The Determinants of Individual Performance: Empirical Essays on the Importance of Soft Skills and Monetary Incentives

This dissertation consists of three papers. The first paper "Managing the Workload: an Experiment on Individual Decision Making and Performance" experimentally investigates how decision-making in workload management affects individual performance. I designed a laboratory experiment in order to exogenously manipulate the schedule of work faced by each subject and to identify its impact on final performance. Through the mouse click-tracking technique, I also collected interesting behavioral measures on organizational skills. I found that a non-negligible share of individuals performs better under externally imposed schedules than in the unconstrained case. However, such constraints are detrimental for those good in self-organizing. The second chapter, "On the allocation of effort with multiple tasks and piecewise monotonic hazard function", tests the optimality of a scheduling model, proposed in a different literature, for the decisional problem faced in the experiment. Under specific assumptions, I find that such model identifies what would be the optimal scheduling of the tasks in the Admission Test. The third paper "The Effects of Scholarships and Tuition Fees Discounts on Students' Performances: Which Monetary Incentives work Better?" explores how different levels of monetary incentives affect the achievement of students in tertiary education. I used a Regression Discontinuity Design to exploit the assignment of different monetary incentives, to study the effects of such liquidity provision on performance outcomes, ceteris paribus. The results show that a monetary increase in the scholarships generates no effect on performance since the achievements of the recipients are all centered near the requirements for non-returning the benefit. Secondly, students, who are actually paying some share of the total cost of college attendance, surprisingly, perform better than those whose cost is completely subsidized. A lower benefit, relatively to a higher aid, it motivates students to finish early and not to suffer the extra cost of a delayed graduation.

Effetti clinici e biologici della terapia epigenetica nelle sindromi mielodisplastiche a basso rischio

Background: Nucleoside 5-Azacitidine (5-Aza) in high risk MDS patients (pts) at a dose of 75mg/mq/day subcutaneously for 7 days, every 28 days, induces high hematologic response rates (hematologic improvement (HI) 50-60%, complete remission (CR) 10-30%) and prolongation of survival (at 2 years 50,8%). Aim: The role of 5-Aza in low-risk MDS patients is not well defined but its use in the earlier phases of disease could be more effective and useful to control the expansion of MDS clone and disease progression. In our phase II, prospective, multicentric trial a low-dose schedule of 5-Aza (75 mg/mq daily for 5 consecutive days every 28 days) was given to low-risk MDS pts in order to evaluate its efficacy and tolerability and to identify biological markers to predict the response. Methods: From September 2008 to February 2010, 34 patients were enrolled into the study. Fifteen patients had refractory anemia (RA), 5 patients refractory anemia with ringed sideroblasts (RARS), 7 patients refractory cytopenia with multilineage dysplasia (RCMD) and 7 patients refractory anemia with excess blasts-1 (RAEB-1). All patients failed previously EPO therapy and were in chronic red blood cell (RBC) supportive care with a median transfusions requirement of 4 units/monthly. The response treatment criteria was according to IWG 2006. Results: At present time 31 out of 34 pts are evaluable: 12/31 pts (39%) completed the treatment plan (8 courses), 7/31 pts (22%) performed the first 4 courses, 8/31 (26%) made 1 to 3 courses and 4/31 (13%) died during the treatment period. Out of 12 pts who completed the 8 courses of therapy 10 (83%) obtained an HI, 2/12 (17%) maintained a stable disease. Out of 10 pts who obtained HI, 4 pts (40%) achieved a CR. Generally the drug was very well tolerated. The most commonly reported hematologic toxicities were neutropenia (55%) and thrombocytopenia (19%) but they were transitory and usually no delay of treatment was necessary. 2/4 pts died early after the 1th cycle for septic shock and gastrointestinal hemorrage respectively whereas 2/4 pts died in a condition of stable disease after the 4th cycle for pneumonia and respiratory distress. Samples for biologic studies have been collected from the pts before starting the therapy and at the end of 4th and 8th course. Preliminary data on the lipid signalling pathways suggested a direct correlation between PI-PLC-β1 gene expression and 5-Aza responsiveness. Conclusion: Interim analysis of our study based on the small number of cases who completed the treatment program, shows that 83% of pts obtain an HI and 40% obtain a CR. 4 patients died during the treatment and even if the causes were reported as no related to the therapy it has been considered that caution has to be reserved in given 5-Aza in these pts who are elderly and frail. Preliminary data of PI-PLC-β1 gene expression suggest that this and probably other biological markers could help us to know a priori who are the patients who have more chances to respond.

Biodegradazione aerobica cometabolica di cloroformio: studio di fattibilità in reattori a biomassa adesa

Chlorinated Aliphatic Hydrocarbons (CAHs) are widespread wastewater and groundwater contaminants and represent a real danger for human health and environment. This research is related to the biodegradation technologies to treat chlorinated hydrocarbons. In particular the study of this thesis is focused on chloroform cometabolism by a butane-grown aerobic pure culture (Rhodococcus aetherovorans BCP1) in continuous-flow biofilm reactors, which are used for in-situ and on-site treatments. The work was divided in two parts: in the first one an experimental study has been conducted in two packed-bed reactors (PBRs) for a period of 370 days; in the second one a fluid dynamics and kinetic model has been developed in order to simulate the experimental data concerning a previous study made in a 2-m continuous-flow sand-filled reactor. The goals of the first study were to obtain preliminary information on the feasibility of chloroform biodegradation by BCP1 under attached-cell conditions and to evaluate the applicability of the pulsed injection of growth substrate and oxygen to biofilm reactors. The pulsed feeding represents a tool to control the clogging and to ensure a long bioreactive zone. The operational conditions implemented in the PBRs allowed the attainment of a 4-fold increase of the ratio of chloroform degraded to substrate consumed, in comparison with the phase of continuous substrate supply. The second study was aimed at identifying guidelines for optimizing the oxygen/substrate supply schedule, developing a reliable model of chloroform cometabolism in porous media. The tested model led to a suitable interpretation of the experimental data as long as the ratio of CF degraded to butane consumed was ≤ 0.27 mgchloroform /mgbutane. A long-term simulation of the best-performing schedule of pulsed oxygen/substrate supply indicated the attainment of a steady state condition characterized by unsatisfactory bioremediation performances, evidencing the need for a further optimization of the pulsed injection technique.

Utilizzo del Rituximab nel trattamento della vasculiti ANCA associate.

Introduzione. Recenti studi hanno dimostrato che il Rituximab (RTX) è un’alternativa sicura ed efficace alla ciclofosfamide nell’indurre la remissione in pazienti con severa vasculite ANCA-associata (AAV) di nuova diagnosi o recidiva. Scopo dello studio era valutare l’efficacia e la sicurezza del RTX nei nostri pazienti con AAV. Metodi. Studio retrospettivo delle caratteristiche cliniche, dei risultati e della tolleranza al RTX dei pazienti con AAV trattati presso il nostro centro da Gennaio 2006 a Dicembre 2011. Inizialmente veniva utilizzato lo schema convenzionale delle 4 somministrazioni settimanali da 375 mg/m2. Dal 2011 sulla base dell’esperienza maturata e dei nuovi dati della letteratura si decideva di non adottare uno schema fisso per le recidive, ma di somministrare una o due dosi secondo la severità della recidiva ed il rischio infettivo. Risultati. Venivano trattati 51 pazienti con AAV, 15/51 (29%) di nuova diagnosi e 36/51 (71%) ad una recidiva. La maggior parte dei pazienti con nuova diagnosi presentavano una micropoliangioite con severo interessamento renale, 5/15 (33%) erano in dialisi dall’esordio. 32/36 (89%) pazienti trattati ad una recidiva presentavano una recidiva granulomatosa di Granulomatosi di Wegener (WG). Tutti ottenevano una remissione, più rapidamente per le manifestazioni vasculitiche. 2/5 pazienti in dialisi dall’esordio recuperavano la funzione renale. Si osservavano 11 recidive in 9 pazienti con GW mediamente dopo 23.1 mesi, tutti ottenevano nuovamente la remissione. Ad un follow-up medio di 20.1 mesi si registravano 4 decessi, 3 (3/15, 20%) nel gruppo di pazienti con nuova diagnosi, uno (1/36, 3%) nel gruppo trattato ad una recidiva. Quattro pazienti sospendevano il RTX per infezioni. Conclusioni. Nella nostra casistica il RTX si è dimostrato efficace e sicuro nell’indurre la remissione in pazienti con severa AAV, sia all’esordio che alla recidiva. I pazienti con WG presentano maggior rischio di recidiva e dovrebbero pertanto essere mantenuti in terapia immunosoppressiva dopo RTX.

Automotive diesel engine transient operation: modeling, optimization and control

Traditionally, the study of internal combustion engines operation has focused on the steady-state performance. However, the daily driving schedule of automotive engines is inherently related to unsteady conditions. There are various operating conditions experienced by (diesel) engines that can be classified as transient. Besides the variation of the engine operating point, in terms of engine speed and torque, also the warm up phase can be considered as a transient condition. Chapter 2 has to do with this thermal transient condition; more precisely the main issue is the performance of a Selective Catalytic Reduction (SCR) system during cold start and warm up phases of the engine. The proposal of the underlying work is to investigate and identify optimal exhaust line heating strategies, to provide a fast activation of the catalytic reactions on SCR. Chapters 3 and 4 focus the attention on the dynamic behavior of the engine, when considering typical driving conditions. The common approach to dynamic optimization involves the solution of a single optimal-control problem. However, this approach requires the availability of models that are valid throughout the whole engine operating range and actuator ranges. In addition, the result of the optimization is meaningful only if the model is very accurate. Chapter 3 proposes a methodology to circumvent those demanding requirements: an iteration between transient measurements to refine a purpose-built model and a dynamic optimization which is constrained to the model validity region. Moreover all numerical methods required to implement this procedure are presented. Chapter 4 proposes an approach to derive a transient feedforward control system in an automated way. It relies on optimal control theory to solve a dynamic optimization problem for fast transients. From the optimal solutions, the relevant information is extracted and stored in maps spanned by the engine speed and the torque gradient.

Preclinical development of cancer vaccines

Triplex cell vaccine is a cancer immunopreventive cell vaccine that can prevent almost completely mammary tumor onset in HER-2/neu transgenic mice. A future translation of cancer immunoprevention from preclinical to clinical studies should take into account several aspects. The work reported in this thesis deals with the study of three of these aspects: vaccine schedule, activity in a therapeutic set-up and second-generation DNA vaccines. An important element in determining human acceptance and compliance of a treatment protocol is the number of vaccinations. In order to improve the vaccination schedule a minimal protocol was searched, i.e. a schedule consisting of a lower number of administrations than standard protocol but with a similar efficacy. A candidate optimal protocol was identified by the use of an in silico model, SimTriplex simulator. The in vivo test of this schedule in HER-2/neu transgenic mice only partially confirmed in silico predictions. This result shows that in silico models have the potential ability to aid in searching of optimal treatment protocols, provided that they will be further tuned on experimental data. As a further result this preclinical study highlighted that kinetic of antibody response plays a major role in determining cancer prevention, leading to the hypothesis of a threshold that must be reached rapidly and maintained lifetime. Early clinical trials would be performed in a therapeutic, rather than preventive, setting. Thus, the activity of Triplex vaccine was investigated against experimental lung metastases in HER-2/neu transgenic mice in order to evaluate if the immunopreventive Triplex vaccine could be effective also against a pre-existing tumor mass. This preclinical model of aggressive metastatic development showed that the vaccine was an efficient treatment also 4 for the cure of micrometastases. However the immune mechanisms activated against tumor mass were not antibody dependent, i.e. different from those preventing the onset of primary mammary carcinoma. DNA vaccines could be more easily used than cellular ones. A second generation of Triplex vaccine based on DNA plasmids was evaluated in an aggressive preclinical model (BALBp53neu female mice) and compared with the preventive ability of cellular Triplex vaccine. It was observed that Triplex DNA vaccine was as effective as Triplex cell vaccine, exploiting a more restricted immune stimulation.

Cache-aware development of high integrity real-time systems

Cost, performance and availability considerations are forcing even the most conservative high-integrity embedded real-time systems industry to migrate from simple hardware processors to ones equipped with caches and other acceleration features. This migration disrupts the practices and solutions that industry had developed and consolidated over the years to perform timing analysis. Industry that are confident with the efficiency/effectiveness of their verification and validation processes for old-generation processors, do not have sufficient insight on the effects of the migration to cache-equipped processors. Caches are perceived as an additional source of complexity, which has potential for shattering the guarantees of cost- and schedule-constrained qualification of their systems. The current industrial approach to timing analysis is ill-equipped to cope with the variability incurred by caches. Conversely, the application of advanced WCET analysis techniques on real-world industrial software, developed without analysability in mind, is hardly feasible. We propose a development approach aimed at minimising the cache jitters, as well as at enabling the application of advanced WCET analysis techniques to industrial systems. Our approach builds on:(i) identification of those software constructs that may impede or complicate timing analysis in industrial-scale systems; (ii) elaboration of practical means, under the model-driven engineering (MDE) paradigm, to enforce the automated generation of software that is analyzable by construction; (iii) implementation of a layout optimisation method to remove cache jitters stemming from the software layout in memory, with the intent of facilitating incremental software development, which is of high strategic interest to industry. The integration of those constituents in a structured approach to timing analysis achieves two interesting properties: the resulting software is analysable from the earliest releases onwards - as opposed to becoming so only when the system is final - and more easily amenable to advanced timing analysis by construction, regardless of the system scale and complexity.

Enhancement of Trajectory Determination of Orbiter Spacecraft by Using Pairs of Planetary Optical Images

The subject of the present thesis is about the enhancement of orbiter spacecraft navigation capabilities obtained by the standard radiometric link, taking advantage of an imaging payload and making use of a novel definition of optical measurements. An ESA Mission to Mercury called BepiColombo, was selected as a reference case for this study, and in particular its Mercury Planetary Orbiter (MPO), because of the presence of SIMBIO-SYS, an instrument suite part of the MPO payload, capable of acquiring high resolution images of the surface of Mercury. The use of optical measurements for navigation, can provide complementary informations with respect to Doppler, for enhanced performances or a relaxation of the radio tracking requisites in term of ground station schedule. Classical optical techniques based on centroids, limbs or landmarks, were the base to a novel idea for optical navigation, inspired by concepts of stereoscopic vision. In brief, the relation between two overlapped images acquired by a nadir pointed orbiter spacecraft at different times, was defined, and this information was then formulated into an optical measurement, to be processed by a navigation filter. The formulation of this novel optical observable is presented, moreover the analysis of the possible impact on the mission budget and images scheduling is addressed. Simulations are conducted using an orbit determination software already in use for spacecraft navigation in which the proposed optical measurements were implemented and the final results are given.