Changing the focus: worker-centric optimization in human-in-the-loop computations

A myriad of emerging applications from simple to complex ones involve human cognizance in the computation loop. Using the wisdom of human workers, researchers have solved a variety of problems, termed as “micro-tasks” such as, captcha recognition, sentiment analysis, image categorization, query processing, as well as “complex tasks” that are often collaborative, such as, classifying craters on planetary surfaces, discovering new galaxies (Galaxyzoo), performing text translation. The current view of “humans-in-the-loop” tends to see humans as machines, robots, or low-level agents used or exploited in the service of broader computation goals. This dissertation is developed to shift the focus back to humans, and study different data analytics problems, by recognizing characteristics of the human workers, and how to incorporate those in a principled fashion inside the computation loop. The first contribution of this dissertation is to propose an optimization framework and a real world system to personalize worker’s behavior by developing a worker model and using that to better understand and estimate task completion time. The framework judiciously frames questions and solicits worker feedback on those to update the worker model. Next, improving workers skills through peer interaction during collaborative task completion is studied. A suite of optimization problems are identified in that context considering collaborativeness between the members as it plays a major role in peer learning. Finally, “diversified” sequence of work sessions for human workers is designed to improve worker satisfaction and engagement while completing tasks

Informal Payments in Healthcare: A Case Study of Kerman Province in Iran

Background: Informal payments for health care, which are common in many countries, can have negative effects on health care access, equity and health status as they lead people to forgo or delay seeking care, or to sell assets to pay for care. Many countries are putting reforms in place with the aim of reducing informal payments. In order to be successful, such policies should be informed by the underlying causes of such payments. This study attempts to explore why, how, and in what ways informal payments occur. Methods: We conducted face-to-face interviews with a purposeful sample of 45 participants, including patients, healthcare providers and officials, in Kerman province in Iran, in 2010. The research participants were asked about the nature of informal payments, the reasons behind both asking and making those payments. We analysed the data using content analysis. Results: We found that people make informal payments for several reasons, namely cultural, quality- related and legal. Providers ask for informal payments because of tariffs, structural and moral reasons, and to demonstrate their competence. Informal payments were found to be more prevalent for complex procedures and are usually asked for directly. Conclusion: Informal payments are present in Iran’s health system as in other countries. What makes Iran’s condition slightly different from other countries is the peculiarity of reasons behind asking informal payments and the disadvantages associated with these kinds of payments. Iran could overcome this dilemma by precise investigation of the reasons to inform appropriate policy formulation. Some policies such as raising salaries, justifying the tariffs and cost-sharing, defining a benefits package of services, and improving accountability and transparency in the health system could be taken by the government to alleviate the proble

Does a socially well integrated university have anything to do with faculty retention? A study on Kerman University of Medical Sciences-2011

Purpose – The purpose of this paper is to measure the relationship between organizational social capital and retention of faculty members in Kerman University of Medical Sciences in 2011. Design/methodology/approach – Using a stratified multistage sampling, 120 faculty members were recruited to fill the questionnaire. Findings – There were a direct and positive bilateral (r¼0.65) relationship between social capital and retention of faculty members. Originality/value – The university officials and policy makers need to pay closer attention to some issues such as providing welfare facilities, salary and wages, benefits, interests and appreciation for faculty members. Keywords Socia

Global burden and strength of evidence for 88 risk factors in 204 countries and 811 subnational locations, 1990–2021: a systematic analysis for the Global Burden of Disease Study 2021

Background: Understanding the health consequences associated with exposure to risk factors is necessary to inform public health policy and practice. To systematically quantify the contributions of risk factor exposures to specific health outcomes, the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2021 aims to provide comprehensive estimates of exposure levels, relative health risks, and attributable burden of disease for 88 risk factors in 204 countries and territories and 811 subnational locations, from 1990 to 2021. Methods: The GBD 2021 risk factor analysis used data from 54 561 total distinct sources to produce epidemiological estimates for 88 risk factors and their associated health outcomes for a total of 631 risk–outcome pairs. Pairs were included on the basis of data-driven determination of a risk–outcome association. Age-sex-location-year-specific estimates were generated at global, regional, and national levels. Our approach followed the comparative risk assessment framework predicated on a causal web of hierarchically organised, potentially combinative, modifiable risks. Relative risks (RRs) of a given outcome occurring as a function of risk factor exposure were estimated separately for each risk–outcome pair, and summary exposure values (SEVs), representing risk-weighted exposure prevalence, and theoretical minimum risk exposure levels (TMRELs) were estimated for each risk factor. These estimates were used to calculate the population attributable fraction (PAF; ie, the proportional change in health risk that would occur if exposure to a risk factor were reduced to the TMREL). The product of PAFs and disease burden associated with a given outcome, measured in disability-adjusted life-years (DALYs), yielded measures of attributable burden (ie, the proportion of total disease burden attributable to a particular risk factor or combination of risk factors). Adjustments for mediation were applied to account for relationships involving risk factors that act indirectly on outcomes via intermediate risks. Attributable burden estimates were stratified by Socio-demographic Index (SDI) quintile and presented as counts, age-standardised rates, and rankings. To complement estimates of RR and attributable burden, newly developed burden of proof risk function (BPRF) methods were applied to yield supplementary, conservative interpretations of risk–outcome associations based on the consistency of underlying evidence, accounting for unexplained heterogeneity between input data from different studies. Estimates reported represent the mean value across 500 draws from the estimate's distribution, with 95% uncertainty intervals (UIs) calculated as the 2·5th and 97·5th percentile values across the draws. Findings: Among the specific risk factors analysed for this study, particulate matter air pollution was the leading contributor to the global disease burden in 2021, contributing 8·0% (95% UI 6·7–9·4) of total DALYs, followed by high systolic blood pressure (SBP; 7·8% [6·4–9·2]), smoking (5·7% [4·7–6·8]), low birthweight and short gestation (5·6% [4·8–6·3]), and high fasting plasma glucose (FPG; 5·4% [4·8–6·0]). For younger demographics (ie, those aged 0–4 years and 5–14 years), risks such as low birthweight and short gestation and unsafe water, sanitation, and handwashing (WaSH) were among the leading risk factors, while for older age groups, metabolic risks such as high SBP, high body-mass index (BMI), high FPG, and high LDL cholesterol had a greater impact. From 2000 to 2021, there was an observable shift in global health challenges, marked by a decline in the number of all-age DALYs broadly attributable to behavioural risks (decrease of 20·7% [13·9–27·7]) and environmental and occupational risks (decrease of 22·0% [15·5–28·8]), coupled with a 49·4% (42·3–56·9) increase in DALYs attributable to metabolic risks, all reflecting ageing populations and changing lifestyles on a global scale. Age-standardised global DALY rates attributable to high BMI and high FPG rose considerably (15·7% [9·9–21·7] for high BMI and 7·9% [3·3–12·9] for high FPG) over this period, with exposure to these risks increasing annually at rates of 1·8% (1·6–1·9) for high BMI and 1·3% (1·1–1·5) for high FPG. By contrast, the global risk-attributable burden and exposure to many other risk factors declined, notably for risks such as child growth failure and unsafe water source, with age-standardised attributable DALYs decreasing by 71·5% (64·4–78·8) for child growth failure and 66·3% (60·2–72·0) for unsafe water source. We separated risk factors into three groups according to trajectory over time: those with a decreasing attributable burden, due largely to declining risk exposure (eg, diet high in trans-fat and household air pollution) but also to proportionally smaller child and youth populations (eg, child and maternal malnutrition); those for which the burden increased moderately in spite of declining risk exposure, due largely to population ageing (eg, smoking); and those for which the burden increased considerably due to both increasing risk exposure and population ageing (eg, ambient particulate matter air pollution, high BMI, high FPG, and high SBP). Interpretation: Substantial progress has been made in reducing the global disease burden attributable to a range of risk factors, particularly those related to maternal and child health, WaSH, and household air pollution. Maintaining efforts to minimise the impact of these risk factors, especially in low SDI locations, is necessary to sustain progress. Successes in moderating the smoking-related burden by reducing risk exposure highlight the need to advance policies that reduce exposure to other leading risk factors such as ambient particulate matter air pollution and high SBP. Troubling increases in high FPG, high BMI, and other risk factors related to obesity and metabolic syndrome indicate an urgent need to identify and implement interventions

On the geometric mean of the values of positive multiplicative arithmetical functions

In this paper we obtain asymptotic expansion for the geometric mean of thevalues of positive strongly multiplicative function $f$ satisfying$f(p)=\alpha(d)\,p^d+O(p^{d-\delta})$ for any prime $p$ with $d$ real and$\alpha(d),\delta>0$

Informal Payments in Healthcare: A Case Study of Kerman Province in Iran

Background: Informal payments for health care, which are common in many countries, can have negative effects on health care access, equity and health status as they lead people to forgo or delay seeking care, or to sell assets to pay for care. Many countries are putting reforms in place with the aim of reducing informal payments. In order to be successful, such policies should be informed by the underlying causes of such payments. This study attempts to explore why, how, and in what ways informal payments occur. Methods: We conducted face-to-face interviews with a purposeful sample of 45 participants, including patients, healthcare providers and officials, in Kerman province in Iran, in 2010. The research participants were asked about the nature of informal payments, the reasons behind both asking and making those payments. We analysed the data using content analysis. Results: We found that people make informal payments for several reasons, namely cultural, qualityrelated and legal. Providers ask for informal payments because of tariffs, structural and moral reasons, and to demonstrate their competence. Informal payments were found to be more prevalent for complex procedures and are usually asked for directly. Conclusion: Informal payments are present in Iran’s health system as in other countries. What makes Iran’s condition slightly different from other countries is the peculiarity of reasons behind asking informal payments and the disadvantages associated with these kinds of payments. Iran could overcome this dilemma by precise investigation of the reasons to inform appropriate policy formulation. Some policies such as raising salaries, justifying the tariffs and cost-sharing, defining a benefits package of services, and improving accountability and transparency in the health system could be taken by the government to alleviate the problem

Explicit Preference Elicitation for Task Completion Time

International audienc

Optimizing Peer Learning in Online Groups with Affinities

International audienc

Crowdsourcing Analytics With CrowdCur

International audienc

Induction of chondrogenic differentiation of human adipose-derived stem cells by low frequency electric field

Background: Since when the cartilage damage (e.g., with the osteoarthritis) it could not be repaired in the body, hence for its reconstruction needs cell therapy. For this purpose, adipose-derived stem cells (ADSCs) is one of the best cell sources because by the tissue engineering techniques it can be differentiated into chondrocytes. Chemical and physical inducers is required order to stem cells to chondrocytes differentiating. We have decided to define the role of electric field (EF) in inducing chondrogenesis process. Materials and Methods: A low frequency EF applied the ADSCs as a physical inducer for chondrogenesis in a 3D micromass culture system which ADSCs were extracted from subcutaneous abdominal adipose tissue. Also enzyme-linked immunosorbent assay, methyl thiazolyl tetrazolium, real time polymerase chain reaction and flowcytometry techniques were used for this study. Results: We found that the 20 minutes application of 1 kHz, 20 mv/cm EF leads to chondrogenesis in ADSCs. Although our results suggest that application of physical (EF) and chemical (transforming growth factor-β3) inducers at the same time, have best results in expression of collagen type II and SOX9genes. It is also seen EF makes significant decreased expression of collagens type I and X genes. Conclusion: The low frequency EF can be a good motivator to promote chondrogenic differentiation of human ADSCs