Unlocking the potential of big data to support tactical performance analysis in professional soccer: A systematic review.

In professional soccer, increasing amounts of data are collected that harness great potential when it comes to analysing tactical behaviour. Unlocking this potential is difficult as big data challenges the data management and analytics methods commonly employed in sports. By joining forces with computer science, solutions to these challenges could be achieved, helping sports science to find new insights, as is happening in other scientific domains. We aim to bring multiple domains together in the context of analysing tactical behaviour in soccer using position tracking data. A systematic literature search for studies employing position tracking data to study tactical behaviour in soccer was conducted in seven electronic databases, resulting in 2338 identified studies and finally the inclusion of 73 papers. Each domain clearly contributes to the analysis of tactical behaviour, albeit in - sometimes radically - different ways. Accordingly, we present a multidisciplinary framework where each domain's contributions to feature construction, modelling and interpretation can be situated. We discuss a set of key challenges concerning the data analytics process, specifically feature construction, spatial and temporal aggregation. Moreover, we discuss how these challenges could be resolved through multidisciplinary collaboration, which is pivotal in unlocking the potential of position tracking data in sports analytics.

[Specific concepts of care for pregnant women with drug addiction or HIV infection]. / Spezifische Betreuungskonzepte für schwangere Frauen mit Sucht- bzw. HIV-Konflikten.

In the last 10 years about 130 women with a drug addiction and more than 100 HIV-positive pregnant women were treated at the 1. University Hospital of Obstetrics and Gynaecology in Munich. Besides a specialized medical treatment both groups required intensive psychosocial care. HIV-infected people are still isolated and suffer from the social stigmata. Their essential needs for sexuality and children of their own are often ignored or even condemned because of irrational fears about HIV, which continue despite rapid medical improvements. The life-expectancy for example has increased since the inauguration of protease inhibitors. Vertical transmission of HIV is below 2% through medical treatment in pregnancy, elective cesarean section and renunciation of breastfeeding. Drug addicted pregnant women are given the opportunity to change their life in order to care for their children appropriately. The basis for this is a substitution with levomethadone and elimination of the use of other drugs. The addicted women often can reduce the dosage of levomethadone during the course of their pregnancy and sometimes can cease totally. Normally they are highly motivated and thus can ease the withdrawal symptoms of their newborns following delivery. By establishing a reliable social net during pregnancy mothers learn to recognize the demands of their children after birth and thus emotional and cognitive deficits can be prevented.

Radiotherapy of the chest wall following mastectomy for early-stage breast cancer: impact on local recurrence and overall survival.

INTRODUCTION: Recent studies have renewed an old controversy about the efficacy of adjuvant radiotherapy following mastectomy for breast cancer. Radiotherapy is usually recommended for advanced disease, but whether or not to use it in pT1-T2 pN0 situations is still being debated. This study was designed to clarify whether or not routine radiotherapy of the chest wall following mastectomy reduces the risk of local recurrence and if it influences the overall survival rate. METHODS: Retrospective analysis of patients treated with mastectomy for pT1-T2 pN0 tumors and no systemic treatment. Patients treated with radiotherapy of the chest wall following mastectomy (Group A) are compared with those treated with mastectomy alone (Group B). RESULTS: A total of 918 patients underwent mastectomy. Patients who received adjuvant radiotherapy after mastectomy (n = 114) had a significantly lower risk for local recurrence. Ten years after the primary diagnosis, 98.1% of the patients with radiotherapy were disease free compared to 86.4% of the patients without radiotherapy. The average time interval from primary diagnosis until local recurrence was 8.9 years in Group A and 2.8 years in Group B. The Cox regression analysis including radiotherapy, tumor size and tumor grading found the highest risk for local recurrence for patients without radiotherapy (p < 0.0004). In terms of overall survival however, the Kaplan-Meier analysis showed no difference between the two groups (p = 0.8787) and the Cox regression analysis failed to show any impact on overall survival. CONCLUSION: With observation spanning over 35 years, this study shows that adjuvant radiotherapy of the chest wall following mastectomy reduces the risk for local recurrence in node-negative patients with pT1-T2 tumors but has no impact on the overall survival rate.