Probabilistic Segmentation of Differently-sized Brain Metastases Using an Ensemble of Neural Networks

https://openworks.mdanderson.org/sumexp21/1087/thumbnail.jp

Loyalty of Web 2.0 Sites: The Role of Sense of Belonging

The research investigates the factors leading to user loyalty of Web 2.0 sites. Survey of users in a popular Web 2.0 site in Taiwan was conducted. Results show that sense of belonging and service quality have direct effect while trust affects loyalty indirectly via sense of belonging. In addition, service quality also affects loyalty through trust and sense of belonging. One surprising finding is that trust has non-significant direct effect on loyalty as originally proposed. Another interesting finding comes from light user group. Among light users, service quality has no direct effect on loyalty, making sense of belonging the only direct impact on loyalty

Tuning of Calcite Crystallographic Orientation to Support Brachiopod Lophophore

Organisms exert exquisite control on mineral formation by tuning structural and material properties to meet functional requirements. Brachiopods are sessile marine organisms that filter feed via a large lophophore which is supported by a delicate calcite loop that grows from the inner surface of the shell. How does the loop support the weight of the large lophophore? Electron backscatter diffraction (EBSD) and nanoindentation analyses of the loop as it emerges from the shell of Laqueus rubellus reveal that calcite fiber crystallography generates asymmetry in the material properties of the structure. In the core of the emergent loop, the fibers are short and kernel‐like. Either side of the core, the long fibers have a different crystallographic orientation and resultant material properties. fibers on the anterior, load‐bearing side, are harder (H = 3.76 ± 0.24 GPa) and less stiff (E = 76.87 ± 4.87 GPa) than the posterior (H = 3.48 ± 0.31 GPa, E = 81.79 ± 5.33 GPa). As a consequence of the asymmetry in the material properties, the loop anterior may be more flexible under load. The brachiopod strategy of tuning crystallographic orientation to confer spatially determined material properties is attractive for additive manufacturing of synthetic materials that have complex heterogeneous material property requirements

Perceived similarity of other customers on service experience

This study aims to examine how a mere appearance of other similar customers will influence the perceived service quality of a potential customer. This research involves two experimental studies. Findings shows that if potential customers perceive other customers to be similar (vs. dissimilar) in a hospitality setting with regard to age, they will have more favorable perceptions toward the service quality and have a higher purchase intention. However, the positive impact of the similarity in age cohort can override the negative impact of dissimilarity in ethnicity on one\u27s perceived service quality and purchase intentions. The results provide implications for hospitality managers

Using \u27big data\u27 to explain visits to lakes in 17 US states

We use large dataset on US lakes from 17 states to estimate the relationship between summertime visits to lakes as proxied by social media use and the lakes\u27 water quality, amenities, and surrounding landscape features and socioeconomic conditions. Prior to estimating these relationships we worked on 1) selecting a parsimonious set of explanatory variables from a roster of more than 100 lake attributes and 2) accounting for the non-random pattern of missing water quality data. These steps 1) improved the interpretability of the estimated visit models and 2) widened our estimated models\u27 scope of statistical inference. We used Machine Learning techniques to select parsimonious sets of explanatory variables and multiple imputation to estimate water quality at lakes missing this data. We found the following relationships between summertime visits to lake and their attributes across the 17-state region. First, we estimated that every additional meter of average summer-time Secchi depth between 1995 and 2014 was associated with at least 7.0% more summer-time visits to a lake between 2005 to 2014, all else equal. Second, we consistently found that lake amenities, such as beaches, boat launches, and public toilets, were more powerful predictors of visits than water quality. Third, we also found that visits to a lake were strongly influenced by the lake\u27s accessibility and its distance to nearby lakes and the amenities the nearby lakes offered. Finally, our results highlight the biased results that big data -based research on recreation can generate if non-random missing observation patterns in the data are not corrected

Crystallographic Interdigitation in Oyster Shell Folia Enhances Material Strength

Shells of oyster species belonging to the genus Crassostrea have similar shell microstructural features comprising well-ordered calcite folia. However, the mechanical strengths of folia differ dramatically between closely related species. For example, the calcareous shells of the Hong Kong oyster Crassostrea hongkongensis are stronger than those of its closest relative, the Portuguese oyster, Crassostrea angulata. Specifically, after removal of organic content, the folia of C. hongkongensis are 200% tougher and able to withstand a 100% higher crushing force than that of C. angulata. Detailed analyses of shell structural and mechanical features support the hypothesis that crystallographic interdigitations confer elevated mechanical strength in C. hongkongensis oyster shells compared to C. angulata shells. Consequently, the folia of C. hongkongensis are structurally equipped to withstand a higher external load compared to C. angulata. The observed relationships between oyster shell structure, crystallography, and mechanical properties provided an insightful context in which to consider the likely fate of these two species in future climate change scenarios. Furthermore, the interdisciplinary approach developed in this study through integrating electron backscatter diffraction (EBSD) data into finite element analysis (FEA) could be applied to other biomineral systems to investigate the relationship between crystallography and mechanical behavior

Biomineral shell formation under ocean acidification: A shift from order to chaos

Biomineral production in marine organisms employs transient phases of amorphous calcium carbonate (ACC) in the construction of crystalline shells. Increasing seawater pCO2 leads to ocean acidification (OA) with a reduction in oceanic carbonate concentration which could have a negative impact on shell formation and therefore survival. We demonstrate significant changes in the hydrated and dehydrated forms of ACC in the aragonite and calcite layers of Mytilus edulis shells cultured under acidification conditions (1000 μatm pCO2) compared to present day conditions (380 μatm pCO2). In OA conditions, Mytilus edulis has more ACC at crystalisation sites. Here, we use the high-spatial resolution of synchrotron X-ray Photo Emission Electron Microscopy (XPEEM) combined with X-ray Absorption Spectroscopy (XAS) to investigate the influence of OA on the ACC formation in the shells of adult Mytilus edulis. Electron Backscatter Diffraction (EBSD) confirms that OA reduces crystallographic control of shell formation. The results demonstrate that OA induces more ACC formation and less crystallographic control in mussels suggesting that ACC is used as a repair mechanism to combat shell damage under OA. However, the resultant reduced crystallographic control in mussels raises concerns for shell protective function under predation and changing environments. © 2016, Nature Publishing Group. All rights reserved

Nacre Topography Produces Higher Crystallinity in Bone than Chemically Induced Osteogenesis

It is counter-intuitive that invertebrate shells can induce bone formation yet nacre, or mother of pearl, from marine shells is both osteoinductive and osteointegrative. Nacre is composed of aragonite (calcium carbonate) and induces production of vertebrate bone (calcium phosphate). Exploited by the Mayans for dental implants, this remarkable phenomenon has been confirmed in vitro and in vivo yet the characteristic of nacre that induces bone formation remains unknown. By isolating nacre topography from its inherent chemistry in the production of polycaprolactone (PCL) nacre replica, we show that, for mesenchymal stem cells, nacre topography is osteoinductive. Gene expression of specific bone marker proteins, osteopontin, osteocalcin, osteonectin and osterix are increased 10-, 2- 1.7- and 1.8-fold respectively when compared to planar PCL. Furthermore, we demonstrate that bone tissue that forms in response to the physical topographical features of nacre has higher crystallinity than bone formed in response to chemical cues with full width half maximum for PO4 3- Raman shift of 7.6±0.7 for mineral produced in response to nacre replica compared to a much broader 34.6±10.1 in response to standard osteoinductive medium. These differences in mineral product are underpinned by differences in cellular metabolism. This observation can be exploited in the design of bone therapies; a matter that is most pressing in light of a rapidly ageing human population. Aragonite and calcite are the two calcium carbonate polymorphs that constitute the shell of molluscan bivalves conferring strength and resilience due to the nano- and microstructural assembly of the overall architecture. A small percentage of the invertebrate shell constitute the organic matrix which is responsible for the intricate processes of nucleation, growth and inhibition of calcium carbonate crystals resulting in the well-defined shell structure. The discovery of fully integrated shell dental implants in Mayan skulls initiated a number of studies showing that nacre, or mother of pearl, the aragonite calcium carbonate polymorph derived from the pearl oyster Pinctada maxima has good osteointegrative properties in vivo. Further exploration of this phenomenon in human jaw reconstructions and sheep femur implants confirm the osteointegrative properties of invertebrate shells. In addition, nacre initiates osteogenic differentiation in mesenchymal stem cells (MSCs) in vitro. This observation has led to a number of studies in which nacre and its chemistry have been incorporated into the design of existing biomaterials to induce bone formation. MSCs can be induced into undergoing osteogenesis in vitro by the use of pre-formulated soluble factors in the culture media, chemically defined surfaces, substrate matrix elasticity and the surface topography of the substrate. These approaches induce osteogenesis when presented in isolation or in combination. When these cues are presented in combination, surface patterning plays an important role and topography can have a stronger influence on cell behaviour when presented with effective surface chemistries. In vertebrate and invertebrate systems, the main requisites for forming hard tissue or biomineral structures are calcium phosphate and calcium carbonate respectively, both of which are assembled in a variety of ways generating an incredible amount of structural diversity. This juxtaposition of phosphate and carbonate is described as the “Bone-Shell Divide”. It is intriguing that mammalian cells respond to mineral on the shell side of the Bone-Shell Divide and this begs questions: which feature of nacre elicits this response and, in transcending the Bone-Shell Divide, do MSCs produce bone of similar or superior characteristics to that induced by other means? Addressing these questions has important implications in tissue engineering and biomaterial applications, especially with regards to orthopaedic applications where critical sized defects in trauma and reconstructive surgery demand large areas of intact bone usually acquired by creating a secondary injury site. By isolating the topographical features of nacre from its inherent chemistry, we show that the osteoinductive properties of nacre arise from the patterning of the surface presented to MSCs. Importantly, separating nacre topography from its inherent chemistry enhances the osteogenic response. In this report we dissect out the contribution of topography to nacre bioactivit

Biomineral repair of Abalone shell apertures

The shell of the gastropod mollusc, abalone, is comprised of nacre with an outer prismatic layer that is composed of either calcite or aragonite or both, depending on the species. A striking characteristic of the abalone shell is the row of apertures along the dorsal margin. As the organism and shell grow, new apertures are formed and the preceding ones are filled in. Detailed investigations, using electron backscatter diffraction, of the infill in three species of abalone: Haliotis asinina, Haliotis gigantea and Haliotis rufescens reveals that, like the shell, the infill is composed mainly of nacre with an outer prismatic layer. The infill prismatic layer has identical mineralogy as the original shell prismatic layer. In H. asinina and H. gigantea, the prismatic layer of the shell and infill are made of aragonite while in H. rufescens both are composed of calcite. Abalone builds the infill material with the same high level of biological control, replicating the structure, mineralogy and crystallographic orientation as for the shell. The infill of abalone apertures presents us with insight into what is, effectively, shell repair

Improved stability of blood glucose measurement in humans using near infrared spectroscopy

Abstract. Near infrared (NIR) spectroscopy has become a promising technique for blood glucose monitoring. However, an appropriate model of spectral response in humans is yet to be determined because of the reliability problem. In this study, 48 subjects were recruited. The subjects' left forearms were scanned using near infrared spectroscopy to obtain NIR spectra. Simultaneously, a blood sample of glucose was drawn. A new method based on Monte Carlo approach is applied for partial least squares (PLS), named as PLS MC , is proposed. A large numbers of models are built from calibration subsets which are randomly selected from the whole calibration set in order to minimize the noises. It is then determining the mean value over the models with high correlation and small prediction errors. The results show that the method can enhance the stability of PLS model. Also, the performance of the PLS MC shows more accurate prediction results as compared with conventional PLS