16 (0.06)	0.47 (0.13)	-0.02 (0.05)	0.11 (0.07)	-0.03 (0.05)	0.11 (0.17)	-0.09 (0.09)	-0.10 (0.09)	0.33 (0.08)	-0.13 (0.06)	0.76 (0.13)	0.10 (0.06)	0.09 (0.08)	0.32 (0.11)	0.21 (0.06)	0.19 (0.17)	-0.02 (0.13)	0.54 (0.12)	0.16 (0.10)	0.16 (0.07)	0.35 (0.09)	-0.31 (0.11)	0.02 (0.06)	0.01 (0.08)	-0.07 (0.07)	0.15 (0.08)	-0.30 (NA)	0.50 (0.06)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.07)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.41 (0.08)	0.20 (0.06)	0.02 (0.08)	0.14 (0.05)	-0.18 (0.07)	0.01 (0.06)	-0.17 (0.10)	0.15 (0.07)	0.03 (0.07)	0.55 (0.08)	0.35 (0.06)	0.42 (0.04)	0.22 (0.10)	0.03 (0.13)	0.39 (0.09)	0.29 (0.08)	-0.01 (0.05)	-0.12 (0.06)	0.79 (0.10)	-0.33 (0.12)	0.44 (0.07)	0.41 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.15 (0.07)	-0.08 (0.06)	0.39 (0.07)	0.13 (0.07)	0.59 (NA)	0.16 (0.10)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	-0.01 (0.12)	0.22 (0.05)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.16 (0.08)	0.12 (0.11)	0.22 (0.06)	0.23 (0.07)	0.62 (0.08)	0.80 (0.14)	0.13 (0.08)	0.03 (0.08)	0.03 (0.04)	0.35 (0.08)	0.03 (0.11)	-0.29 (0.04)	0.18 (0.07)	-0.21 (0.11)	0.09 (0.09)	0.06 (0.18)	0.65 (0.04)	-0.22 (0.08)	-0.05 (0.07)	0.54 (0.04)	0.45 (0.11)	0.26 (0.09)	0.11 (0.04)	0.47 (0.06)	0.63 (0.07)	0.39 (0.07)	-0.08 (NA)	0.15 (0.11)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.40 (0.07)	0.60 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.86 (0.05)	0.63 (0.08)	0.84 (0.07)	0.86 (0.06)	0.30 (0.08)	0.04 (0.10)	0.39 (0.06)	0.69 (0.07)	0.26 (0.08)	0.60 (0.08)	0.13 (0.15)	0.72 (0.16)	0.47 (0.04)	0.83 (0.09)	0.74 (0.07)	-0.10 (0.13)	0.53 (0.14)	0.34 (0.09)	0.50 (0.05)	0.06 (0.10)	0.32 (0.11)	0.58 (0.11)	0.70 (0.05)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.59 (NA)	0.14 (0.04)	-0.19 (0.20)

Coefficients [Mean (SD)] 38 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38
n	496	15	32	17	13	11	13	25	24	17	7	14	14	11	16	20	13	24	18	4	8	6	19	10	19	6	6	9	10	18	14	11	7	9	11	13	1	7	4
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.09)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.81 (0.08)	0.97 (0.05)	0.85 (0.06)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.86 (0.08)	0.73 (0.12)	0.77 (0.07)	0.71 (0.10)	0.80 (0.07)	0.81 (0.12)	0.72 (0.19)	0.83 (0.07)	0.70 (0.08)	0.83 (0.06)	0.83 (0.08)	0.81 (0.13)	0.86 (0.06)	0.80 (0.08)	0.80 (0.06)	0.76 (0.11)	0.75 (0.06)	0.76 (0.05)	0.82 (0.07)	0.74 (0.07)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.63 (NA)	0.70 (0.06)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.42 (0.07)	0.10 (0.09)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.25 (0.12)	0.18 (0.08)	-0.01 (0.06)	-0.17 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.06)	0.11 (0.17)	-0.09 (0.09)	-0.10 (0.09)	0.29 (0.07)	-0.13 (0.05)	0.76 (0.13)	0.10 (0.06)	0.11 (0.08)	0.15 (0.05)	0.32 (0.11)	0.23 (0.05)	0.19 (0.17)	-0.02 (0.13)	0.54 (0.12)	0.08 (0.04)	0.16 (0.07)	0.35 (0.09)	-0.31 (0.11)	0.01 (0.03)	0.04 (0.06)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	-0.30 (NA)	0.47 (0.09)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.19 (0.07)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.41 (0.08)	0.20 (0.06)	0.02 (0.08)	0.12 (0.06)	-0.18 (0.07)	-0.01 (0.06)	0.13 (0.08)	0.03 (0.07)	0.55 (0.08)	0.35 (0.06)	0.40 (0.06)	0.24 (0.09)	0.03 (0.13)	0.39 (0.09)	-0.19 (0.07)	0.23 (0.02)	-0.01 (0.05)	-0.13 (0.07)	0.79 (0.10)	-0.33 (0.12)	0.44 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.11 (0.05)	0.33 (0.08)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	0.59 (NA)	0.16 (0.09)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	-0.02 (0.11)	0.22 (0.05)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.52 (0.10)	-0.06 (0.08)	-0.02 (0.05)	0.18 (0.11)	0.12 (0.11)	0.20 (0.07)	0.59 (0.10)	0.80 (0.14)	0.13 (0.08)	0.03 (0.08)	-0.03 (0.09)	0.35 (0.08)	0.03 (0.11)	-0.29 (0.04)	0.26 (0.05)	0.11 (0.03)	-0.21 (0.11)	0.06 (0.07)	0.06 (0.18)	0.65 (0.04)	-0.22 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	0.26 (0.09)	0.13 (0.05)	0.22 (0.06)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.08 (NA)	0.16 (0.11)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.40 (0.07)	0.60 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.33 (0.10)	0.73 (0.08)	0.98 (0.04)	0.85 (0.05)	0.63 (0.08)	0.87 (0.05)	0.31 (0.08)	0.04 (0.10)	0.39 (0.06)	0.69 (0.07)	0.37 (0.13)	0.59 (0.06)	0.13 (0.15)	0.72 (0.16)	0.79 (0.11)	0.53 (0.08)	0.83 (0.09)	0.76 (0.05)	-0.10 (0.13)	0.53 (0.14)	0.34 (0.09)	0.52 (0.05)	0.06 (0.10)	0.32 (0.11)	0.58 (0.11)	0.74 (0.05)	0.46 (0.04)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.59 (NA)	0.17 (0.08)	-0.19 (0.20)

Coefficients [Mean (SD)] 39 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39
n	496	9	32	17	13	11	15	19	13	7	17	11	11	16	19	12	25	16	18	5	4	16	11	16	10	6	9	6	10	10	18	13	22	10	4	9	11	16	5	4
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.11)	0.74 (0.08)	0.71 (0.08)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.98 (0.04)	0.85 (0.06)	0.77 (0.06)	0.86 (0.05)	0.75 (0.08)	0.86 (0.08)	0.73 (0.12)	0.77 (0.07)	0.71 (0.10)	0.80 (0.07)	0.73 (0.07)	0.81 (0.12)	0.91 (0.01)	0.72 (0.19)	0.84 (0.07)	0.71 (0.07)	0.82 (0.08)	0.85 (0.10)	0.86 (0.06)	0.77 (0.16)	0.80 (0.08)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.74 (0.05)	0.81 (0.08)	0.79 (0.06)	0.84 (0.09)	0.76 (0.04)	0.80 (0.06)	0.73 (0.06)	0.83 (0.03)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.38 (0.07)	0.10 (0.09)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.27 (0.13)	0.02 (0.04)	-0.17 (0.06)	0.47 (0.13)	0.00 (0.07)	-0.03 (0.05)	0.11 (0.17)	-0.09 (0.09)	-0.10 (0.10)	0.30 (0.07)	-0.12 (0.06)	0.45 (0.09)	0.76 (0.13)	-0.10 (0.03)	0.10 (0.06)	0.17 (0.09)	0.09 (0.08)	0.26 (0.07)	0.07 (0.12)	-0.02 (0.13)	0.32 (0.13)	0.54 (0.12)	0.09 (0.05)	0.16 (0.07)	0.35 (0.09)	-0.29 (0.09)	0.16 (0.06)	0.03 (0.05)	-0.17 (0.07)	0.01 (0.08)	-0.07 (0.07)	0.15 (0.08)	0.46 (0.09)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.17 (0.09)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.08)	-0.02 (0.04)	0.13 (0.05)	-0.18 (0.07)	0.00 (0.06)	0.15 (0.07)	0.03 (0.07)	0.55 (0.08)	0.35 (0.06)	0.41 (0.06)	0.24 (0.09)	0.19 (0.07)	0.03 (0.13)	0.15 (0.05)	0.39 (0.09)	-0.17 (0.06)	0.29 (0.08)	-0.02 (0.06)	0.82 (0.08)	-0.33 (0.12)	0.75 (0.10)	0.44 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.20 (0.06)	0.15 (0.07)	0.09 (0.08)	-0.08 (0.06)	0.39 (0.07)	0.13 (0.07)	-0.02 (0.04)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.31 (0.08)	-0.12 (0.12)	0.19 (0.09)	0.50 (0.10)	-0.00 (0.04)	0.13 (0.06)	0.12 (0.11)	0.20 (0.06)	0.62 (0.08)	0.80 (0.14)	0.13 (0.08)	0.02 (0.08)	-0.03 (0.10)	0.34 (0.09)	0.09 (0.10)	0.03 (0.11)	-0.08 (0.04)	-0.29 (0.04)	0.17 (0.10)	0.18 (0.07)	-0.14 (0.07)	0.19 (0.14)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	0.21 (0.11)	-0.05 (0.07)	0.10 (0.03)	0.35 (0.06)	0.47 (0.06)	0.63 (0.07)	0.39 (0.07)	-0.37 (0.07)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.52 (0.09)	0.60 (0.06)	0.19 (0.08)	0.32 (0.10)	0.20 (0.07)	0.35 (0.11)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.85 (0.06)	0.30 (0.08)	0.04 (0.10)	0.39 (0.06)	0.70 (0.07)	0.37 (0.13)	0.59 (0.06)	0.28 (0.12)	0.13 (0.15)	0.93 (0.07)	0.72 (0.16)	0.78 (0.08)	0.47 (0.04)	0.84 (0.09)	-0.12 (0.10)	0.53 (0.14)	-0.07 (0.15)	0.34 (0.09)	0.51 (0.05)	0.06 (0.10)	0.32 (0.11)	0.59 (0.11)	0.74 (0.07)	0.70 (0.06)	0.81 (0.07)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.78 (0.04)	-0.19 (0.20)

Coefficients [Mean (SD)] 40 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40
n	496	9	32	16	13	11	16	19	15	7	17	13	11	16	19	6	16	16	18	5	4	8	4	19	10	12	6	7	6	18	10	10	18	6	13	22	10	10	11	13	4
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.11)	0.74 (0.08)	0.71 (0.09)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.73 (0.09)	0.86 (0.08)	0.73 (0.12)	0.77 (0.07)	0.69 (0.11)	0.76 (0.07)	0.73 (0.07)	0.81 (0.12)	0.91 (0.01)	0.72 (0.19)	0.83 (0.07)	0.67 (0.07)	0.83 (0.06)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.73 (0.10)	0.74 (0.05)	0.81 (0.08)	0.79 (0.06)	0.74 (0.06)	0.80 (0.06)	0.75 (0.04)	0.74 (0.14)
Distance1 (mean (SD))	0.11 (0.25)	0.38 (0.07)	0.10 (0.09)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.26 (0.14)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.00 (0.07)	-0.02 (0.05)	0.11 (0.17)	-0.09 (0.09)	-0.10 (0.10)	0.33 (0.08)	-0.03 (0.09)	0.45 (0.09)	0.76 (0.13)	-0.10 (0.03)	0.10 (0.06)	0.11 (0.08)	0.17 (0.05)	0.32 (0.11)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.35 (0.09)	0.27 (0.03)	-0.29 (0.09)	0.16 (0.06)	0.03 (0.05)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.60 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.17 (0.09)	0.10 (0.05)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.08)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	0.00 (0.06)	0.14 (0.08)	0.03 (0.07)	0.55 (0.08)	0.35 (0.06)	0.42 (0.04)	0.33 (0.06)	0.19 (0.07)	0.03 (0.13)	0.15 (0.05)	0.39 (0.09)	-0.19 (0.07)	0.22 (0.03)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.40 (0.08)	0.46 (0.08)	0.20 (0.06)	0.15 (0.07)	-0.07 (0.07)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.19 (0.09)	0.50 (0.10)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.06)	0.60 (0.09)	0.80 (0.14)	0.13 (0.08)	0.02 (0.08)	0.03 (0.04)	0.25 (0.06)	0.09 (0.10)	0.03 (0.11)	-0.08 (0.04)	-0.29 (0.04)	0.26 (0.05)	0.11 (0.04)	-0.21 (0.11)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	-0.10 (0.09)	0.21 (0.11)	-0.05 (0.07)	0.10 (0.03)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	0.40 (0.08)
Complications1 (mean (SD))	0.48 (0.30)	0.52 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.35 (0.10)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.85 (0.06)	0.30 (0.07)	0.04 (0.10)	0.39 (0.06)	0.70 (0.07)	0.26 (0.08)	0.51 (0.06)	0.28 (0.12)	0.13 (0.15)	0.93 (0.07)	0.72 (0.16)	0.79 (0.11)	0.47 (0.02)	0.83 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.32 (0.11)	0.47 (0.05)	0.59 (0.11)	0.74 (0.07)	0.70 (0.06)	0.57 (0.08)	0.05 (0.07)	0.38 (0.07)	-0.19 (0.20)

Coefficients [Mean (SD)] 41 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41
n	496	8	18	16	13	11	16	19	15	7	14	13	8	16	19	6	16	16	16	3	5	4	6	5	16	12	6	7	12	27	18	10	10	18	13	24	10	8	11	13	5	6
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.11)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.73 (0.09)	0.87 (0.09)	0.73 (0.12)	0.77 (0.07)	0.69 (0.11)	0.76 (0.07)	0.73 (0.07)	0.82 (0.11)	0.84 (0.03)	0.91 (0.01)	0.72 (0.19)	0.84 (0.02)	0.65 (0.07)	0.82 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.78 (0.07)	0.77 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.74 (0.05)	0.81 (0.08)	0.74 (0.06)	0.85 (0.07)	0.80 (0.06)	0.75 (0.04)	0.83 (0.03)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.38 (0.07)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.26 (0.14)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.05)	0.05 (0.14)	-0.09 (0.09)	-0.10 (0.10)	0.33 (0.08)	-0.03 (0.09)	0.45 (0.09)	0.77 (0.14)	0.29 (0.10)	-0.10 (0.03)	0.10 (0.06)	0.10 (0.09)	0.18 (0.05)	0.26 (0.07)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.42 (0.16)	0.02 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.35 (0.09)	-0.29 (0.09)	0.15 (0.06)	0.01 (0.08)	0.23 (0.06)	-0.07 (0.07)	0.17 (0.07)	0.46 (0.09)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.15 (0.08)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.08)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.01 (0.06)	0.14 (0.08)	0.03 (0.08)	0.55 (0.08)	0.35 (0.06)	0.42 (0.04)	0.33 (0.06)	0.19 (0.07)	0.02 (0.14)	0.01 (0.07)	0.15 (0.05)	0.39 (0.09)	-0.23 (0.05)	0.24 (0.05)	-0.02 (0.06)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.41 (0.08)	0.13 (0.05)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.46 (0.08)	0.21 (0.06)	-0.07 (0.07)	-0.15 (0.05)	0.39 (0.07)	0.15 (0.05)	-0.02 (0.04)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.19 (0.09)	0.50 (0.10)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.60 (0.09)	0.86 (0.12)	0.13 (0.08)	0.02 (0.08)	0.03 (0.04)	0.25 (0.06)	0.09 (0.10)	0.02 (0.10)	0.65 (0.10)	-0.08 (0.04)	-0.29 (0.04)	0.27 (0.04)	0.10 (0.05)	-0.14 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.18 (0.08)	0.18 (0.07)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	0.21 (0.11)	-0.04 (0.08)	0.47 (0.06)	0.08 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.37 (0.07)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.53 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.35 (0.10)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.87 (0.05)	0.30 (0.07)	0.03 (0.11)	0.39 (0.06)	0.70 (0.07)	0.26 (0.08)	0.51 (0.06)	0.28 (0.12)	0.15 (0.14)	0.06 (0.06)	0.93 (0.07)	0.72 (0.16)	0.84 (0.06)	0.48 (0.02)	0.84 (0.09)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.40 (0.09)	0.66 (0.08)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.32 (0.11)	0.59 (0.11)	0.74 (0.08)	0.57 (0.08)	0.76 (0.05)	0.05 (0.07)	0.38 (0.07)	0.78 (0.04)	-0.15 (0.17)

Coefficients [Mean (SD)] 42 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42
n	496	9	18	16	13	11	16	19	15	7	14	13	11	16	19	6	13	10	13	5	4	6	4	15	10	12	6	7	6	27	18	10	10	18	6	16	24	10	11	13	4	9	6
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.11)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.73 (0.09)	0.86 (0.08)	0.73 (0.12)	0.77 (0.07)	0.69 (0.11)	0.76 (0.06)	0.75 (0.08)	0.84 (0.11)	0.91 (0.01)	0.72 (0.19)	0.84 (0.02)	0.67 (0.07)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.77 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.73 (0.10)	0.74 (0.05)	0.81 (0.08)	0.74 (0.06)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.73 (0.07)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.38 (0.07)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.26 (0.14)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.05)	0.11 (0.17)	-0.09 (0.09)	-0.10 (0.10)	0.33 (0.08)	-0.01 (0.07)	0.42 (0.09)	0.78 (0.15)	-0.10 (0.03)	0.10 (0.06)	0.10 (0.09)	0.17 (0.05)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.02 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.35 (0.09)	0.27 (0.03)	-0.27 (0.10)	0.15 (0.06)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.57 (0.12)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.17 (0.09)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.08)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.01 (0.06)	0.14 (0.08)	0.03 (0.07)	0.55 (0.08)	0.35 (0.06)	0.42 (0.04)	0.32 (0.06)	0.21 (0.05)	-0.03 (0.07)	0.15 (0.05)	0.39 (0.09)	-0.23 (0.05)	0.22 (0.03)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.05)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.40 (0.08)	0.45 (0.08)	0.21 (0.06)	-0.07 (0.07)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	0.19 (0.10)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.19 (0.09)	0.50 (0.10)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.60 (0.09)	0.80 (0.14)	0.13 (0.08)	0.02 (0.08)	0.03 (0.04)	0.23 (0.05)	0.06 (0.08)	0.03 (0.11)	-0.08 (0.04)	-0.29 (0.04)	0.27 (0.04)	0.11 (0.04)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.18 (0.07)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	-0.10 (0.09)	0.23 (0.11)	-0.04 (0.08)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.09 (0.13)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.52 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.35 (0.10)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.87 (0.05)	0.30 (0.07)	0.04 (0.10)	0.39 (0.06)	0.70 (0.07)	0.26 (0.08)	0.51 (0.07)	0.36 (0.05)	0.18 (0.14)	0.93 (0.07)	0.72 (0.16)	0.84 (0.06)	0.47 (0.02)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.66 (0.08)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.32 (0.11)	0.47 (0.05)	0.58 (0.10)	0.74 (0.08)	0.57 (0.08)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	0.11 (0.06)	-0.15 (0.17)

Coefficients [Mean (SD)] 43 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43
n	496	8	18	16	13	11	16	19	15	7	14	13	8	13	19	6	13	10	16	3	5	4	6	5	15	10	12	6	7	12	27	18	10	10	18	6	24	13	10	11	13	4	6	6
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.11)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.73 (0.09)	0.87 (0.09)	0.73 (0.12)	0.77 (0.07)	0.69 (0.11)	0.76 (0.06)	0.75 (0.08)	0.82 (0.11)	0.84 (0.03)	0.91 (0.01)	0.72 (0.19)	0.84 (0.02)	0.65 (0.07)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.78 (0.07)	0.77 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.71 (0.07)	0.81 (0.08)	0.75 (0.05)	0.74 (0.06)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.70 (0.06)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.38 (0.07)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.26 (0.14)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.05)	0.05 (0.14)	-0.06 (0.06)	-0.10 (0.10)	0.33 (0.08)	-0.01 (0.07)	0.42 (0.09)	0.77 (0.14)	0.29 (0.10)	-0.10 (0.03)	0.10 (0.06)	0.10 (0.09)	0.18 (0.05)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.42 (0.16)	0.02 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.35 (0.09)	-0.28 (0.11)	0.15 (0.06)	-0.25 (0.09)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.50 (0.06)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.15 (0.08)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.08)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.01 (0.06)	0.14 (0.08)	0.03 (0.08)	0.56 (0.08)	0.35 (0.06)	0.42 (0.04)	0.32 (0.06)	0.21 (0.05)	0.02 (0.14)	0.01 (0.07)	0.15 (0.05)	0.39 (0.09)	-0.23 (0.05)	0.24 (0.05)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.41 (0.08)	0.13 (0.05)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.11 (0.09)	0.55 (0.04)	0.21 (0.06)	0.43 (0.07)	-0.07 (0.07)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	0.16 (0.10)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.19 (0.09)	0.50 (0.10)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.60 (0.09)	0.86 (0.12)	0.10 (0.05)	0.02 (0.08)	0.03 (0.04)	0.23 (0.05)	0.06 (0.08)	0.02 (0.10)	0.65 (0.10)	-0.08 (0.04)	-0.29 (0.04)	0.27 (0.04)	0.10 (0.05)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.18 (0.08)	0.18 (0.07)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.45 (0.11)	0.16 (0.13)	-0.04 (0.08)	0.27 (0.06)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.15 (0.11)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.53 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.35 (0.10)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.87 (0.05)	0.30 (0.07)	0.03 (0.11)	0.39 (0.07)	0.70 (0.07)	0.26 (0.08)	0.51 (0.07)	0.36 (0.05)	0.15 (0.14)	0.06 (0.06)	0.93 (0.07)	0.72 (0.16)	0.84 (0.06)	0.48 (0.02)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.40 (0.09)	0.66 (0.08)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.32 (0.11)	0.44 (0.09)	0.74 (0.08)	0.59 (0.10)	0.57 (0.08)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	0.14 (0.04)	-0.15 (0.17)

Coefficients [Mean (SD)] 44 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44
n	496	8	18	16	13	11	16	19	15	7	14	14	8	16	18	6	16	10	13	9	5	5	6	5	15	10	12	6	7	6	16	18	10	10	6	13	11	24	12	9	11	13	4	9	6
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.11)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.84 (0.08)	0.78 (0.09)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.87 (0.09)	0.73 (0.12)	0.78 (0.06)	0.69 (0.11)	0.76 (0.07)	0.75 (0.08)	0.84 (0.11)	0.78 (0.07)	0.91 (0.01)	0.70 (0.18)	0.84 (0.02)	0.65 (0.07)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.76 (0.06)	0.74 (0.05)	0.82 (0.07)	0.81 (0.08)	0.75 (0.05)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.73 (0.07)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.38 (0.07)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.16 (0.09)	-0.26 (0.14)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.06)	0.05 (0.14)	-0.09 (0.09)	-0.11 (0.10)	0.33 (0.08)	-0.03 (0.09)	0.42 (0.09)	0.78 (0.15)	0.32 (0.07)	-0.10 (0.03)	0.07 (0.09)	0.10 (0.09)	0.18 (0.05)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.29 (0.04)	-0.29 (0.09)	0.01 (0.03)	0.15 (0.06)	0.36 (0.10)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.57 (0.12)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.15 (0.08)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.08)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.01 (0.06)	0.13 (0.08)	0.03 (0.08)	0.55 (0.08)	0.35 (0.06)	0.42 (0.04)	0.33 (0.06)	0.21 (0.05)	-0.03 (0.07)	-0.03 (0.07)	0.15 (0.05)	0.38 (0.08)	-0.23 (0.05)	0.24 (0.05)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	0.39 (0.08)	0.46 (0.08)	0.11 (0.05)	0.21 (0.06)	-0.14 (0.09)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	0.19 (0.10)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.19 (0.09)	0.50 (0.10)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.59 (0.10)	0.86 (0.12)	0.13 (0.08)	0.03 (0.06)	0.03 (0.04)	0.25 (0.06)	0.06 (0.08)	0.03 (0.11)	0.58 (0.09)	-0.08 (0.04)	-0.26 (0.06)	0.27 (0.04)	0.10 (0.05)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	-0.13 (0.06)	0.21 (0.11)	0.13 (0.05)	-0.04 (0.08)	0.41 (0.10)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.09 (0.13)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.53 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.35 (0.10)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.87 (0.05)	0.31 (0.08)	0.03 (0.11)	0.39 (0.06)	0.70 (0.06)	0.26 (0.08)	0.51 (0.06)	0.36 (0.05)	0.18 (0.14)	0.16 (0.09)	0.93 (0.07)	0.69 (0.15)	0.84 (0.06)	0.48 (0.02)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.46 (0.05)	0.59 (0.11)	0.74 (0.05)	0.74 (0.08)	0.37 (0.08)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	0.11 (0.06)	-0.15 (0.17)

Coefficients [Mean (SD)] 45 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45
n	496	12	18	16	13	10	17	3	19	15	7	14	14	8	13	18	6	16	13	9	5	5	6	8	15	10	12	6	7	6	16	18	10	10	6	6	11	24	12	9	11	13	4	9	10	6
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.10)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.83 (0.09)	0.79 (0.09)	0.76 (0.10)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.87 (0.09)	0.73 (0.12)	0.78 (0.06)	0.69 (0.11)	0.76 (0.07)	0.84 (0.11)	0.78 (0.07)	0.91 (0.01)	0.70 (0.18)	0.84 (0.02)	0.66 (0.07)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.76 (0.06)	0.71 (0.07)	0.82 (0.07)	0.81 (0.08)	0.75 (0.05)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.73 (0.07)	0.76 (0.04)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.45 (0.06)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.13 (0.05)	-0.27 (0.14)	0.32 (0.05)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.06)	0.05 (0.14)	-0.06 (0.06)	-0.11 (0.10)	0.33 (0.08)	-0.03 (0.09)	0.78 (0.15)	0.32 (0.07)	-0.10 (0.03)	0.07 (0.09)	0.10 (0.09)	0.23 (0.08)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.29 (0.04)	-0.28 (0.11)	0.01 (0.03)	0.15 (0.06)	0.36 (0.10)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.57 (0.12)	-0.28 (0.08)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.17 (0.07)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.44 (0.12)	0.19 (0.08)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.01 (0.06)	0.13 (0.08)	0.03 (0.08)	0.56 (0.08)	0.35 (0.06)	0.42 (0.04)	0.33 (0.06)	-0.03 (0.07)	-0.03 (0.07)	0.15 (0.05)	0.38 (0.08)	-0.23 (0.05)	0.24 (0.04)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	0.39 (0.08)	0.55 (0.04)	0.11 (0.05)	0.21 (0.06)	-0.14 (0.09)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	0.19 (0.10)	0.44 (0.07)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.02 (0.11)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.17 (0.07)	0.49 (0.10)	-0.13 (0.04)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.59 (0.10)	0.86 (0.12)	0.10 (0.05)	0.03 (0.06)	0.03 (0.04)	0.25 (0.06)	0.03 (0.11)	0.58 (0.09)	-0.08 (0.04)	-0.26 (0.06)	0.27 (0.04)	0.10 (0.06)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	-0.13 (0.06)	0.16 (0.13)	0.13 (0.05)	-0.04 (0.08)	0.41 (0.10)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.09 (0.13)	0.26 (0.06)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.40 (0.08)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.34 (0.10)	0.62 (0.04)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.87 (0.05)	0.31 (0.08)	0.03 (0.11)	0.39 (0.07)	0.70 (0.06)	0.26 (0.08)	0.51 (0.06)	0.18 (0.14)	0.16 (0.09)	0.93 (0.07)	0.69 (0.15)	0.84 (0.06)	0.45 (0.06)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.46 (0.05)	0.44 (0.09)	0.74 (0.05)	0.74 (0.08)	0.37 (0.08)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	0.11 (0.06)	0.62 (0.10)	-0.15 (0.17)

Coefficients [Mean (SD)] 46 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46
n	496	7	18	16	13	10	17	19	15	7	14	13	11	13	18	6	16	8	9	5	5	6	7	15	10	12	6	7	6	16	18	10	10	14	6	6	11	25	10	11	13	4	4	9	10	4	6
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.12)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.83 (0.09)	0.79 (0.09)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.73 (0.09)	0.86 (0.08)	0.73 (0.12)	0.78 (0.06)	0.69 (0.11)	0.76 (0.07)	0.76 (0.08)	0.77 (0.07)	0.91 (0.01)	0.70 (0.18)	0.84 (0.02)	0.67 (0.07)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.76 (0.06)	0.71 (0.07)	0.82 (0.07)	0.81 (0.08)	0.74 (0.06)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.98 (0.05)	0.73 (0.07)	0.76 (0.04)	0.74 (0.03)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.40 (0.06)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.13 (0.05)	-0.27 (0.14)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.05)	0.11 (0.17)	-0.06 (0.06)	-0.11 (0.10)	0.33 (0.08)	-0.03 (0.09)	0.44 (0.07)	0.70 (0.07)	-0.10 (0.03)	0.07 (0.09)	0.10 (0.09)	0.22 (0.08)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.38 (0.07)	0.29 (0.04)	-0.28 (0.11)	0.01 (0.03)	0.16 (0.07)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.98 (0.05)	0.57 (0.12)	-0.28 (0.08)	0.23 (0.02)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.14 (0.07)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.44 (0.12)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.01 (0.06)	0.14 (0.08)	0.03 (0.07)	0.56 (0.08)	0.35 (0.06)	0.42 (0.04)	0.33 (0.06)	0.20 (0.05)	-0.05 (0.08)	0.15 (0.05)	0.38 (0.08)	-0.23 (0.05)	0.25 (0.04)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.09 (0.08)	0.39 (0.08)	0.55 (0.04)	0.11 (0.05)	0.21 (0.06)	-0.07 (0.07)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	-0.01 (0.02)	0.19 (0.10)	0.44 (0.07)	-0.18 (0.11)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.07)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.17 (0.07)	0.49 (0.10)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.60 (0.09)	0.80 (0.14)	0.10 (0.05)	0.03 (0.06)	0.03 (0.04)	0.25 (0.06)	0.06 (0.09)	0.01 (0.11)	-0.08 (0.04)	-0.26 (0.06)	0.27 (0.04)	0.08 (0.05)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.44 (0.11)	-0.13 (0.06)	0.16 (0.13)	0.13 (0.05)	-0.04 (0.08)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.06 (0.12)	0.09 (0.13)	0.26 (0.06)	0.48 (0.11)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.51 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.34 (0.10)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.87 (0.05)	0.30 (0.07)	0.04 (0.10)	0.39 (0.07)	0.70 (0.06)	0.26 (0.08)	0.51 (0.06)	0.34 (0.03)	0.26 (0.06)	0.93 (0.07)	0.69 (0.15)	0.84 (0.06)	0.47 (0.03)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.28 (0.10)	0.46 (0.05)	0.44 (0.09)	0.74 (0.05)	0.73 (0.08)	0.57 (0.08)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	-0.01 (0.02)	0.11 (0.06)	0.62 (0.10)	0.43 (0.05)	-0.15 (0.17)

Coefficients [Mean (SD)] 47 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47
n	496	7	18	16	13	10	8	19	15	7	17	14	8	14	18	6	12	8	13	9	5	9	5	6	7	15	10	12	6	7	6	16	18	10	10	6	6	16	17	12	13	9	11	13	4	4	5	6
R_squared (mean (SD))	0.79 (0.10)	0.72 (0.12)	0.75 (0.09)	0.71 (0.09)	0.81 (0.05)	0.83 (0.09)	0.79 (0.06)	0.98 (0.04)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.87 (0.09)	0.74 (0.12)	0.78 (0.06)	0.69 (0.11)	0.76 (0.07)	0.76 (0.08)	0.84 (0.11)	0.78 (0.07)	0.91 (0.01)	0.78 (0.11)	0.70 (0.18)	0.84 (0.02)	0.67 (0.07)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.76 (0.06)	0.71 (0.07)	0.82 (0.07)	0.79 (0.08)	0.75 (0.05)	0.75 (0.05)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.77 (0.06)	0.69 (0.06)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.40 (0.06)	0.16 (0.04)	0.11 (0.10)	0.12 (0.08)	-0.13 (0.05)	-0.14 (0.07)	0.02 (0.04)	-0.16 (0.06)	0.47 (0.13)	0.00 (0.07)	-0.02 (0.06)	0.05 (0.14)	-0.04 (0.08)	-0.11 (0.10)	0.33 (0.08)	-0.02 (0.07)	0.44 (0.07)	0.78 (0.15)	0.32 (0.07)	-0.10 (0.03)	-0.38 (0.08)	0.07 (0.09)	0.10 (0.09)	0.22 (0.08)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.29 (0.04)	-0.28 (0.11)	0.18 (0.07)	0.07 (0.06)	0.36 (0.10)	-0.25 (0.09)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.67 (0.08)	0.49 (0.06)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.14 (0.07)	0.05 (0.07)	0.43 (0.10)	0.68 (0.08)	0.73 (0.06)	0.42 (0.05)	-0.02 (0.04)	0.14 (0.05)	-0.18 (0.07)	0.00 (0.06)	0.13 (0.08)	0.03 (0.08)	0.55 (0.09)	0.35 (0.06)	0.42 (0.04)	0.31 (0.06)	0.20 (0.05)	-0.03 (0.07)	-0.03 (0.07)	0.15 (0.05)	0.46 (0.16)	0.38 (0.08)	-0.23 (0.05)	0.25 (0.04)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	0.39 (0.08)	0.55 (0.04)	0.21 (0.07)	0.17 (0.06)	-0.14 (0.09)	0.43 (0.07)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	0.24 (0.08)	0.15 (0.11)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.07)	0.22 (0.05)	0.30 (0.07)	-0.12 (0.12)	0.17 (0.07)	0.51 (0.11)	-0.00 (0.04)	0.16 (0.08)	0.12 (0.11)	0.20 (0.06)	0.59 (0.10)	0.86 (0.12)	0.10 (0.05)	0.03 (0.06)	0.03 (0.04)	0.24 (0.05)	0.06 (0.09)	0.03 (0.11)	0.58 (0.09)	-0.08 (0.04)	0.48 (0.08)	-0.26 (0.06)	0.27 (0.04)	0.08 (0.05)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	-0.13 (0.06)	0.16 (0.13)	-0.09 (0.06)	0.07 (0.05)	0.41 (0.10)	0.27 (0.06)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	-0.03 (0.05)	0.19 (0.07)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.51 (0.09)	0.60 (0.06)	0.18 (0.08)	0.32 (0.10)	0.20 (0.07)	0.30 (0.06)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.85 (0.06)	0.31 (0.08)	0.03 (0.11)	0.39 (0.07)	0.70 (0.06)	0.26 (0.08)	0.52 (0.07)	0.34 (0.03)	0.18 (0.14)	0.16 (0.09)	0.93 (0.07)	0.37 (0.13)	0.69 (0.15)	0.84 (0.06)	0.47 (0.03)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.46 (0.05)	0.44 (0.09)	0.75 (0.08)	0.71 (0.05)	0.37 (0.08)	0.59 (0.10)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	0.09 (0.08)	0.13 (0.03)	-0.15 (0.17)

Coefficients [Mean (SD)] 48 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48
n	496	10	18	14	13	10	17	7	18	15	7	18	14	6	16	8	6	12	9	5	5	6	8	5	13	10	12	6	7	6	16	18	10	10	14	10	6	6	15	17	13	9	11	13	4	4	9	4	6
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.11)	0.75 (0.09)	0.70 (0.09)	0.81 (0.05)	0.83 (0.09)	0.79 (0.09)	0.77 (0.07)	0.99 (0.03)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.84 (0.04)	0.74 (0.11)	0.76 (0.03)	0.69 (0.11)	0.76 (0.07)	0.77 (0.07)	0.91 (0.01)	0.70 (0.18)	0.84 (0.02)	0.66 (0.07)	0.88 (0.11)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.80 (0.07)	0.76 (0.06)	0.71 (0.07)	0.82 (0.07)	0.79 (0.08)	0.75 (0.05)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.98 (0.05)	0.73 (0.07)	0.74 (0.03)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.45 (0.06)	0.16 (0.04)	0.12 (0.10)	0.12 (0.08)	-0.13 (0.05)	-0.27 (0.14)	0.37 (0.07)	0.01 (0.03)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.07)	-0.02 (0.06)	0.24 (0.09)	-0.03 (0.08)	-0.01 (0.04)	0.33 (0.08)	-0.02 (0.07)	0.70 (0.07)	-0.10 (0.03)	0.07 (0.09)	0.10 (0.09)	0.23 (0.08)	-0.04 (0.08)	0.26 (0.06)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.38 (0.07)	-0.18 (0.05)	0.29 (0.04)	-0.28 (0.11)	0.17 (0.07)	0.07 (0.06)	-0.25 (0.09)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.98 (0.05)	0.57 (0.12)	0.23 (0.02)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.17 (0.07)	0.05 (0.07)	0.43 (0.11)	0.68 (0.08)	0.73 (0.06)	0.44 (0.12)	0.15 (0.09)	-0.01 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.00 (0.07)	0.13 (0.08)	0.06 (0.09)	0.53 (0.09)	0.39 (0.04)	0.42 (0.04)	0.31 (0.06)	-0.05 (0.08)	0.15 (0.05)	0.38 (0.08)	-0.23 (0.05)	0.24 (0.04)	-0.01 (0.03)	-0.02 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.09 (0.08)	0.32 (0.06)	0.39 (0.08)	0.55 (0.04)	0.21 (0.07)	0.17 (0.06)	0.43 (0.07)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	-0.01 (0.02)	0.19 (0.10)	-0.18 (0.11)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	0.01 (0.08)	0.22 (0.05)	0.31 (0.07)	-0.12 (0.12)	0.17 (0.07)	0.49 (0.10)	-0.15 (0.05)	-0.01 (0.03)	0.16 (0.08)	0.12 (0.11)	0.20 (0.06)	0.59 (0.10)	0.73 (0.12)	0.12 (0.06)	0.02 (0.05)	0.03 (0.04)	0.24 (0.05)	0.01 (0.11)	-0.08 (0.04)	-0.26 (0.06)	0.27 (0.04)	0.10 (0.06)	0.89 (0.12)	-0.17 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.44 (0.11)	0.04 (0.07)	-0.13 (0.06)	0.16 (0.13)	-0.08 (0.06)	0.07 (0.05)	0.27 (0.06)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.06 (0.12)	0.09 (0.13)	0.48 (0.11)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.37 (0.06)	0.60 (0.06)	0.17 (0.07)	0.32 (0.10)	0.20 (0.07)	0.34 (0.10)	0.61 (0.08)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.86 (0.07)	0.31 (0.08)	0.00 (0.10)	0.38 (0.07)	0.67 (0.04)	0.26 (0.08)	0.52 (0.07)	0.26 (0.06)	0.93 (0.07)	0.69 (0.15)	0.84 (0.06)	0.45 (0.06)	0.08 (0.08)	0.87 (0.07)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.28 (0.10)	0.73 (0.07)	0.46 (0.05)	0.44 (0.09)	0.76 (0.08)	0.71 (0.05)	0.59 (0.10)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	-0.01 (0.02)	0.11 (0.06)	0.43 (0.05)	-0.15 (0.17)

Coefficients [Mean (SD)] 49 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	49
n	496	14	18	14	13	10	8	18	15	7	15	14	6	16	8	6	15	9	5	9	5	6	8	5	15	10	12	6	7	6	16	18	10	10	14	10	6	9	11	16	9	9	11	13	4	4	9	7	4	6
R_squared (mean (SD))	0.79 (0.10)	0.74 (0.10)	0.75 (0.09)	0.70 (0.09)	0.81 (0.05)	0.83 (0.09)	0.79 (0.06)	0.99 (0.03)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.84 (0.04)	0.74 (0.11)	0.76 (0.03)	0.69 (0.11)	0.76 (0.07)	0.77 (0.07)	0.91 (0.01)	0.78 (0.11)	0.70 (0.18)	0.84 (0.02)	0.66 (0.07)	0.88 (0.11)	0.83 (0.07)	0.83 (0.08)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.80 (0.07)	0.76 (0.06)	0.71 (0.06)	0.82 (0.07)	0.82 (0.07)	0.79 (0.09)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.98 (0.05)	0.73 (0.07)	0.77 (0.03)	0.74 (0.03)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.43 (0.07)	0.16 (0.04)	0.12 (0.10)	0.12 (0.08)	-0.13 (0.05)	-0.14 (0.07)	0.01 (0.03)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.08)	-0.02 (0.06)	0.24 (0.09)	-0.03 (0.08)	-0.01 (0.04)	0.33 (0.08)	-0.04 (0.08)	0.70 (0.07)	-0.10 (0.03)	-0.38 (0.08)	0.07 (0.09)	0.10 (0.09)	0.23 (0.08)	-0.04 (0.08)	0.27 (0.07)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.38 (0.07)	-0.18 (0.05)	0.29 (0.04)	-0.26 (0.10)	0.01 (0.03)	0.18 (0.07)	0.11 (0.04)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.98 (0.05)	0.57 (0.12)	-0.30 (0.09)	0.23 (0.02)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.17 (0.07)	0.05 (0.07)	0.43 (0.11)	0.68 (0.08)	0.73 (0.06)	0.42 (0.05)	-0.01 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.02 (0.06)	0.13 (0.08)	0.06 (0.09)	0.53 (0.09)	0.39 (0.04)	0.42 (0.04)	0.33 (0.06)	-0.05 (0.08)	0.15 (0.05)	0.46 (0.16)	0.38 (0.08)	-0.23 (0.05)	0.24 (0.04)	-0.01 (0.03)	-0.01 (0.05)	-0.13 (0.07)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.09 (0.08)	0.32 (0.06)	0.39 (0.08)	0.53 (0.06)	0.11 (0.05)	0.21 (0.07)	0.21 (0.03)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	-0.01 (0.02)	0.19 (0.10)	0.42 (0.07)	-0.18 (0.11)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.04 (0.11)	0.22 (0.05)	0.31 (0.07)	-0.12 (0.12)	0.17 (0.07)	0.51 (0.11)	-0.01 (0.03)	0.16 (0.08)	0.12 (0.11)	0.20 (0.07)	0.59 (0.10)	0.73 (0.12)	0.12 (0.06)	0.02 (0.05)	0.03 (0.04)	0.25 (0.06)	0.01 (0.11)	-0.08 (0.04)	0.48 (0.08)	-0.26 (0.06)	0.27 (0.04)	0.10 (0.06)	0.89 (0.12)	-0.16 (0.06)	0.06 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.44 (0.11)	0.04 (0.07)	-0.13 (0.06)	0.20 (0.12)	0.13 (0.05)	-0.09 (0.06)	0.04 (0.05)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.06 (0.12)	0.09 (0.13)	0.25 (0.06)	0.48 (0.11)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.43 (0.11)	0.60 (0.06)	0.17 (0.07)	0.32 (0.10)	0.20 (0.07)	0.30 (0.06)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.88 (0.06)	0.31 (0.08)	0.00 (0.10)	0.38 (0.07)	0.67 (0.04)	0.26 (0.08)	0.52 (0.06)	0.26 (0.06)	0.93 (0.07)	0.37 (0.13)	0.69 (0.15)	0.84 (0.06)	0.45 (0.06)	0.08 (0.08)	0.84 (0.09)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.28 (0.10)	0.73 (0.07)	0.46 (0.05)	0.46 (0.08)	0.74 (0.05)	0.75 (0.08)	0.70 (0.06)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	-0.01 (0.02)	0.11 (0.06)	0.67 (0.05)	0.43 (0.05)	-0.15 (0.17)

Coefficients [Mean (SD)] 50 segments
	Overall	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	49	50
n	496	9	18	14	13	10	8	18	15	7	18	14	6	16	8	6	12	7	9	5	9	5	6	8	5	14	9	12	6	7	6	16	18	10	10	14	10	6	3	16	17	9	9	11	13	4	4	9	7	4	6
R_squared (mean (SD))	0.79 (0.10)	0.73 (0.11)	0.75 (0.09)	0.70 (0.09)	0.81 (0.05)	0.83 (0.09)	0.79 (0.06)	0.99 (0.03)	0.85 (0.07)	0.77 (0.06)	0.86 (0.05)	0.72 (0.09)	0.84 (0.04)	0.74 (0.11)	0.76 (0.03)	0.69 (0.11)	0.76 (0.07)	0.77 (0.07)	0.77 (0.07)	0.91 (0.01)	0.78 (0.11)	0.70 (0.18)	0.84 (0.02)	0.66 (0.07)	0.88 (0.11)	0.82 (0.08)	0.85 (0.06)	0.85 (0.09)	0.86 (0.06)	0.76 (0.18)	0.80 (0.08)	0.74 (0.08)	0.82 (0.07)	0.79 (0.07)	0.76 (0.11)	0.75 (0.06)	0.80 (0.07)	0.76 (0.06)	0.69 (0.06)	0.82 (0.07)	0.79 (0.08)	0.73 (0.06)	0.76 (0.04)	0.80 (0.06)	0.75 (0.04)	0.84 (0.02)	0.98 (0.05)	0.73 (0.07)	0.77 (0.03)	0.74 (0.03)	0.73 (0.13)
Distance1 (mean (SD))	0.11 (0.25)	0.39 (0.06)	0.16 (0.04)	0.12 (0.10)	0.12 (0.08)	-0.13 (0.05)	-0.14 (0.07)	0.01 (0.03)	-0.16 (0.06)	0.47 (0.13)	0.01 (0.07)	-0.02 (0.06)	0.24 (0.09)	-0.03 (0.08)	-0.01 (0.04)	0.33 (0.08)	-0.02 (0.07)	0.46 (0.05)	0.70 (0.07)	-0.10 (0.03)	-0.38 (0.08)	0.07 (0.09)	0.10 (0.09)	0.23 (0.08)	-0.04 (0.08)	0.25 (0.06)	0.23 (0.05)	0.08 (0.12)	-0.02 (0.13)	0.37 (0.06)	0.54 (0.12)	0.03 (0.05)	-0.15 (0.05)	0.09 (0.05)	0.16 (0.07)	0.38 (0.07)	-0.18 (0.05)	0.29 (0.04)	-0.36 (0.12)	0.18 (0.07)	0.07 (0.06)	-0.19 (0.04)	0.01 (0.08)	-0.07 (0.07)	0.17 (0.07)	0.49 (0.05)	0.98 (0.05)	0.57 (0.12)	-0.30 (0.09)	0.23 (0.02)	0.63 (0.09)
Information1 (mean (SD))	0.22 (0.26)	0.12 (0.07)	0.05 (0.07)	0.43 (0.11)	0.68 (0.08)	0.73 (0.06)	0.42 (0.05)	-0.01 (0.04)	0.14 (0.05)	-0.18 (0.07)	-0.00 (0.07)	0.13 (0.08)	0.06 (0.09)	0.53 (0.09)	0.39 (0.04)	0.42 (0.04)	0.31 (0.06)	0.20 (0.06)	-0.05 (0.08)	0.15 (0.05)	0.46 (0.16)	0.38 (0.08)	-0.23 (0.05)	0.24 (0.04)	-0.01 (0.03)	-0.02 (0.05)	-0.14 (0.05)	0.83 (0.08)	-0.33 (0.12)	0.72 (0.09)	0.44 (0.07)	0.13 (0.04)	0.17 (0.07)	0.43 (0.06)	0.28 (0.09)	-0.09 (0.08)	0.32 (0.06)	0.39 (0.08)	0.55 (0.05)	0.21 (0.07)	0.17 (0.06)	0.47 (0.09)	-0.08 (0.06)	0.39 (0.07)	0.15 (0.05)	-0.01 (0.04)	-0.01 (0.02)	0.19 (0.10)	0.42 (0.07)	-0.18 (0.11)	0.01 (0.05)
Cases1 (mean (SD))	0.19 (0.25)	-0.12 (0.06)	0.22 (0.05)	0.31 (0.07)	-0.12 (0.12)	0.17 (0.07)	0.51 (0.11)	-0.01 (0.03)	0.16 (0.08)	0.12 (0.11)	0.20 (0.06)	0.59 (0.10)	0.73 (0.12)	0.12 (0.06)	0.02 (0.05)	0.03 (0.04)	0.24 (0.05)	0.04 (0.07)	0.01 (0.11)	-0.08 (0.04)	0.48 (0.08)	-0.26 (0.06)	0.27 (0.04)	0.10 (0.06)	0.89 (0.12)	-0.16 (0.08)	0.07 (0.07)	0.14 (0.17)	0.65 (0.04)	-0.08 (0.12)	-0.22 (0.08)	0.22 (0.05)	0.38 (0.08)	-0.02 (0.04)	0.54 (0.04)	0.44 (0.11)	0.04 (0.07)	-0.13 (0.06)	0.06 (0.13)	-0.09 (0.06)	0.07 (0.05)	0.28 (0.05)	0.47 (0.06)	0.63 (0.07)	0.37 (0.06)	-0.39 (0.06)	0.06 (0.12)	0.09 (0.13)	0.25 (0.06)	0.48 (0.11)	0.32 (0.13)
Complications1 (mean (SD))	0.48 (0.30)	0.55 (0.11)	0.60 (0.06)	0.17 (0.07)	0.32 (0.10)	0.20 (0.07)	0.30 (0.06)	1.00 (0.01)	0.86 (0.05)	0.63 (0.08)	0.86 (0.07)	0.31 (0.08)	0.00 (0.10)	0.38 (0.07)	0.67 (0.04)	0.26 (0.08)	0.52 (0.07)	0.35 (0.03)	0.26 (0.06)	0.93 (0.07)	0.37 (0.13)	0.69 (0.15)	0.84 (0.06)	0.45 (0.06)	0.08 (0.08)	0.86 (0.07)	0.76 (0.05)	-0.10 (0.10)	0.53 (0.14)	-0.08 (0.17)	0.34 (0.09)	0.62 (0.06)	0.63 (0.08)	0.51 (0.05)	0.06 (0.10)	0.28 (0.10)	0.73 (0.07)	0.46 (0.05)	0.50 (0.09)	0.75 (0.08)	0.71 (0.05)	0.47 (0.07)	0.58 (0.07)	0.05 (0.07)	0.38 (0.07)	0.77 (0.04)	-0.01 (0.02)	0.11 (0.06)	0.67 (0.05)	0.43 (0.05)	-0.15 (0.17)

Refrences

Monti, S., Tamayo, P., Mesirov, J., & Golub, T. (2003). Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data. Machine Learning, 52(1-2), 91–118. doi: 10.1023/A:1023949509487

Schuldt, J., Doktor, A., Lichters, M., Vogt, B., & Robra, B. P. (2017). Insurees´ preferences in hospital choice: A population based study. Health Policy, 121(10), 1040–1046. doi: 10.1016/j.healthpol.2017.08.004

Wilkerson, M. D., & Hayes, N. (2010). ConsensusClusterPlus: A class discovery tool with confidence assessments and item tracking. Bioinformatics, 26(12), 1572–1573. doi: 10.1093/bioinformatics/btq170

Segmenting individual regression coefficients

Marcel Lichters

2020-03-25