scholarly journals A Multi-Objective Approach to Mitigate Negative Side Effects

Author(s):  
Sandhya Saisubramanian ◽  
Ece Kamar ◽  
Shlomo Zilberstein

Agents operating in unstructured environments often create negative side effects (NSE) that may not be easy to identify at design time. We examine how various forms of human feedback or autonomous exploration can be used to learn a penalty function associated with NSE during system deployment. We formulate the problem of mitigating the impact of NSE as a multi-objective Markov decision process with lexicographic reward preferences and slack. The slack denotes the maximum deviation from an optimal policy with respect to the agent's primary objective allowed in order to mitigate NSE as a secondary objective. Empirical evaluation of our approach shows that the proposed framework can successfully mitigate NSE and that different feedback mechanisms introduce different biases, which influence the identification of NSE.

Author(s):  
Filipe Teles ◽  
Pekka Kettunen

It is a common phenomenon that municipalities cooperate with each other. Cooperation eventually brings about the gains of efficiency or makes it possible to deliver services. We can however assume that cooperation may also fail, cause unwarranted negative side-effects and diminish the democratic capacity of the participating municipalities. The aim of this paper is to present the literature and available scholarship on the topic, and discuss the research agenda on inter-municipal cooperation, especially through the analysis of its scope, motivations, and perceived costs and benefits. The approach to the problem will be based in multidisciplinary contributions of existing research, which involves theoretical arguments related to the advantages of cooperation, the impact on democracy and accountability, as well as the discussion of public vs private provision of services. The conclusions should enable a serious reflection about Inter-Municipal Cooperation state of the art.


Author(s):  
Shun Zhang ◽  
Edmund H. Durfee ◽  
Satinder Singh

As it achieves a goal on behalf of its human user, an autonomous agent's actions may have side effects that change features of its environment in ways that negatively surprise its user. An agent that can be trusted to operate safely should thus only change features the user has explicitly permitted. We formalize this problem, and develop a planning algorithm that avoids potentially negative side effects given what the agent knows about (un)changeable features. Further, we formulate a provably minimax-regret querying strategy for the agent to selectively ask the user about features that it hasn't explicitly been told about. We empirically show how much faster it is than a more exhaustive approach and how much better its queries are than those found by the best known heuristic.


2016 ◽  
Vol 64 (4) ◽  
pp. 932.2-933
Author(s):  
S Arriola Apelo ◽  
CP Pumper ◽  
EL Baar ◽  
NE Cummings ◽  
HK Brar ◽  
...  

Inhibition of the mechanistic Target Of Rapamycin (mTOR) signaling pathway by the FDA-approved drug rapamycin promotes lifespan in numerous model organisms and delays age-related disease in mice. However, the utilization of rapamycin as a therapy for age-related diseases will likely prove challenging due to the serious metabolic and immunological side effects of rapamycin in humans. While the beneficial effects of rapamycin are largely mediated by inhibition of mTOR complex 1 (mTORC1), which is acutely sensitive to rapamycin, many of the negative side effects are mediated by inhibition of mTOR complex 2 (mTORC2), which is chronically sensitive to rapamycin. We hypothesized that a more relaxed rapamycin dosing schedule or the use of rapamycin analogs might specifically target mTORC1, reducing mTORC2 mediated side effects and still promoting longevity. Here, we identified an intermittent rapamycin treatment regimen – 2 mg/kg administered every five days – with reduced impact on glucose metabolism and the immune system compared to daily rapamycin treatment. Further, we show that the FDA-approved rapamycin analogs everolimus and temsirolimus efficiently inhibit mTORC1 signaling while having a reduced impact on glucose metabolism compared to rapamycin. Finally, we find that intermittent rapamycin administration extends the lifespan of mice even to a greater degree than continuous fed rapamycin.First, we tested in C57BL/6J mice, an inbred mouse line of which of which the lifespan can be extended by rapamycin, several intermittent dosing regimens and determined that IP administration of rapamycin once every 5 days was the most intensive dosing routing with no significant impact on glucose tolerance. We analyzed the impact of intermittent rapamycin administration on glucose homeostasis and determined that compared to daily treatment, intermittent rapamycin has reduced pyruvate intolerance (impaired gluconeogensis regualtion). Surprisingly, intermittent rapamycin resulted in similar fasting plasma insulin, insulin sensitivity, and ex vivo insulin secretion than vehicle treatment. We also determined that intermittent rapamycin has reduced impact on the immune system compared to daily rapamycin, as indicated by spleen T regulatory cells percent. We analyzed the effect of intermittent rapamycin on mTOR signaling and observed a sustained impact of this dosing routine on adipose, but not muscle, mTORC1 downstream marker S6 (S240/244) phosphorylation after 5 days of treatment. Remarkable, we observed no impact of intermittent rapamycin on the mTORC2 substrate Akt (S473) phosphorylation on either tissue. We compared the impact of daily treatment with equimolar doses of the FDA-approved rapamycin analogs everolimus and temsirolimus on glucose homeostasis. Despite both analogs had similar reduction on muscle mTORC1 signaling than rapamycin, they had improved glucose tolerance. In addition, everolimus had improved pyruvate tolerance, reduced testis weight loss, and reduced inhibition of mTORC2 signaling in muscle. Our results suggest that many of the negative side effects of rapamycin treatment can be mitigated through intermittent dosing or the use of rapamycin analogs, yet still extend lifespan. Therefore, we analyzed the impact of every 5 days rapamycin administration on longevity when treatment started at 20 months of age. Fascinatingly, intermittent rapamycin extended median and maximum lifespan compared to vehicle treated mice, with minimum impact on metabolism.Our work demonstrates that the anti-aging potential of rapamycin is separable from many of its negative side-effects, and suggests that carefully designed dosing regimens may permit the safer use of rapamycin and its analogs for the treatment of age-related diseases in humans.


2021 ◽  
Vol 10 (7) ◽  
pp. 1388
Author(s):  
Marta Malesza ◽  
Erich Wittmann

The main aim of this study was to investigate the various factors influencing COVID-19 vaccination acceptance and actual intake among older Germans aged over 75 years old (n = 1037). We found that the intention to get vaccinated or intake of the COVID-19 vaccine were positively related to the perceptions of becoming infected, perceptions of the severity of the potential long-term effects, the vaccine’s efficacy, and the benefits of vaccination. Meanwhile, the intention to get the vaccine or vaccine intake were decreased by perceptions of the negative side-effects and the general impediments to vaccination.


2022 ◽  
Author(s):  
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2021 ◽  
Author(s):  
hengstla not provided

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Author(s):  
Jeanne Gaakeer

In chapter 7 the importance of insight into how metaphor works in law (“seeing resemblance” according to Ricoeur) is elaborated upon in relation to the legal professional’s development of practical wisdom. The chapter discusses how metaphoric insight is both cognitive and perceptual. It argues that the professional needs to develop his or her legal imagination to be able to perceive similarity in what is initially thought of as dissimilarity to bridge the gap between the generality of the legal rule and the particularity of the individual situation in the case at hand. The chapter also connects the topic of metaphor to an understanding the psychological phenomenon of cognitive dissonance and its negative side-effects such as the confirmation bias and belief perseverance as the obverse phenomena of what Coleridge called poetic faith, i.e. the ability to comprehend contraries and to deal with uncertainties before jumping to conclusions.


2019 ◽  
pp. 993-1040
Author(s):  
David Semple ◽  
Roger Smyth

This chapter covers therapeutic issues in psychiatry, from medication adherence, off-label prescribing and associated legal considerations, negative side effects such as weight gain and sexual dysfunction in different forms of psychiatric medicines, potential interactions or contraindications for prescribing, and specific side effects. Special prescribing cases, such as psychiatric medicine in pregnancy and breastfeeding patients or those with heart, liver, or kidney disease, are explained.


1984 ◽  
Vol 16 (1) ◽  
pp. 91-97
Author(s):  
T. Kelley White

In the absence of agricultural policy, the behavior of the agricultural sector is dictated by market forces. Any agricultural policy, other than one of “hands off—let the market forces rule,” is dependent upon programmatic tools which in one way or another attempt to interfere or modify behavior of the sector. If it is government's objective to design and implement a set of programs which will distort market behavior so as to achieve policy goals with minimum negative side effects, it is essential that policymakers understand the kind of market environment within which the U.S. farm sector exists and how this market is likely to behave, given alternative interferences.


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