Keith A. Berry’s research while affiliated with Pennsylvania State University and other places

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Publications (4)


Confounders, Mediators, and Selection Bias Reply
  • Article

September 2015

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18 Reads

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2 Citations

Annals of Emergency Medicine

John E. Kragh

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Lorne H. Blackbourne

Transfusion for Shock in US Military War Casualties With and Without Tourniquet Use

November 2014

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83 Reads

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36 Citations

Annals of Emergency Medicine

We assess whether emergency tourniquet use for transfused war casualties admitted to military hospitals is associated with survival. A retrospective review of trauma registry data was made of US casualties in Afghanistan and Iraq. Patients with major limb trauma, transfusion, and tourniquet use were compared with similar patients who did not receive tourniquet use. A propensity-matching analysis was performed by stratifying for injury type and severity by tourniquet-use status. Additionally, direct comparison without propensity matching was made between tourniquet use and no tourniquet use groups. There were 720 casualties in the tourniquet use and 693 in the no-tourniquet use groups. Of the 1,413 casualties, 66% (928) also had nonextremity injury. Casualties with tourniquet use had worse signs of hemorrhagic shock (admission base deficit, admission hemoglobin, admission pulse, and transfusion units required) than those without. Survival rates were similar between the 2 groups (1% difference; 95% confidence interval -2.5% to 4.2%), but casualties who received tourniquets had worse shock and received more blood products. In propensity-matched casualties, survival rates were not different (2% difference; 95% confidence interval -6.7% to 2.7%) between the 2 groups. Tourniquet use was associated with worse shock and more transfusion requirements among hospital-admitted casualties, yet those who received tourniquets had survival rates similar to those of comparable, transfused casualties who did not receive tourniquets. Copyright © 2014 American College of Emergency Physicians. Published by Elsevier Inc. All rights reserved.


Figure 1: A high-level representation of ACT-R and its modules. 
Figure 2: A High-level schematic of ACT-R/Φ (top) and the physio module and its buffers (bottom). Thicker solid lines in the top figure represent current direct connections between the physiological module and cognitive modules.
Figure 3: A schematic of the interctions in the ACT- R/Φ process model built to use the ACT- R/Φ physio module. Peripheral physiology affects memory noise whether or not the model processes the sound cognitively. The boxes in the left half of the figure that have a double border represent the process of the original ACT-R 6.0 model. 
Figure 4: The solid line (mean) and dotted line (median) represents epinephrine levels of models (n=200) while the area around the solid line represents the standard deviation for EQ1 (Top) and EQ2 (Bottom) models. The red dashed line represents the point at which the startle was presented in each block.
Figure 7: The effect of declarative memory noise for the ACT-R-All model on performance (% correct) on the serial subtraction task. Each time the ACT-R/Φ models in Figure 6 (Eq1 and Eq2) were run, we recorded the :ans values used over each ¼ second 9 of the task; this gave us two sets of 3,955 :ans values;
Using a cognitive architecture with a physiological substrate to represent effects of a psychological stressor on cognition
  • Article
  • Full-text available

September 2014

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614 Reads

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35 Citations

Computational and Mathematical Organization Theory

Adding a physiological representation to a cognitive architecture offers an attractive approach to modeling the effects of stress on cognition. We introduce ACT-R/Φ, an extended version of the ACT-R cognitive architecture that includes an integrative model of physiology. The extension allows the representation of how physiology and cognition interact. This substrate was used to represent potential effects of a startle response and task-based stress during a mental arithmetic (subtraction) task. We compare predictions from two models loaded into the new hybrid architecture to models previously developed within ACT-R. General behavior differed between models in that the ACT-R/Φ models had dynamic declarative memory noise over the course of the task based on varying epinephrine levels. They attempted more subtractions but were less accurate; this more closely matched human performance than the previous ACT-R models. Using ACT-R/Φ allows a more tractable integration of current physiological and cognitive perspectives on stress. ACT-R/Φ also permits further exploration of the interaction between cognition and physiology, and the emergent effects on behavior caused by the interaction among physiological subsystems. This extension is useful for anyone exploring how the human mind can occur in and be influenced by the physical universe.

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Figure 4.1: An overall schema of ACT-RΦ. The light links represent potential connections between within the extended architecture.
Table 4 .1: Example connections built into ACT-RΦ
Towards Adding a Physiological Substrate to ACT-R

March 2012

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352 Reads

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7 Citations

Connecting a physiological model to a cognitive architecture presents an attractive option to better simulate a wide range of human behavior. This connection should facilitate both the effects of physiology on cogni-tion (e.g. hunger and decision-making), and the effects of cognition on physiology (e.g. autonomic responses to memory featuring particularly aversive stimuli). To add physiology to a cognitive architecture, it should be represented as a separate module or substrate. We present ACT-RΦ (ACT-R Phi), a connection of the physiology simulation system HumMod (Hester et al., 2011) and the cognitive architecture ACT-R (Anderson, 2007) using an newly created ACT-R module. A model of the startle response and its consequent effects on cognition and physiolo-gy is presented to demonstrate an example use of the new substrate. This extended version of ACT-R allows a user to computationally realize theories involving cognition, physiology, and their interaction. This architecture has poten-tial applications to training simulations.

Citations (3)


... In these elective settings, tourniquet complications were found to occur in 0.4% to 1.4% of patients, with most injuries involving soft tissue or nerve damage. 84 Our review of available evidence for the use of tourniquets in exsanguinating extremity hemorrhage in children yielded six manuscripts: four from a military setting [85][86][87][88] and two evaluating a civilian experience. 89,90 These studies showed decreased crystalloid administration, decreased transfusion requirements, and a survival advantage for children treated with tourniquets, particularly when applied before the onset of shock. ...

Reference:

Pediatric Traumatic Hemorrhagic Shock Consensus Conference Recommendations
Transfusion for Shock in US Military War Casualties With and Without Tourniquet Use
  • Citing Article
  • November 2014

Annals of Emergency Medicine

... Concerning the logic behind these mechanisms, Ritter [29] defined emotion as physiological substrates affecting cognitive parameters. This idea has been instantiated in ACT-R/Φ [9], which combines cognitive processes in ACT-R with physiological mechanisms. Although this ACT-R extension successfully demonstrates the complex dynamics that emerge from interactions between physiology and cognitive components, it does not explain how those relations change over time. ...

Using a cognitive architecture with a physiological substrate to represent effects of a psychological stressor on cognition

Computational and Mathematical Organization Theory

... One such example of combining a systematic model of physiology with a cognitive architecture is that of ACT-R/Φ ("act-are-phi", Dancy et al. 2012;Dancy et al. 2015a). It is a combination of ACT-R and a model of physiology, thus, phi from the Greek word physiology. ...

Towards Adding a Physiological Substrate to ACT-R