Publications by authors named "Patrick J Gonzalez"

Article Synopsis
  • - Osteogenesis imperfecta (OI) is a genetic disorder affecting collagen type I, leading to fragile bones and a heightened risk of eye diseases due to collagen's role in various eye tissues.
  • - The sclera, which contains a significant amount of collagen type I, is crucial for eye structure and has a unique fiber arrangement that may provide support to the optic nerve; however, the effects of abnormal collagen on this tissue are not fully understood.
  • - This study used polarization-sensitive optical coherence tomography (PS-OCT) to analyze collagen fiber orientation in the sclera near the optic nerve in individuals with OI compared to healthy individuals, showing that the orientation patterns were similar between the two groups.
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The intact and healthy skin forms a barrier to the outside world and protects the body from mechanical impact. The skin is a complex structure with unique mechano-elastic properties. To better direct the design of biomimetic materials and induce skin regeneration in wounds with optimal outcome, more insight is required in how the mechano-elastic properties emerge from the skin's main constituents, collagen and elastin fibers.

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Background And Purpose: Existing methods for quality assurance of the radiotherapy auto-segmentations focus on the correlation between the average model entropy and the Dice Similarity Coefficient (DSC) only. We identified a metric directly derived from the output of the network and correlated it with clinically relevant metrics for contour accuracy.

Materials And Methods: Magnetic Resonance Imaging auto-segmentations were available for the gross tumor volume for cervical cancer brachytherapy (106 segmentations) and for the clinical target volume for rectal cancer external-beam radiotherapy (77 segmentations).

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Background: Segmentation of the Gross Tumor Volume (GTV) is a crucial step in the brachytherapy (BT) treatment planning workflow. Currently, radiation oncologists segment the GTV manually, which is time-consuming. The time pressure is particularly critical for BT because during the segmentation process the patient waits immobilized in bed with the applicator in place.

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. Auto-contouring of organs at risk (OAR) is becoming more common in radiotherapy. An important issue in clinical decision making is judging the quality of the auto-contours.

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