layout: true <div class="my-footer"><span> Virtual Workshop: Risk mapping for improved FAST surveillance and early detection, Feb. 9-25, 2021 </span></div> <!-- this adds the workshop footer to all slides, depends on my-footer class in css--> <!-- Determine background page as a function of params$style --> <style type="text/css"> .remark-slide-content { background-image: url(img/bg_page.png); } </style> --- class: title-slide count: false background-image: url(img/bg_titlepage_wlogos.png) background-size: cover <!-- Title-page specific background for the Astre style --> # Quantification of the uncertainty in risk assessment with _mapMCDA_ ## Facundo Muñoz <img src="img/Cirad-ASTRE_Fr.png" style="width: 25%" /> ### EuFMD. European Commission for the Control of Foot-and-Mouth Disease --- # Uncertainty propagation Evaluate the impact of variations or errors in the _inputs_ on the resulting risk map. Focus on the expert judgement. .center[ ![](img/mapMCDA_overview.png) ] --- # Sources of uncertainty - Errors or uncertainty in data - Expert judgement: - Choice of risk factors - Scaling function - Choice of weighting coefficients __(*)__ - Variation across experts __(*)__ --- # General principle of uncertainty propagation Repeat the analysis with multiple likely variations in the inputs -> __sample of likely risk maps__ 1. Manually, with the _mapMCDA_'s graphical user interface 2. [Code the analysis in R](https://umr-astre.pages.mia.inra.fr/mapMCDA/articles/mapMCDA.html) --- # Code the analysis in R ??? ```r pairs_mat <- function(x, labs) { M <- diag(1, length(x)) M[upper.tri(M)] <- x M[lower.tri(M)] <- 1/x colnames(M) <- rownames(M) <- labs M } plausible_matrices <- list( pairs_mat(c(6, 4, 3), labs = names(risques)), # Expert 1 pairs_mat(c(3, 4, 1), labs = names(risques)), # Expert 2 pairs_mat(c(4, 2, 3), labs = names(risques)), # Expert 3, pairs_mat(c(2, .5, .5), labs = names(risques)) # Expert 4, ... ) ``` --- # Code the analysis in R ??? You could also model the uncertainty around the concesus coefficients `$$c_{ij} \sim \mathcal N(\mu_{ij}, \sigma)$$` ```r sample_matrix <- function(n, mus, sd, labs) { sample_coefs <- vapply(mus, function(x) rnorm(n, mean = x, sd = sd), numeric(n)) lapply(seq.int(n), function(i) pairs_mat(sample_coefs[i,], labs = labs)) } sample_matrix(n = 2, mus = c(6, 4, 3), sd = 1, labs = names(risques))[1] ``` ``` ## [[1]] ## dens_animale points_eau parcs ## dens_animale 1.0000000 4.4889371 1.727260 ## points_eau 0.2227699 1.0000000 1.622483 ## parcs 0.5789517 0.6163391 1.000000 ``` --- # Sample of weights ```r w <- lapply(plausible_matrices, compute_weights) ``` ![](data:image/png;base64,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)<!-- --> --- # Sample of risk maps ```r risk_maps <- lapply(w, function(.) wlc(risques, .)) ``` ![](data:image/png;base64,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)<!-- --> --- # Risk at the epidemiological unit level ```r risk_eu <- cbind( unites_epi, setNames(data.frame(sapply(risk_maps, risk_unit, unites_epi)), risk_labels) ) ``` ![](data:image/png;base64,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)<!-- --> --- # Description of results - A sample of plausible values (or an empirical distribution) of risk at the epidemiological-unit level - Describe with mean, standard deviation, range, etc. - Optionally, categorise into risk levels (e.g. 1-4) and describe as a discrete distribution --- # Conclusions - Multiple __sources of uncertainty__ (data, scaling, weights). - Propagate the uncertainty in the inputs by __repeating__ the analysis with a range of plausible values. - Possible with the __graphical interface__ but tedious and limited. - __Programming__ the analysis yields a real __empirical distribution__ of risk values and can account for __all sources of uncertainty__. --- class: middle # .fancy[Thank you!] ![](img/Cirad-ASTRE_Eng.png)