Benchmark Evaluation of HOG Descriptors as Features for Classification of Traffic Signs

The purpose of this paper is to analyze the performance of the Histograms of Oriented Gradients (HOG) as descriptors for traffic signs recognition. The test dataset consists of speed limit traffic signs because of their high inter-class similarities.   HOG features of speed limit signs, which were extracted from different traffic scenes, were computed and a Gentle AdaBoost classifier was invoked to evaluate the different features. The performance of HOG was tested with a dataset consisting of 1727 Swedish speed signs images. Different numbers of HOG features per descriptor, ranging from 36 features up 396 features, were computed for each traffic sign in the benchmark testing. The results show that HOG features perform high classification rate as the Gentle AdaBoost classification rate was 99.42%, and they are suitable to real time traffic sign recognition. However, it is found that changing the number of orientation bins has insignificant effect on the classification rate. In addition to this, HOG descriptors are not robust with respect to sign orientation.

Swedish translation and psychometric testing of the safety attitudes questionnaire (operating room version)

Background: Tens of millions of patients worldwide suffer from avoidable disabling injuries and death every year. Measuring the safety climate in health care is an important step in improving patient safety. The most commonly used instrument to measure safety climate is the Safety Attitudes Questionnaire (SAQ). The aim of the present study was to establish the validity and reliability of the translated version of the SAQ. Methods: The SAQ was translated and adapted to the Swedish context. The survey was then carried out with 374 respondents in the operating room (OR) setting. Data was received from three hospitals, a total of 237 responses. Cronbach's alpha and confirmatory factor analysis (CFA) was used to evaluate the reliability and validity of the instrument. Results: The Cronbach's alpha values for each of the factors of the SAQ ranged between 0.59 and 0.83. The CFA and its goodness-of-fit indices (SRMR 0.055, RMSEA 0.043, CFI 0.98) showed good model fit. Intercorrelations between the factors safety climate, teamwork climate, job satisfaction, perceptions of management, and working conditions showed moderate to high correlation with each other. The factor stress recognition had no significant correlation with teamwork climate, perception of management, or job satisfaction. Conclusions: Therefore, the Swedish translation and psychometric testing of the SAQ (OR version) has good construct validity. However, the reliability analysis suggested that some of the items need further refinement to establish sound internal consistency. As suggested by previous research, the SAQ is potentially a useful tool for evaluating safety climate. However, further psychometric testing is required with larger samples to establish the psychometric properties of the instrument for use in Sweden.

Evaluation of a cognitive behavior therapy program for people with sexual dysfunction

This article reports on an evaluation of a cognitive behavioral program for the treatment of sexual dysfunction. Frequency data are provided on the sexual dysfunction of 95 males (mean age = 41.6 years) and 105 females (mean age = 36.4 years). The effectiveness of a cognitive behavioral program among 45 sexually dysfunctional males (mean age = 39.9 years) and 54 sexually dysfunctional females (mean age = 36.2 years) was assessed. The results demonstrated that, after therapy, respondents experienced lower levels of sexual dysfunction, more positive attitudes toward sex, perceptions that sex was more enjoyable, fewer affected aspects of sexual dysfunction in their relationship, and a lower likelihood of perceiving themselves as a sexual failure. The implications of these findings for the treatment of sexual dysfunction are discussed.

Report of the mid-term review of Victoria's maternity services program

Substantial State Government funding has bun committed in Victoria for the enhancement of maternity services. The funding is intended to improve the quality of care for women and meet consumer expectations for choice and continuity of care in maternity services. This paper reports on a mid-term review (the 'review') of the Victorian Maternity services Program. which was conducted by the authors on behalf of the Victorian Department of Human Services. Documentary analysis was conducted for the review, and workshops and key informant interviews were held throughout Victoria with midwives, medical staff and Department of Human Services staff. The review found that there had been many gains as a result of the Maternity services Program and identified directions for further development. Issues of change and facilitators of change processes in maternity services are highlighted in this article.

Emergency nurses' opinions regarding paediatric fever: the effect of an evidence-based education program

Introduction: The beliefs and opinions of individual nurses are key factors in clinical decisions. Emergency nurses’ clinical decisions related to paediatric fever establish emergency department norms, provide role-modelling for both peers and parents, underpin clinical management of febrile children, and influence fever management advice given to parents. Aim: This study aimed to examine: (i) the opinions of emergency nurses regarding paediatric fever, and (ii) the effect of an evidence-based education program on the opinions of emergency nurses regarding paediatric fever. Method: This study used a prospective pre-test/post-test design. The primary outcome measure was emergency nurses’ opinions measured using the ‘General Opinions about Fever Management in Children’ survey. The intervention for the study was two tutorials. Pre-test data was collected in June 2005 and post-test data was collected during August 2005. Results: Thirty-one emergency nurses participated in the study. There were a number of positive changes in emergency nurses’ opinions regarding paediatric fever as a function of an evidence-based educational intervention. Major domains of change were relationship between temperature and illness severity/risk of harm, use and effects of antipyretic medication and febrile convulsions.  Conclusion: Emergency nurses are an important source of information for parents leaving the emergency department with a febrile child. Opinions can be a major influence in nurses’ clinical decisions and many fever  management strategies used by health care professionals are reflective of individual beliefs rather than the best available evidence. The results of this study showed a number of positive changes in emergency nurses’ opinions regarding paediatric fever as a function of an evidence-based educational intervention.

Modelling the marketing of place by local government in Australia

Much of Regional Australia is suffering from an overall decline in population with a specific loss of young adults (16-30 year olds). A decline in population, linked with the Australia-wide problems of ageing populations and diminishing birth rates, is leading to a social and economic malaise in many regional cities and towns that threatens their long-term sustainability due to the lack of skilled workers and professionals. This paper examines the concept of “place” marketing, and the approach of local government to market regions, cities, and towns to attract targeted population to help maintain the sustainability of Regional Australia.

A tenuous belonging: international students, multiculturalism and the manifestation of cosmopolitanism in local schools

This paper is concerned with the ‘imagination of community within local/global contexts such as those of Australian schools, at the beginning of the 21st century. In particular, it explores the ways that school community representatives in urban and rural Victoria, Australia discuss the presence of international students within their school communities and the consequences of these understandings for the ways that these students can belong. The paper argues that recent and globalising changes, particularly the impact of international students within schools, have meant that school communities understand the presence of others and therefore themselves in new ways. Arguments derived from mono-cultural and multicultural thought, always ambivalent, take on new forms as school representatives are concerned with a more individualistic and market driven world shaped within a cacophony of local/ global tensions. The paper concludes that in the tenuousness of belonging within local/global communities such as those of Australian schools, understandings of community and its outsiders need to be understood in relation to the contradictory but increasingly pervasive logics of cosmopolitan discourse.

Colorectal cancer screening in Australia: an economic evaluation of a potential biennial screening program using faecal occult blood tests

Objective: To evaluate whether the introduction of a national, co-ordinated screening program using the faecal occult blood test represents 'value-for-money' from the perspective of the Australian Government as third-party funder.  Methods: The annual equivalent costs and consequences of a   biennial screening program in 'steady-state' operation were estimated for the Australian population using 1996 as the reference year. Disability-adjusted life years (DALYs) and the years of life lost (YLLs) averted, and the health service costs were modelled, based on the epidemiology and the costs of colorectal cancer in Australia together with the mortality reduction achieved in randomised controlled trials. Uncertainty in the model was examined using Monte Carlo simulation methods. Results: We estimate a minimum or 'base program' of screening those aged 55 to 69 years could avert 250 deaths per annum (95% uncertainty interval 99–400), at a gross cost of $A55 million (95% UI $A46 million to $A96 million) and a gross incremental cost-effectiveness ratio of $A17,000/DALY (95% UI $A13,000/DALY to $A52,000/DALY). Extending the program to include 70 to 74-year-olds is a more effective option (cheaper and higher health gain) than including the 50 to 54-year-olds. Conclusions: The findings of this study support the case for a national program directed at the 55 to 69-year-old age group with extension to 70 to 74-year-olds if there are sufficient resources. The pilot tests recently announced in Australia provide an important opportunity to consider the age range for screening and the sources of uncertainty, identified in the modelled evaluation, to assist decisions on implementing a full national program.