title: ‘Body practices—exposure and effect of a sporting culture?’ Stories from three Australian swimmers

authors: McMahon, Jennifer Ann

subjects: body

abstract: This paper contributes to sport, sociology and the body literature by exploring the ‘exposure and effect’ of culture, in particular bodily practices placed on three adolescent swimmers immersed in the Australian swimming culture using an ethnographic framework. The research reported is particularly notable as it addresses two distinct time points in the swimmers’ lives. The first section explores the adolescent experiences of three female swimmers within the cultural context of Australian swimming by articulating some of the specific body practices and ‘memes’ (ideas, symbols and practices) that they were exposed to and/or engaged within relation to the body. The second section of this paper focuses on the same three swimmers in the ‘present day’, some 10–30 years after being immersed in the Australian swimming culture as adolescents. It excavates their body practices and the relationships they now have with their body, and thus pursues the sustained impact of the body practices and ‘memes’ they were exposed to as adolescents. Analysis employs concepts drawn mainly from Foucault, particularly his thesis in regard to ‘disciplinary power’, ‘regulation’ ‘classification’ and ‘surveillance’. At a club (amateur) and National level, Australian swimming is revealed as an institution, a site and culture where particular techniques of power have become concentrated and have been brought to bear on individuals in systematic ways, with sometimes damaging effects arising for athletes’ long-term health and well-being, particularly if the individuals concerned continue to engage with cultural practices in regard to the body post-career.

text: ‘Body practices—exposure and effect of a sporting culture?’ Stories from three Australian swimmers This paper contributes to sport, sociology and the body literature by exploring the ‘exposure and effect’ of culture, in particular bodily practices placed on three adolescent swimmers immersed in the Australian swimming culture using an ethnographic framework. The research reported is particularly notable as it addresses two distinct time points in the swimmers’ lives. The first section explores the adolescent experiences of three female swimmers within the cultural context of Australian swimming by articulating some of the specific body practices and ‘memes’ (ideas, symbols and practices) that they were exposed to and/or engaged within relation to the body. The second section of this paper focuses on the same three swimmers in the ‘present day’, some 10–30 years after being immersed in the Australian swimming culture as adolescents. It excavates their body practices and the relationships they now have with their body, and thus pursues the sustained impact of the body practices and ‘memes’ they were exposed to as adolescents. Analysis employs concepts drawn mainly from Foucault, particularly his thesis in regard to ‘disciplinary power’, ‘regulation’ ‘classification’ and ‘surveillance’. At a club (amateur) and National level, Australian swimming is revealed as an institution, a site and culture where particular techniques of power have become concentrated and have been brought to bear on individuals in systematic ways, with sometimes damaging effects arising for athletes’ long-term health and well-being, particularly if the individuals concerned continue to engage with cultural practices in regard to the body post-career.

year: 2011

title: Learning from batched data: model combination vs data combination

authors: Ting, Kai Ming

subjects: computer science

abstract: When presented with multiple batches of data, one can either combine them into a single batch before applying a machine learning procedure or learn from each batch independently and combine the resulting models. The former procedure, data combination, is straightforward; this paper investigates the latter, model combination. Given an appropriate combination method, one might expect model combination to prove superior when the data in each batch was obtained under somewhat different conditions or when different learning algorithms were used on the batches. Empirical results show that model combination often outperforms data combination even when the batches are drawn randomly from a single source of data and the same learning method is used on each. Moreover, this is not just an artifact of one particular method of combining models: it occurs with several different combination methods. 
We relate this phenomenon to the learning curve of the classifiers being used. Early in the learning process when the learning curve is steep there is much to gain from data combination, but later when it becomes shallow there is less to gain and model combination achieves a greater reduction in variance and hence a lower error rate.
The practical implication of these results is that one should consider using model combination rather than data combination, especially when multiple batches of data for the same task are readily available. It is often superior even when the batches are drawn randomly from a single sample, and we expect its advantage to increase if genuine statistical differences between the batches exist.

text: Learning from batched data: model combination vs data combination When presented with multiple batches of data, one can either combine them into a single batch before applying a machine learning procedure or learn from each batch independently and combine the resulting models. The former procedure, data combination, is straightforward; this paper investigates the latter, model combination. Given an appropriate combination method, one might expect model combination to prove superior when the data in each batch was obtained under somewhat different conditions or when different learning algorithms were used on the batches. Empirical results show that model combination often outperforms data combination even when the batches are drawn randomly from a single source of data and the same learning method is used on each. Moreover, this is not just an artifact of one particular method of combining models: it occurs with several different combination methods. 
We relate this phenomenon to the learning curve of the classifiers being used. Early in the learning process when the learning curve is steep there is much to gain from data combination, but later when it becomes shallow there is less to gain and model combination achieves a greater reduction in variance and hence a lower error rate.
The practical implication of these results is that one should consider using model combination rather than data combination, especially when multiple batches of data for the same task are readily available. It is often superior even when the batches are drawn randomly from a single sample, and we expect its advantage to increase if genuine statistical differences between the batches exist.

year: 1997-05

title: Exploring Māori and non-Māori mental health nurses' perceptions of Te Whare Tapa Whā: A mixed methods study looking at Māori and non-Māori mental health nurses' perceptions of Te Whare Tapa Whā within the Waikato region

authors: Teinakore, Samantha

subjects: Te Whare Tapa Whā

abstract: Background: Te Whare Tapa Whā is a well-recognised Māori model of health and wellbeing which is embraced within the health system in Aotearoa/ New Zealand. Although it can be applied in different specialties, the impacts generated from this model were first noticed in mental health, as this model was created by Mason Durie who is a psychiatrist. Research has shown this model provided an opportunity for Māori to have a voice in their health.
Objective: This study aims were to explore mental health nurses’ perceptions of the Māori Health model, Te Whare Tapa Whā, and how their beliefs and values may impact them implementing this model into their care.
Methods: A mixed methods approach was utilised for this study. Phase one was about gathering quantitative data, collecting statistical data through surveys. The first phase helped with the formulate interview schedule, which was the beginning of the next phase. Phase two was semi structured interviews which helped with the gathering of qualitative data. Data were analysed using descriptive statistics and thematic analysis.
Participants: Mental health nurses within the Waikato region were the participants for this research study. A survey was distributed to mental health nurses in the Waikato area and 53 responded. After the survey, semi structured one on one interviews were conducted with the researcher. Total of 8 interviews; (n = 6) Māori mental health nurses and (n = 2) Non-Māori mental health nurses.
Results: The survey showed that more than half the nurses had a positive perspective on Te Whare Tapa Whā and felt it was good for nursing care. They were able to identify barriers to implementation. There were mixed responses on feeling supported to use Te Whare Tapa Whā in the workplace. Four over-arching themes were identified from the interviews . These were; Māori, clinical practice, organisation level and individual factors.
Conclusion: Overall, all mental health nurses had a positive perception of Te Whare Tapa Whā and the impacts it can have on nursing care. Most identified barriers which can impact whether they can actually use it in practice. Māori and non-Māori nurses had different depths of knowledge, cultural worldviews and clinical practice experiences, creating complexities with implementation. These beliefs, perceptions and experiences were highlighted in this study.

text: Exploring Māori and non-Māori mental health nurses' perceptions of Te Whare Tapa Whā: A mixed methods study looking at Māori and non-Māori mental health nurses' perceptions of Te Whare Tapa Whā within the Waikato region Background: Te Whare Tapa Whā is a well-recognised Māori model of health and wellbeing which is embraced within the health system in Aotearoa/ New Zealand. Although it can be applied in different specialties, the impacts generated from this model were first noticed in mental health, as this model was created by Mason Durie who is a psychiatrist. Research has shown this model provided an opportunity for Māori to have a voice in their health.
Objective: This study aims were to explore mental health nurses’ perceptions of the Māori Health model, Te Whare Tapa Whā, and how their beliefs and values may impact them implementing this model into their care.
Methods: A mixed methods approach was utilised for this study. Phase one was about gathering quantitative data, collecting statistical data through surveys. The first phase helped with the formulate interview schedule, which was the beginning of the next phase. Phase two was semi structured interviews which helped with the gathering of qualitative data. Data were analysed using descriptive statistics and thematic analysis.
Participants: Mental health nurses within the Waikato region were the participants for this research study. A survey was distributed to mental health nurses in the Waikato area and 53 responded. After the survey, semi structured one on one interviews were conducted with the researcher. Total of 8 interviews; (n = 6) Māori mental health nurses and (n = 2) Non-Māori mental health nurses.
Results: The survey showed that more than half the nurses had a positive perspective on Te Whare Tapa Whā and felt it was good for nursing care. They were able to identify barriers to implementation. There were mixed responses on feeling supported to use Te Whare Tapa Whā in the workplace. Four over-arching themes were identified from the interviews . These were; Māori, clinical practice, organisation level and individual factors.
Conclusion: Overall, all mental health nurses had a positive perception of Te Whare Tapa Whā and the impacts it can have on nursing care. Most identified barriers which can impact whether they can actually use it in practice. Māori and non-Māori nurses had different depths of knowledge, cultural worldviews and clinical practice experiences, creating complexities with implementation. These beliefs, perceptions and experiences were highlighted in this study.

year: 2023