SensibleSleep: A Bayesian Model for Learning Sleep Patterns from Smartphone Events

We propose a Bayesian model for extracting sleep patterns from smartphone events. Our method is able to identify individuals' daily sleep periods and their evolution over time, and provides an estimation of the probability of sleep and wake transitions. The model is fitted to more than 400 participants from two different datasets, and we verify the results against ground truth from dedicated armband sleep trackers. We show that the model is able to produce reliable sleep estimates with an accuracy of 0.89, both at the individual and at the collective level. Moreover the Bayesian model is able to quantify uncertainty and encode prior knowledge about sleep patterns. Compared with existing smartphone-based systems, our method requires only screen on/off events, and is therefore much less intrusive in terms of privacy and more battery-efficient

Understanding predictability and exploration in human mobility

Predictive models for human mobility have important applications in many fields including traffic control, ubiquitous computing, and contextual advertisement. The predictive performance of models in literature varies quite broadly, from over 90% to under 40%. In this work we study which underlying factors - in terms of modeling approaches and spatio-temporal characteristics of the data sources - have resulted in this remarkably broad span of performance reported in the literature. Specifically we investigate which factors influence the accuracy of next-place prediction, using a high-precision location dataset of more than 400 users observed for periods between 3 months and one year. We show that it is much easier to achieve high accuracy when predicting the time-bin location than when predicting the next place. Moreover, we demonstrate how the temporal and spatial resolution of the data have strong influence on the accuracy of prediction. Finally we reveal that the exploration of new locations is an important factor in human mobility, and we measure that on average 20-25% of transitions are to new places, and approx. 70% of locations are visited only once. We discuss how these mechanisms are important factors limiting our ability to predict human mobility

Società partecipate, successione d’appalto e recessi: quali diritti per i lavoratori coinvolti; quale ruolo per il giudice del lavoro? = Participating companies, succession of contracts and withdrawals: what rights for the workers involved; what role for the labor judge? WP C.S.D.L.E. “Massimo D’Antona”.IT – 197/2014

This paper is devoted to the analyses of layoff’s juridical system on the public companies (subsidiarity companies) connected to competitive tender. In particular the A. analyzes the specific circumstances which take place when a private company wins a tender. Such a framework gives rise to plenty of juridical links; therefore, in order to fully analyse it, it is necessary to balance legal systems of transfers of undertaking, layoffs, and the “social clauses”. The latter can be incorporated in the law, as well as in collective agreements or in lex specialis

Proliferation capacity and p53 expression of HTB140 cells after proton irradiation

Human HTB140 melanoma cells were used to investigate different responses to single irradiation with protons, regarding cell proliferation, induction of apoptosis and expression of p53. Exponentially growing cells were irradiated close to the Bragg peak maximum of the unmodulated 62 MeV proton beam. Doses applied ranged from 8 to 24 Gy at the dose rate of 15 Gy/min. Cell proliferation, measured 6 and 48 h postirradiation, has shown highly significant dose and time dependent decrease. Protons induced apoptosis, 6 and 48 h after irradiation, decreasing with the increase of postirradiation incubation time. The largest number of apoptotic cells was at 6 h after irradiation with 16 Gy protons. High level of p53 expression was detected in all irradiated samples, as well as in controls and was independent of dose applied and postirradiation incubation time.Physical chemistry 2006 : 8th international conference on fundamental and applied aspects of physical chemistry; Belgrade (Serbia); 26-29 September 200

Sensitivity of HTB140 cell exposed to protons and alkylating agents

Malignant melanoma is a highly aggressive cancer with a poor prognosis due to resistance to radiotherapy and chemotherapy regimens. The mainstay of treatment remains DNA-alkylatingagent dacarbazine (DTIC). Fotemustine (FM), chloroethylnitrosourea agent, also has demonstrated significant antitumoral effects in malignantmelanoma. However, the resistance of melanoma cells limits their clinical application. In order to enhance the inhibition of melanoma cell growth, in this study, combined treatment of FM and DTIC with proton irradiation, was investigated. We analyzed the effects of combined treatment on HTB140 melanoma cell viability and proliferation. Significant inhibition of cell growth, especially cell proliferation, was obtained after treatment with protons and FM compare to single irradiation or drug treatment. Treatment with protons and DTIC has shown improved growth inhibition compare to appropriate single drug treatment, but not compare to irradiation as a single treatment.Physical chemistry 2006 : 8th international conference on fundamental and applied aspects of physical chemistry; Belgrade (Serbia); 26-29 September 200

Fetiform teratoma in an Italian-Fresian calf: case report and literature review.

Introduction. Fetiform teratoma is a rare form of teratoma in animals and people that resembles a malformed fetus. This paper describes the first case of highly differentiated extragonadal fetiform teratoma with cranial connection in an Italian-Friesian calf. Case presentation. A 35-day-old male Italian-Friesian calf weighing 55 kg was referred because of a mass localized in the fronto-nasal region. The mass contained two lateral structures of similar size and conformation that were recognized as underdeveloped hind limbs, while at its center there was a small tail. The mass was surgically excised and sent to the pathologist for examination. Gross examination identified two femur-like rudimentary limbs and a sketch of bone located in between, morphologically referable to a rudimentary coxae-like bo ne. Some mucinous cysts, a virtual body cavity showing adipose and muscular tissues, some cartilaginous nuclei and a coelomatic body cavity were also noted. Histological examination showed differentiation into skin with dermal appendages, hair, adipose tissue, cartilage, bone, lymphoid tissue, neurovascular bundles, and a rudimentary tail. No neural tissue including spinal cord, brain matter, or gonadal differentiation was seen. On the basis of these findings, the mass was diagnosed as a highly differentiated extragonadal fetiform teratoma. Conclusion. Fetiform teratoma should be included among differential diagnoses in cases of neonatal malformation in bovine. Analyzing the available literature, the Friesian genetic strain seem to be predisposed to fetal malformation, but a systematic reporting of cases is needed, in order to investigate further the epidemiological, etiological, pathophysiological and therapeutic aspect of this kind of congenital disease

Dosimetric characterization of CVD diamonds in photon, electron and proton beams

The purpose of this work is the characterization, in an on line configuration, of the dosimetric response of a commercial CVD diamond. The study shows the possibility of using CVD diamond for dosimetric purposes with clinical, high-energy electron (4-15 MeV), photon (6-15 MV) and proton (62 MeV) beams