title: Psychosocial pathways to inconsistent condom use among male sex workers: personality, drug misuse and criminality

authors: Cortez, Fernanda C. Prado

subjects: Brazil

abstract: Background: This research compared street male sex workers in Santo André, Brazil, that reported consistent condom use with those that revealed inconsistent condom use with their clients, concerning personality aspects, impulsiveness, alcohol and drug consumption, depressive symptoms, sociodemographic data and criminal involvement. Methods: Eighty-six male sex workers were evaluated in face-to-face interviews at their place of work. A ‘snowball’ sampling procedure was used to access this hard-to-reach population. Findings: Male sex workers with inconsistent condom use showed greater involvement with criminal activities, higher reward dependence level and more frequent self-report of being HIV-positive. Conclusions: Conceptualisation of male sex workers’ psychological characteristics may be required where HIV risk is not only attributed to sex work per se, but to other aspects such as personality-related factors and negative identity.

text: Psychosocial pathways to inconsistent condom use among male sex workers: personality, drug misuse and criminality Background: This research compared street male sex workers in Santo André, Brazil, that reported consistent condom use with those that revealed inconsistent condom use with their clients, concerning personality aspects, impulsiveness, alcohol and drug consumption, depressive symptoms, sociodemographic data and criminal involvement. Methods: Eighty-six male sex workers were evaluated in face-to-face interviews at their place of work. A ‘snowball’ sampling procedure was used to access this hard-to-reach population. Findings: Male sex workers with inconsistent condom use showed greater involvement with criminal activities, higher reward dependence level and more frequent self-report of being HIV-positive. Conclusions: Conceptualisation of male sex workers’ psychological characteristics may be required where HIV risk is not only attributed to sex work per se, but to other aspects such as personality-related factors and negative identity.

year: 2011

title: Feature extractor stacking for cross-domain few-shot learning

authors: Wang, Hongyu

subjects: cross-domain few-shot learning

abstract: Cross-domain few-shot learning (CDFSL) addresses learning problems where knowledge needs to be transferred from one or more source domains into an instance-scarce target domain with an explicitly different distribution. Recently published CDFSL methods generally construct a universal model that combines knowledge of multiple source domains into one feature extractor. This enables efficient inference but necessitates re-computation of the extractor whenever a new source domain is added. Some of these methods are also incompatible with heterogeneous source domain extractor architectures.

The first part of this thesis proposes feature extractor stacking (FES), a new CDFSL method for combining information from a collection of extractors, that can utilise heterogeneous pretrained extractors out of the box and does not maintain a universal model that needs to be re-computed when its extractor collection is updated. We present the basic FES algorithm, which is inspired by the classic stacked generalisation approach, and also introduce two variants: convolutional FES (ConFES) and regularised FES (ReFES). Given a target-domain task, these algorithms fine-tune each extractor independently, use cross-validation to extract training data for stacked generalisation from the support set, and learn a simple linear stacking classifier from this data. We evaluate our FES methods on the well-known Meta-Dataset benchmark, targeting image classification with convolutional neural networks, and show that they can achieve state-of-the-art performance.

The second part of this thesis proposes an efficient semi-supervised learning method that applies self-training to the classification head only and show that it can yield very consistent improvements in average performance in the Meta-Dataset benchmark for cross-domain few-shot learning when applied with FES and other contemporary methods utilising centroid-based classification.

The third part of this thesis proposes a bidirectional snapshot selection strategy for FES, leveraging its cross-validation process and the ordered nature of its snapshots, and demonstrates that a 95% snapshot reduction can be achieved while retaining the same level of accuracy.

text: Feature extractor stacking for cross-domain few-shot learning Cross-domain few-shot learning (CDFSL) addresses learning problems where knowledge needs to be transferred from one or more source domains into an instance-scarce target domain with an explicitly different distribution. Recently published CDFSL methods generally construct a universal model that combines knowledge of multiple source domains into one feature extractor. This enables efficient inference but necessitates re-computation of the extractor whenever a new source domain is added. Some of these methods are also incompatible with heterogeneous source domain extractor architectures.

The first part of this thesis proposes feature extractor stacking (FES), a new CDFSL method for combining information from a collection of extractors, that can utilise heterogeneous pretrained extractors out of the box and does not maintain a universal model that needs to be re-computed when its extractor collection is updated. We present the basic FES algorithm, which is inspired by the classic stacked generalisation approach, and also introduce two variants: convolutional FES (ConFES) and regularised FES (ReFES). Given a target-domain task, these algorithms fine-tune each extractor independently, use cross-validation to extract training data for stacked generalisation from the support set, and learn a simple linear stacking classifier from this data. We evaluate our FES methods on the well-known Meta-Dataset benchmark, targeting image classification with convolutional neural networks, and show that they can achieve state-of-the-art performance.

The second part of this thesis proposes an efficient semi-supervised learning method that applies self-training to the classification head only and show that it can yield very consistent improvements in average performance in the Meta-Dataset benchmark for cross-domain few-shot learning when applied with FES and other contemporary methods utilising centroid-based classification.

The third part of this thesis proposes a bidirectional snapshot selection strategy for FES, leveraging its cross-validation process and the ordered nature of its snapshots, and demonstrates that a 95% snapshot reduction can be achieved while retaining the same level of accuracy.

year: 2024

title: A critical analysis of Section 27 of the Sentencing Act (2002)

authors: Oakley, Tara Joan

subjects: Section 27

abstract: This thesis analyses the effectiveness of Section 27 of the Sentencing Act (2002) in achieving its primary objective of addressing the high rate of Māori incarceration. This problem largely stems from the destruction of Māori culture through colonisation and is held in place by systemic and institutional racism in the contemporary context. Theoretically, Section 27 provides a mechanism to off-set the societal dislocation and disadvantage Māori have experienced as a result of colonialism, crime control policies and urbanisation.

Analysis of the operational reality of Section 27 focused on the following questions:
•	Is Section 27 being utilised as intended by legislation?
•	What are the underlying rationale and reasons why the Section is utilised by Court officials?
•	What are the underlying rationale and reasons why the Section is not utilised by Court officials?
•	What changes to legislation, policy or institutional practice are required to enhance the use of Section 27?
The research involved qualitative interviews of eight lawyers from two different geographic locations in New Zealand, and four cultural consultants (those employed to write professional Section 27 reports). Their responses were analysed and grouped into three different themes: benefits, barriers, and improvement to legislation and practice.  

Major findings of the research include positive outcomes such as improved community re-engagement for offenders and improved sentencing outcomes. On the other hand, however, there is an inconsistency of use of Section 27, as well as a variable impact when it is used during the sentencing process. This inconsistency appears due to a lack of cultural knowledge and understanding within the court system. Thus, there is a need for cultural education of those working within the court system and for the development of a framework and guidelines.  For this to be imbedded as a consistent practice for use in sentencing decisions it needs to be backed up with adequate government funding and legislative and policy support.

text: A critical analysis of Section 27 of the Sentencing Act (2002) This thesis analyses the effectiveness of Section 27 of the Sentencing Act (2002) in achieving its primary objective of addressing the high rate of Māori incarceration. This problem largely stems from the destruction of Māori culture through colonisation and is held in place by systemic and institutional racism in the contemporary context. Theoretically, Section 27 provides a mechanism to off-set the societal dislocation and disadvantage Māori have experienced as a result of colonialism, crime control policies and urbanisation.

Analysis of the operational reality of Section 27 focused on the following questions:
•	Is Section 27 being utilised as intended by legislation?
•	What are the underlying rationale and reasons why the Section is utilised by Court officials?
•	What are the underlying rationale and reasons why the Section is not utilised by Court officials?
•	What changes to legislation, policy or institutional practice are required to enhance the use of Section 27?
The research involved qualitative interviews of eight lawyers from two different geographic locations in New Zealand, and four cultural consultants (those employed to write professional Section 27 reports). Their responses were analysed and grouped into three different themes: benefits, barriers, and improvement to legislation and practice.  

Major findings of the research include positive outcomes such as improved community re-engagement for offenders and improved sentencing outcomes. On the other hand, however, there is an inconsistency of use of Section 27, as well as a variable impact when it is used during the sentencing process. This inconsistency appears due to a lack of cultural knowledge and understanding within the court system. Thus, there is a need for cultural education of those working within the court system and for the development of a framework and guidelines.  For this to be imbedded as a consistent practice for use in sentencing decisions it needs to be backed up with adequate government funding and legislative and policy support.

year: 2020