title: Interpretable deep learning for surgical tool management

authors: Rodrigues, Mark William

subjects: computer science

abstract: This paper presents a novel convolutional neural network framework for multi-level classification of surgical tools. Our classifications are obtained from multiple levels of the model, and high accuracy is obtained by adjusting the depth of layers selected for predictions. Our framework enhances the interpretability of the overall predictions by providing a comprehensive set of classifications for each tool. This allows users to make rational decisions about whether to trust the model based on multiple pieces of information, and the predictions can be evaluated against each other for consistency and error-checking. The multi-level prediction framework achieves promising results on a novel surgery tool dataset and surgery knowledge base, which are important contributions of our work. This framework provides a viable solution for intelligent management of surgical tools in a hospital, potentially leading to significant cost savings and increased efficiencies.

text: Interpretable deep learning for surgical tool management This paper presents a novel convolutional neural network framework for multi-level classification of surgical tools. Our classifications are obtained from multiple levels of the model, and high accuracy is obtained by adjusting the depth of layers selected for predictions. Our framework enhances the interpretability of the overall predictions by providing a comprehensive set of classifications for each tool. This allows users to make rational decisions about whether to trust the model based on multiple pieces of information, and the predictions can be evaluated against each other for consistency and error-checking. The multi-level prediction framework achieves promising results on a novel surgery tool dataset and surgery knowledge base, which are important contributions of our work. This framework provides a viable solution for intelligent management of surgical tools in a hospital, potentially leading to significant cost savings and increased efficiencies.

year: 2021

title: Ecology of common bully (Gobiomorphus cotidianus) in the Tarawera and Rangitaiki rivers: isolation by inland distance or anthropogenic discharge?

authors: Bleackley, Natalie Anne

subjects: diadromy

abstract: Previous research has identified distinct genetic, life-history and reproductive differences between populations of common bully (Gobiomorphus cotidianus) upstream and downstream of a pulp and paper mill outfall on the Tarawera River in the Bay of Plenty, New Zealand. This study investigated the distribution of common bully in the Tarawera River by examining fish collected from upstream (37 km inland) and downstream (20 km inland) locations and comparing them to fish from similar inland locations (40 km and 17 km inland, respectively) in the nearby Rangitaiki River. Reproductive divergence was observed between upstream and downstream sites of both rivers by differing annual trends in gonadosomatic index. Stable carbon and nitrogen isotopes confirmed residency at each sampling site and otolith microchemistry demonstrated different life-history strategies between upstream and downstream populations. Diadromous recruits dominated in both downstream river populations, with a general disappearance of diadromy upstream. A mixture of diadromous and non-diadromous fish were found in the upstream Rangitaiki River, whereas diadromous recruits were absent in the upstream Tarawera River. A reduction in oculoscapular canal structures also coincided with loss of diadromy in fish from both rivers. A behavioural study to determine whether pulp and paper mill effluent may deter fish migration within the Tarawera River demonstrated a strong avoidance of effluent, but only at concentrations (>25%) greater than those that naturally occur in the river (<15%). The results of this study suggest that combinations of influences coupled with inland distance are likely to be responsible for the isolation of common bully subpopulations within the Tarawera River.

text: Ecology of common bully (Gobiomorphus cotidianus) in the Tarawera and Rangitaiki rivers: isolation by inland distance or anthropogenic discharge? Previous research has identified distinct genetic, life-history and reproductive differences between populations of common bully (Gobiomorphus cotidianus) upstream and downstream of a pulp and paper mill outfall on the Tarawera River in the Bay of Plenty, New Zealand. This study investigated the distribution of common bully in the Tarawera River by examining fish collected from upstream (37 km inland) and downstream (20 km inland) locations and comparing them to fish from similar inland locations (40 km and 17 km inland, respectively) in the nearby Rangitaiki River. Reproductive divergence was observed between upstream and downstream sites of both rivers by differing annual trends in gonadosomatic index. Stable carbon and nitrogen isotopes confirmed residency at each sampling site and otolith microchemistry demonstrated different life-history strategies between upstream and downstream populations. Diadromous recruits dominated in both downstream river populations, with a general disappearance of diadromy upstream. A mixture of diadromous and non-diadromous fish were found in the upstream Rangitaiki River, whereas diadromous recruits were absent in the upstream Tarawera River. A reduction in oculoscapular canal structures also coincided with loss of diadromy in fish from both rivers. A behavioural study to determine whether pulp and paper mill effluent may deter fish migration within the Tarawera River demonstrated a strong avoidance of effluent, but only at concentrations (>25%) greater than those that naturally occur in the river (<15%). The results of this study suggest that combinations of influences coupled with inland distance are likely to be responsible for the isolation of common bully subpopulations within the Tarawera River.

year: 2009

title: Rangatiratanga - Kawanatanga: Dealing with rhetoric

authors: Nikora, Linda Waimarie

abstract: Numbered among the few Maori appointed to an academic position during the late 1980s, I have seen our discipline and profession, in all its awkward self-consciousness, make genuine attempts to grapple the respond to questions and challenges delivered by Maori and Pakeha alike.  For example, Where is the Maori content in courses?  Why aren’t Maori graduating from professional training programmes?  Why are there not more Maori academics? Where is the place/space for Maori as practitioners, academics, researchers and decision-makers?  Why does it seem that Maori are always on the ‘client’ side of the professional/client equation?  Where are the Maori men?  In responding to these persistent challenges the professional and discipline in Aotearoa/New Zealand has been irreversibly changed, in my opinion.  The change has not been dramatic (psychology is somewhat averse to self-promotion) but, of those changes that have occurred, a definite contribution has been made to advancing Maori development, to building a more bicultural discipline and practice, and to supporting the strength of the Kawanatanga and Rangatiratanga dynamic whose importance I emphasize here.

text: Rangatiratanga - Kawanatanga: Dealing with rhetoric Numbered among the few Maori appointed to an academic position during the late 1980s, I have seen our discipline and profession, in all its awkward self-consciousness, make genuine attempts to grapple the respond to questions and challenges delivered by Maori and Pakeha alike.  For example, Where is the Maori content in courses?  Why aren’t Maori graduating from professional training programmes?  Why are there not more Maori academics? Where is the place/space for Maori as practitioners, academics, researchers and decision-makers?  Why does it seem that Maori are always on the ‘client’ side of the professional/client equation?  Where are the Maori men?  In responding to these persistent challenges the professional and discipline in Aotearoa/New Zealand has been irreversibly changed, in my opinion.  The change has not been dramatic (psychology is somewhat averse to self-promotion) but, of those changes that have occurred, a definite contribution has been made to advancing Maori development, to building a more bicultural discipline and practice, and to supporting the strength of the Kawanatanga and Rangatiratanga dynamic whose importance I emphasize here.

year: 2001