Does Confidence Reporting from the Crowd Benefit Crowdsourcing Performance?

We explore the design of an effective crowdsourcing system for an $M$-ary classification task. Crowd workers complete simple binary microtasks whose results are aggregated to give the final classification decision. We consider the scenario where the workers have a reject option so that they are allowed to skip microtasks when they are unable to or choose not to respond to binary microtasks. Additionally, the workers report quantized confidence levels when they are able to submit definitive answers. We present an aggregation approach using a weighted majority voting rule, where each worker's response is assigned an optimized weight to maximize crowd's classification performance. We obtain a couterintuitive result that the classification performance does not benefit from workers reporting quantized confidence. Therefore, the crowdsourcing system designer should employ the reject option without requiring confidence reporting.Comment: 6 pages, 4 figures, SocialSens 2017. arXiv admin note: text overlap with arXiv:1602.0057

Does it really take the state?

This paper explores the role of the state for an effective engagement of multinational corporations (MNCs) in corporate social responsibility (CSR). In the OECD context, the “shadow of hierarchy” cast by the state is considered an important incentive for MNCs to engage in CSR activities that contribute to governance. However, in areas of limited statehood, where state actors are too weak to effectively set and enforce collectively binding rules, profit-driven MNCs confront various dilemmas with respect to costly CSR standards. The lack of a credible regulatory threat by state agencies is therefore often associated with the exploitation of resources and people by MNCs, rather than with business’ social conduct. However, in this paper we argue that there are alternatives to the “shadow of hierarchy” that induce MNCs to adopt and implement CSR policies that contribute to governance in areas of limited statehood. We then discuss that in certain areas such functional equivalents still depend on some state intervention to be effective, in particular when firms are immune to reputational concerns and in complex-task areas that require the involvement of several actors in the provision of collective goods. Finally, we discuss the “dark side” of the state and show that the state can also have negative effects on the CSR engagement of MNCs. We illustrate the different ways in which statehood and the absence thereof affect CSR activities of MNCs in South Africa and conclude with some considerations on the conditions under which statehood exerts these effects.</jats:p

GreenCare for Children -- Measuring Environmental Hazards in the Childcare Industry

Presents findings from a two-year survey administered to a random sampling of childcare providers. Developed and interpreted by a diverse team of industry, technical, and educational experts

Cephem Potentiation by Inactivation of Nonessential Genes Involved in Cell Wall Biogenesis of ß-Lactamase-Producing Escherichia coli

Reversal of antimicrobial resistance is an appealing and largely unexplored strategy in drug discovery. The objective of this study was to identify potential targets for “helper” drugs reversing cephem resistance in Escherichia coli strains producing β-lactamases. A CMY-2-encoding plasmid was transferred by conjugation to seven isogenic deletion mutants exhibiting cephem hypersusceptibility. The effect of each mutation was evaluated by comparing the MICs in the wild type and the mutant harboring the same plasmid. Mutation of two genes encoding proteins involved in cell wall biosynthesis, dapF and mrcB, restored susceptibility to cefoxitin (FOX) and reduced the MICs of cefotaxime and ceftazidime, respectively, from the resistant to the intermediate category according to clinical breakpoints. The same mutants harboring a CTX-M-1-encoding plasmid fell into the intermediate or susceptible category for all three drugs. Individual deletion of dapF and mrcB in a clinical isolate of CTX-M-15-producing E. coli sequence type 131 (ST131) resulted in partial reversal of ceftazidime and cefepime resistance but did not reduce MICs below susceptibility breakpoints. Growth curve analysis indicated no fitness cost in a ΔmrcB mutant, whereas a ΔdapF mutant had a 3-fold longer lag phase than the wild type, suggesting that drugs targeting DapF may display antimicrobial activity, in addition to synergizing with selected cephems. DapF appeared to be a potential FOX helper drug target candidate, since dapF inactivation resulted in synergistic potentiation of FOX in the genetic backgrounds tested. The study showed that individual inactivation of two nonessential genes involved in cell wall biogenesis potentiates cephem activity according to drug- and strain-specific patterns