Abstract

The popularly known 20–80 rule or Pareto rule states that 20% of efforts leads to 80% of results. This rule has been applied to the study of infection transmission in contact networks, and specifically, contact networks between cattle farms. Woolhouse and collaborators showed that targeting interventions for disease control and prevention to the 20% of the farms that contribute the most to the basic reproduction number (Ro), could reduce it by 80%. The rule results from the number of incoming and outgoing contacts per farm being highly heterogeneous. Besides, Woolhouse and collaborators showed that this high contact heterogeneity, together with a high positive correlation between the number of incoming and outgoing animal movements per farm leads to an amplification in the Ro. Two previous studies carried out with Scottish cattle transport data found either no correlation or only a weak correlation (rho up to 0.33) when using weighted data. Using data from the contacts between Swiss cattle farms in 2015, we found that the 20–80 rule applies with respect to Ro, although the proportion of highly active farms is smaller (11%). Besides, a positive strong correlation (rho = 0.64, weighted data) between the incoming and outgoing contacts of farms exists. This means that the amplification of Ro (due to the contact heterogeneities and the existing correlation) in cattle contact networks can be much higher than known until now. Our results highlight the importance of an effective active surveillance, more so than in other countries were these amplification mechanisms are absent.

Highlights

  • The popularly known 20–80 rule or Pareto rule states that 20% of efforts lead to 80% of results ([1])

  • In the present study we present the connectivity distributions for the full cattle network and for farms only, and investigate 1) whether the 20–80 rule holds for Swiss cattle farms and 2) whether a correlation exists between the indegree and the outdegree as this would be indicative of amplifications in reproduction number (Ro) for Switzerland

  • The removal of 11% of the holdings leads to a Ro reduction of 80% (Fig 1) for both the weighted and unweighted data

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Summary

Introduction

The popularly known 20–80 rule or Pareto rule states that 20% of efforts lead to 80% of results ([1]). This constitutes in principle a convenient situation when tackling control of infectious diseases. It has been shown that this rule applies to Scottish cattle ([2],[3]) and sheep farms ([4]) respectively, and the percentages of the rule vary depending on the type of farm. A contact between holdings is defined every time animals are unidirectionally moved from one farm to another. The contact network refers to the cattle movements between holdings within a certain time period.

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