title: The role of tectonism in sequence development and facies distribution of Upper Oligocene cool-water carbonates: Coromandel Peninsula, New Zealand

authors: Dix, George R.

subjects: cool-water carbonates

abstract: The Torehina Formation is part of a cool-water carbonate succession of Oligocene age in New Zealand that crops out on the Coromandel Peninsula, North Island. It contains two major transgressive sequences that record successive onlap of a once emergent landmass. The first sequence records marine flooding of non-marine to marginal marine fan delta/estuarine facies, followed by deepening upward and formation of a low-energy, deep (100+ m) muddy carbonate ramp. The capping sequence boundary is characterized by differential uplift and varies considerably in its character over a small (9 km2) area, varying from a burrowed glauconitic firmground to an erosional hardground to an undulatory marine contact to a palaeokarst with < 25 m relief. Sequence 2 sediments, which overlie the palaeokarst with minor (< 10°) angular unconformity, are clayey, marine (offshore) siltstones, whereas open-marine limestones of equivalent age overlie the other boundary types with no apparent angular discordance. The siliciclastics could either represent lowstand channel deposits or may define interbank deposits contemporary with adjacent carbonates. Palaeogeographic restriction of palaeokarst and sequence 2 siliciclastics identifies a structural corridor oriented strike-parallel to the adjacent Harauki Graben, which began to develop by this time. Palaeogeographical differences in the character of the basal limestone facies of sequence 2 also occur. These differences identify variation in accommodation during initial stages of deposition imposed by previous differential movement of fault blocks. As a result, relatively warm-water (20 °C) Amphistegina-bearing limestones in one area contrast with co-existing deeper water, silty foraminiferal (benthic > planktic), echinoderm and bivalve limestones in another. This variation disappears upsection, which suggests that initial bathymetric differences were eliminated with renewed rise in sea level, yielding deeper water inner-shelf sediment facies followed by the accumulation of still deeper, but higher energy, outer-shelf bivalve and bryozoan facies. The sequence architecture of the Torehina Formation is controlled by tectonism, both long-term subsidence and short-term differential uplift. This arose as a result of increasing tectonic activity throughout proto-New Zealand during the Late Oligocene. In such a system, local and regional variation in tectonism among adjacent basins can impose subtle to marked differences in the timing of sequence boundaries and the character of basin-fill patterns.

text: The role of tectonism in sequence development and facies distribution of Upper Oligocene cool-water carbonates: Coromandel Peninsula, New Zealand The Torehina Formation is part of a cool-water carbonate succession of Oligocene age in New Zealand that crops out on the Coromandel Peninsula, North Island. It contains two major transgressive sequences that record successive onlap of a once emergent landmass. The first sequence records marine flooding of non-marine to marginal marine fan delta/estuarine facies, followed by deepening upward and formation of a low-energy, deep (100+ m) muddy carbonate ramp. The capping sequence boundary is characterized by differential uplift and varies considerably in its character over a small (9 km2) area, varying from a burrowed glauconitic firmground to an erosional hardground to an undulatory marine contact to a palaeokarst with < 25 m relief. Sequence 2 sediments, which overlie the palaeokarst with minor (< 10°) angular unconformity, are clayey, marine (offshore) siltstones, whereas open-marine limestones of equivalent age overlie the other boundary types with no apparent angular discordance. The siliciclastics could either represent lowstand channel deposits or may define interbank deposits contemporary with adjacent carbonates. Palaeogeographic restriction of palaeokarst and sequence 2 siliciclastics identifies a structural corridor oriented strike-parallel to the adjacent Harauki Graben, which began to develop by this time. Palaeogeographical differences in the character of the basal limestone facies of sequence 2 also occur. These differences identify variation in accommodation during initial stages of deposition imposed by previous differential movement of fault blocks. As a result, relatively warm-water (20 °C) Amphistegina-bearing limestones in one area contrast with co-existing deeper water, silty foraminiferal (benthic > planktic), echinoderm and bivalve limestones in another. This variation disappears upsection, which suggests that initial bathymetric differences were eliminated with renewed rise in sea level, yielding deeper water inner-shelf sediment facies followed by the accumulation of still deeper, but higher energy, outer-shelf bivalve and bryozoan facies. The sequence architecture of the Torehina Formation is controlled by tectonism, both long-term subsidence and short-term differential uplift. This arose as a result of increasing tectonic activity throughout proto-New Zealand during the Late Oligocene. In such a system, local and regional variation in tectonism among adjacent basins can impose subtle to marked differences in the timing of sequence boundaries and the character of basin-fill patterns.

year: 2004

title: Glycemic-aware metrics and oversampling techniques for predicting blood glucose levels using machine learning.

authors: Mayo, Michael

abstract: Techniques using machine learning for short term blood glucose level prediction in patients with Type 1 Diabetes are investigated. This problem is significant for the development of effective artificial pancreas technology so accurate alerts (e.g. hypoglycemia alarms) and other forecasts can be generated. It is shown that two factors must be considered when selecting the best machine learning technique for blood glucose level regression: (i) the regression model performance metrics being used to select the model, and (ii) the preprocessing techniques required to account for the imbalanced time spent by patients in different portions of the glycemic range. Using standard benchmark data, it is demonstrated that different regression model/preprocessing technique combinations exhibit different accuracies depending on the glycemic subrange under consideration. Therefore technique selection depends on the type of alert required. Specific findings are that a linear Support Vector Regression-based model, trained with normal as well as polynomial features, is best for blood glucose level forecasting in the normal and hyperglycemic ranges while a Multilayer Perceptron trained on oversampled data is ideal for predictions in the hypoglycemic range.

text: Glycemic-aware metrics and oversampling techniques for predicting blood glucose levels using machine learning. Techniques using machine learning for short term blood glucose level prediction in patients with Type 1 Diabetes are investigated. This problem is significant for the development of effective artificial pancreas technology so accurate alerts (e.g. hypoglycemia alarms) and other forecasts can be generated. It is shown that two factors must be considered when selecting the best machine learning technique for blood glucose level regression: (i) the regression model performance metrics being used to select the model, and (ii) the preprocessing techniques required to account for the imbalanced time spent by patients in different portions of the glycemic range. Using standard benchmark data, it is demonstrated that different regression model/preprocessing technique combinations exhibit different accuracies depending on the glycemic subrange under consideration. Therefore technique selection depends on the type of alert required. Specific findings are that a linear Support Vector Regression-based model, trained with normal as well as polynomial features, is best for blood glucose level forecasting in the normal and hyperglycemic ranges while a Multilayer Perceptron trained on oversampled data is ideal for predictions in the hypoglycemic range.

year: 2019

title: Culture is our business: Issues and challenges for forensic and correctional psychologists

authors: Tamatea, Armon J.

subjects: Science & Technology

abstract: Psychology has made significant advances in the development of more empirical, standardized, and consistent approaches to the prediction, assessment, and treatment of offending behaviour. However, crime occurs in a cultural context. Similarly, forensic and correctional psychology derive from a cultural basis that privileges certain types of knowledge and promotes certain forms of practice that are incommensurate with the outlook and realities of some offenders and their communities. While there is an emerging literature on ethnicity and race in criminal justice psychology, very little research that addresses culture is published. The reasons for this knowledge gap are complex, not least because the worldviews of indigenous and diverse communities do not superimpose neatly onto current best-practice models of risk assessment or offender rehabilitation. Given Australia and New Zealand’s commitment to the involvement and wellbeing of indigenous peoples as well as the shared experience of progressively more pluralistic societies, it is argued that there is a critical need to bring the somewhat disparate domains of forensic psychology and culture into conversation with a view to informing policy and practice. The example of risk assessment is used to illustrate some of the complexities of working with cultural difference. Central to this article is a call for a culturally-engaged and proactive philosophy of practice that embraces the needs of diverse offenders, victims and communities.

text: Culture is our business: Issues and challenges for forensic and correctional psychologists Psychology has made significant advances in the development of more empirical, standardized, and consistent approaches to the prediction, assessment, and treatment of offending behaviour. However, crime occurs in a cultural context. Similarly, forensic and correctional psychology derive from a cultural basis that privileges certain types of knowledge and promotes certain forms of practice that are incommensurate with the outlook and realities of some offenders and their communities. While there is an emerging literature on ethnicity and race in criminal justice psychology, very little research that addresses culture is published. The reasons for this knowledge gap are complex, not least because the worldviews of indigenous and diverse communities do not superimpose neatly onto current best-practice models of risk assessment or offender rehabilitation. Given Australia and New Zealand’s commitment to the involvement and wellbeing of indigenous peoples as well as the shared experience of progressively more pluralistic societies, it is argued that there is a critical need to bring the somewhat disparate domains of forensic psychology and culture into conversation with a view to informing policy and practice. The example of risk assessment is used to illustrate some of the complexities of working with cultural difference. Central to this article is a call for a culturally-engaged and proactive philosophy of practice that embraces the needs of diverse offenders, victims and communities.

year: 2017