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81.

Objective

The purpose of this pilot study is 1) to develop an annotation schema and a training set of annotated notes to support the future development of a natural language processing (NLP) system to automatically extract employment information, and 2) to determine if information about employment status, goals and work-related challenges reported by service members and Veterans with mild traumatic brain injury (mTBI) and post-deployment stress can be identified in the Electronic Health Record (EHR).

Design

Retrospective cohort study using data from selected progress notes stored in the EHR.

Setting

Post-deployment Rehabilitation and Evaluation Program (PREP), an in-patient rehabilitation program for Veterans with TBI at the James A. Haley Veterans'' Hospital in Tampa, Florida.

Participants

Service members and Veterans with TBI who participated in the PREP program (N = 60).

Main Outcome Measures

Documentation of employment status, goals, and work-related challenges reported by service members and recorded in the EHR.

Results

Two hundred notes were examined and unique vocational information was found indicating a variety of self-reported employment challenges. Current employment status and future vocational goals along with information about cognitive, physical, and behavioral symptoms that may affect return-to-work were extracted from the EHR. The annotation schema developed for this study provides an excellent tool upon which NLP studies can be developed.

Conclusions

Information related to employment status and vocational history is stored in text notes in the EHR system. Information stored in text does not lend itself to easy extraction or summarization for research and rehabilitation planning purposes. Development of NLP systems to automatically extract text-based employment information provides data that may improve the understanding and measurement of employment in this important cohort.  相似文献   
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Gambusia hubbsi populations occur in a variety of fresh and brackish-water habitats on Andros, Bahamas. These include shallow water sites (tidal creeks, lakes, roadside ditches), and blueholes (vertical solution caves). In some blueholes G. hubbsi is the only species present, in others it co-occurs with other species, principal among these is a predator, Eleotris pisonis. By contrast to blueholes, shallow water sites have highly variable temperature and depth. In addition, they are frequented by avian piscivores and may be occasionally occupied by piscivores such as Eleotris. We sampled 10 shallow water sites, 14 blueholes where Eleotris is absent and 12 blueholes where Eleotris co-occurs with G. hubbsi. We measured and compared variation in female body size, fecundity, and reproductive investment among these three habitats. The observed patterns of life history variation are only partially in accord with expectations from theory regarding the effects of predation and seasonality on life history variation. Samples from populations that colonized a series of man-made trenches (Well Fields), a set of introductions into that habitat, and changes in life history traits of lab-raised females from three blueholes, suggest that the observed pattern of life history variation in other habitats also reflects differences in food availability among habitats, and imperfectly reflects the potential phenotypic variability of this species.  相似文献   
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The giant muscle protein titin (connectin) is known to serve as a cytoskeletal element in muscle sarcomeres. It elastically restrains lengthening sarcomeres, it aids the integrity and central positioning of the A-band in the sarcomere and it may act as a template upon which some sarcomeric components are laid down during myogenesis. A puzzle has been how titin molecules, arranged systematically within the hexagonal A-band lattice of myosin filaments, can redistribute through the I-band to their anchoring sites in the tetragonal Z-band lattice. Recent work by Liversage and colleagues has suggested that there are six titin molecules per half myosin filament. Since there are two actin filaments per half myosin filament in a half sarcomere, this means that there are three titin molecules interacting with each Z-band unit cell containing one actin filament in the same sarcomere and one of opposite polarity from the next sarcomere. Liversage et al. suggested that the three titins might be distributed with two on an actin filament of one polarity and one on the filament of opposite polarity. Here, we build on this suggestion and discuss the transition of titin from the A-band to the Z-band. We show that there are good structural and mechanical reasons why titin might be organised as Liversage et al., suggested and we discuss the possible relationships between A-band arrangements in successive sarcomeres along a myofibril.  相似文献   
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ICAM-1 is an intercellular adhesion molecule of the immunoglobulin supergene family involved in adherence of leukocytes to the endothelium and in leukocytic accumulation in pulmonary injury. In the current study, the antigen retrieval technique was used to detect ICAM-1 immunohistochemically in paraffin sections of lungs from human, mouse and rat as well as in bleomycin- or radiation-induced fibrotic lungs from rat and human. In normal lung tissue, the expression of ICAM-1 on alveolar type I epithelial cells is stronger than on alveolar macrophages and on endothelial cells. Preembedding immuno-electron microscopy of normal rat, mouse and human lung samples revealed sclective ICAM-1 expression on the surface of type I alveolar epithelial cells and, to a lesser extent, on the pulmonary capillary endothelium and on alveolar macrophages. In fibrotic specimens, both focal lack and strengthening of immunostaining on the surface of type I cells was found. Alveolar macrophages were found focally lacking ICAM-1 immunoreactivity. In some cases, rat type II pneumocytes exhibited positive immunoreactions for ICAM-1. Immunoelectron microscopy with preembedded rat lungs (bleomycin-exposed cases) confirmed the altered ICAM-1 distribution at the alveolar epithelial surface. In the alveolar fluid of fibrotic rat lungs, in contrast to that from untreated controls, soluble ICAM-1 was detected by western blot analysis.  相似文献   
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