Predicting nurses' intention to quit with a support vector machine: a new approach to set up an early warning mechanism in human resource management

This project developed a Support Vector Machine for predicting nurses' intention to quit, using working motivation, job satisfaction, and stress levels as predictors. This study was conducted in three hospitals located in southern Taiwan. The target population was all nurses (389 valid cases). For cross-validation, we randomly split cases into four groups of approximately equal sizes, and performed four training runs. After the training, the average percentage of misclassification on the training data was 0.86, while that on the testing data was 10.8, resulting in predictions with 89.2% accuracy. This Support Vector Machine can predict nurses' intention to quit, without asking these nurses whether they have an intention to quit.     

Nurses' self-assessment of their nursing competencies, job demands and job performance in the Taiwan hospital system

This exploratory study investigated nurses' self-assessment of their own nursing competencies, job demands and job performance in Taiwan. Nurses' self-evaluation on their own job performance was conceptualized as an indicator of nursing care quality. A total of 21 competencies were clustered into three groups: basic-level patient care skills, intermediate-level patient care and fundamental management skills, and advanced-level patient care and supervision skills. Nurse subjects were randomly selected from the member roster of Kaohsiung Nurse Association; 850 nurses were invited to participate and questionnaire packets were sent to their homes. The overall response rate was 35.8%. Multiple regression analyses found that nurses' self-assessment of intermediate patient care skills, the difference between nurses' self-assessment and job demands for basic patient care skills, and nurses' overall satisfaction with their own nursing competencies were three significant predictors of overall satisfaction with nurses' own job performance. Nurses' self-assessment on basic patient care skills and advanced patient care skills contributed to nurses' levels of overall satisfaction with their own nursing competencies. These results suggest a relationship between competency and performance. These findings may serve as a guide to amend academic nursing courses and on-job training programs as appropriate to place a greater emphasis on the competencies desired for providing high quality of nursing services.     

Using vacuum-assisted closure (VAC) in wound management

A new method for wound management, vacuum-assisted closure (VAC) is a technique that applies negative pressure to a wound bed through a porous, open-cell foam that fills the wound cavity. Its advantages include rapid wound healing, reduced pain, shorter hospital stays, lower medical costs, and fewer nursing responsibilities. It can also be used with patients suffering from multiple wounds. The tool may be used to address wounds that are appearing more frequently now that technological advancements are prolonging the lives of elderly patients. Reducing costs associated with wound treatments is therefore becoming an increasingly important issue in health care.     

Global analysis of differentially expressed genes in early gestational decidua and chorionic villi using a 9600 human cDNA microarray

The global gene expression profiles of the decidua and chorionic villi of early human pregnancies were analysed by using cDNA microarray technology. Decidual and villous placental tissues were obtained from first trimester abortus and mRNA was extracted for cDNA microarray analysis. The human cDNA microarray [9600 clones, including known regulatory genes and expressed sequence tags (EST)] with colorimetric detection was used to identify differentially expressed genes between early gestational decidua and villi. According to cDNA microarray analysis, we have identified 641 genes with highly expressed mRNA in both decidua and villi, 49 genes with higher expressions in decidua, and 75 genes with higher expression in chorionic villi. These differentially expressed genes were further grouped into categories by their putative functions, including: cell growth-related factors, hormones/cytokines, cell adhesion molecules, signal transduction molecules, apoptosis-related factors, cytoskeleton/extracellular matrix proteins, and EST. Immunohistochemical stainings of cathepsin L, leukaemia inhibitory factor-receptor, and proliferative cell nuclear antigen showed results consistent with the microarray data. Identification of the differentially expressed genes between decidua and villi by microarray provide a global profiling of the gene expression pattern. This work adds to our understanding of placentation by reporting the gene expression profiles during first trimester human pregnancies using cDNA microarray.     

Fluid accumulation within the uterine cavity reduces pregnancy rates in women undergoing IVF

BACKGROUND: The occurrence of fluid accumulation within the uterine cavity was examined in women undergoing IVF to investigate its correlation with tubal disease and impact on the pregnancy outcome. METHODS: A registry of ultrasound procedures spanning 5 years was retrospectively studied. RESULTS: Thirty five out of 746 (4.7%) IVF cycles were identified as having uterine fluid accumulation, and 15 (2.0%) persisted until the day of embryo transfer. Two of the 20 cycles of women with transient fluid accumulation were pregnant, and none of those with fluid retention on the day of embryo transfer conceived. The pregnancy rate was only 5.7% (2/35) in women with uterine fluid accumulation detected during IVF cycles. In contrast, the pregnancy rate was 27.1% (193/711) among women in whose cycles no fluid accumulation was detected (P = 0.0048). Uterine fluid accumulation during IVF cycles was found in 8% (18/225) of women documented with tubal factor compared with 3.3% (17/521) with non-tubal factor (P = 0.005). CONCLUSIONS: Fluid accumulation within the uterine cavity during the IVF transfer treatment could be observed in patients with both tubal and non-tubal factors; however, it mainly occurred in women with tubal infertility. Although it is not a common complication of IVF cycles, excessive uterine fluid is detrimental to embryo implantation.     

Migration of a dislodged tip of an ultrasound lithotripter probe to the pulmonary artery: a rare complication of percutaneous nephrolithotomy

A 44-year-old man underwent percutaneous nephrolithotomy for a left renal staghorn stone. During the procedure, the tip of the ultrasound lithotripter dislodged from the probe rod when the renal stone was being disintegrated. The tip immediately disappeared from the field of nephroscopic vision. Despite a thorough search, the tip could not be found. Postoperative chest radiography revealed a foreign body, shaped like a lithotripter probe tip, located in the lingular branch of the left pulmonary artery. Eventually, left thoracotomy was performed to remove the foreign body. To our knowledge, this rare complication has never been reported before.     

Does hostile neck anatomy preclude successful endovascular aortic aneurysm repair?

OBJECTIVES: Poor outcomes have been reported with endovascular aneurysm repair (EVAR) in patients with hostile neck anatomy. Unsupported endografts with active fixation may offer certain advantages in this situation. We compared EVAR results using the Ancure (Guidant) endograft in patients with and without hostile neck anatomy. METHODS: Records of EVAR patients from October 1999 to July 2002 at a tertiary care hospital were retrospectively reviewed from a division database. Patients with elective open abdominal aortic aneurysm (AAA) repair during the same period were reviewed to determine those unsuitable for EVAR. Hostile neck anatomy, assessed by computer tomography (CT) scans and angiograms, was defined as one or more of the following: (1) neck length 3 mm, (3) >2-mm reverse taper within 1 cm below the renal arteries, (4) neck thrombus > or =50% of circumference, and (5) angulation > or =60 degrees within 3 cm below renals. RESULTS: Three hundred and twenty-two patients underwent EVAR with an average follow-up of 18 months. Patients in Phase II trials (n = 41), repaired with other graft types (n = 48), or without complete anatomic records (n = 27) were excluded. Demographics and co-morbidities were similar in the 115 good-neck (GN) and 91 bad-neck (BN) patients except for age (mean, 72.9 years GN vs 75.7 BN; P = 0.13), gender (11% female GN vs 22% BN; P =.04); neck length (mean, 21.8 mm GN vs 14.4 mm BN: P <.001), and angulation (mean, 22 degrees GN vs 40 degrees BN; (P <.001). Perioperative mortality (0 GN vs 1.1% BN), late mortality (5.2% GN vs 4.4% BN), all endoleaks (19.1% GN vs 17.6% BN), proximal endoleaks (0.8% GN vs 2.1% BN), and graft migration (0 for both groups) did not reach statistical significance. Neck anatomy precluded EVAR in 106 of 165 (64%) patients with open AAA. CONCLUSIONS: Unsupported endografts with active fixation can yield excellent results in treating many medically compromised patients with hostile neck anatomy. Nonetheless, an unsuitable neck remains the most frequent cause for open abdominal AAA.