Literature DB >> 28471321

Evaluation of Probabilistic Disease Forecasts.

Gareth Hughes1, Fiona J Burnett1.   

Abstract

The statistical evaluation of probabilistic disease forecasts often involves calculation of metrics defined conditionally on disease status, such as sensitivity and specificity. However, for the purpose of disease management decision making, metrics defined conditionally on the result of the forecast-predictive values-are also important, although less frequently reported. In this context, the application of scoring rules in the evaluation of probabilistic disease forecasts is discussed. An index of separation with application in the evaluation of probabilistic disease forecasts, described in the clinical literature, is also considered and its relation to scoring rules illustrated. Scoring rules provide a principled basis for the evaluation of probabilistic forecasts used in plant disease management. In particular, the decomposition of scoring rules into interpretable components is an advantageous feature of their application in the evaluation of disease forecasts.

Keywords:  Brier score; G2 test; McFadden’s R2; divergence score; expected mutual information; reliability; resolution; uncertainty

Mesh:

Year:  2017        PMID: 28471321     DOI: 10.1094/PHYTO-01-17-0023-FI

Source DB:  PubMed          Journal:  Phytopathology        ISSN: 0031-949X            Impact factor:   4.025


  3 in total

1.  Information Graphs Incorporating Predictive Values of Disease Forecasts.

Authors:  Gareth Hughes; Jennifer Reed; Neil McRoberts
Journal:  Entropy (Basel)       Date:  2020-03-20       Impact factor: 2.524

2.  On the Binormal Predictive Receiver Operating Characteristic Curve for the Joint Assessment of Positive and Negative Predictive Values.

Authors:  Gareth Hughes
Journal:  Entropy (Basel)       Date:  2020-05-26       Impact factor: 2.524

3.  Accuracy in the prediction of disease epidemics when ensembling simple but highly correlated models.

Authors:  Denis A Shah; Erick D De Wolf; Pierce A Paul; Laurence V Madden
Journal:  PLoS Comput Biol       Date:  2021-03-15       Impact factor: 4.475

  3 in total

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