Multi-Label Text Classification (MLTC) is a crucial task in natural language processing. Compared to single-label text classification, MLTC is more challenging due to its vast collection of labels which include extracting local semantic information, learning label correlations, and solving label data imbalance problems. This paper proposes a model of Label Attention and Correlation Networks (LACN) to address the challenges of classifying multi-label text and enhance classification performance.
View Article and Find Full Text PDFThe meta-analysis was performed to evaluate the effectiveness of telemedicine interventions on patients with diabetic foot ulcers (DFU). The authors conducted a comprehensive search across eight databases. The aim was to identify randomized controlled trials examining the effectiveness of telemedicine for patients with DFU.
View Article and Find Full Text PDFTo assess the effect of telemedicine on stoma-related complications in adults with enterostomy, we conducted a meta-analysis to evaluate the effects of the telemedicine group compared to the usual group. Literature searches were performed in PubMed, Embase, Web of Science, The Cochrane Library, China Biology Medicine (CBM), China National Knowledge Infrastructure (CNKI), WanFang and VIP databases from their inception up to October 2023. Two authors independently screened and extracted data from the included and excluded literature according to predetermined criteria.
View Article and Find Full Text PDFThis was a non-blinded, single-centre, randomized, controlled clinical trial that compared the effectiveness of direct observation of procedural skills (DOPSs)with traditional assessment methods in pressure injury (PI) care skills. The study population included 82 nursing professionals randomly assigned to the study group (n = 41) and the control group (n = 41). Both groups of nurses underwent a 6-month training in PI care skills and were subsequently evaluated.
View Article and Find Full Text PDFAim: To examine the status quo and influencing factors of sleep quality and work engagement of nurses participating in COVID-19 during the post-epidemic era and to study the relationship between them.
Design: We conducted a cross-sectional survey and correlational and predictive logic to determine the association between sleep quality and work engagement among nurses in Shanghai during the post-epidemic era.
Methods: This design involved 1060 frontline nurses in Shanghai.
The aims of this study were to develop and validate a novel nomogram to predict thromboembolism (TE) in gastric cancer (GC) patients receiving chemotherapy and to test its predictive ability. This retrospective study included 544 GC patients who received chemotherapy as the initial treatment at two medical centers. Among the 544 GC patients who received chemotherapy, 275 and 137 patients in the First Affiliated Hospital of Nanchang University from January 2014 to March 2019 were enrolled in the training cohort and the validation cohort, respectively.
View Article and Find Full Text PDFJ Multidiscip Healthc
April 2021
Objective: Effective teamwork can provide safe and effective care in various medical systems. Thus, there is increasing recognition of the value of interprofessional collaborative practice. The Attitudes Toward Interprofessional Health Care Teams Scale (ATIHCTS) has been applied to a wide variety of health professions for evaluating attitudes toward health care teams.
View Article and Find Full Text PDFObjective: Localised scleroderma is a rare disease and the wound is difficult to heal because of tissue fibrosis. We present the case of a patient with localised scleroderma treated using the TIME (tissue, infection or inflammation, moisture and edge of wound) clinical decision support tool (CDST) for wound management. This includes: assessment, bringing, control, decision and evaluation (the ABCDE approach).
View Article and Find Full Text PDFAims And Objectives: To explore the cultural factors related to dietary and fluid restriction behaviours among older Chinese patients.
Background: Excess dietary sodium and fluid intake are risk factors contributing to the worsening and rehospitalisation for heart failure in older patients. Managing the complex fluid and diet requirements of heart failure patients is challenging and is made more complicated by cultural variations in self-management behaviours in response to a health threat.
Adults of the yellow-spined bamboo locust, Ceracris kiangsu Tsai (Orthoptera: Oedipodidae), aggregate and gnaw at human urine-contaminated materials, a phenomenon termed puddling. Several urine-borne chemicals, including NaCl, are known to stimulate adult C. kiangsu to consume filter paper.
View Article and Find Full Text PDFAim: To discover novel cell division cycle 25 (CDC25) B inhibitors and elucidate the mechanisms of inhibition in cancer cells.
Methods: Cell growth inhibition was detected by MTT assay, the cell cycle was analyzed by flow cytometry, and protein expression and phosphorylation was examined by Western blot analysis.
Results: LGH00031 inhibited CDC25B irreversibly in vitro in a dose-dependent manner, and impaired the proliferation of tumor cell lines.
The mangrove ecosystem is a largely unexplored source for actinomycetes with the potential to produce biologically active secondary metabolites. Consequently, we set out to isolate, characterize and screen actinomycetes from soil and plant material collected from eight mangrove sites in China. Over 2,000 actinomycetes were isolated and of these approximately 20%, 5%, and 10% inhibited the growth of Human Colon Tumor 116 cells, Candida albicans and Staphylococcus aureus, respectively, while 3% inhibited protein tyrosine phosphatase 1B (PTP1B), a protein related to diabetes.
View Article and Find Full Text PDFAim: The aim of this study was to design and synthesize a series of high activity compounds against aspartyl protease beta-secretase (BACE-1) bearing hydroxyethylene (HE) framework.
Methods: First, we designed the small library based on our previous work and rational analysis. Subsequently, thirteen compounds were selected and synthesized using skilled solid phase synthetic methods to explore the relationship between structure and activity.
Acta Pharmacol Sin
October 2008
Aim: Cell division cycle 25 (CDC25) phosphatases have recently been considered as potential targets for the development of new cancer therapeutic agents. We aimed to discover novel CDC25B inhibitors in the present study.
Methods: A molecular level high-throughput screening (HTS) assay was set up to screen a set of 48000 pure compounds.
Acta Pharmacol Sin
February 2008
Aim: The aim of the present study was to discover novel protein tyrosine phosphatase 1B (PTP1B) inhibitors. We expressed and purified the human PTP1B catalytic domain and set up a molecular level high-throughput screening (HTS) assay to screen a set of 48,000 pure compounds.
Results: HTS was finished with an averaged Zo factor of 0.
Caspase-1, the most efficient enzyme in processing the proinflammatory cytokines interleukin 1beta and interleukin 18 in humans, is associated with inflammatory diseases such as rheumatoid arthritis, osteoarthritis, and some neuronal diseases. We previously reported that isoquinoline-1,3,4-trione and its derivatives are novel caspase-3 inhibitors that could attenuate apoptosis in vitro and in vivo. Here we report a novel derivative of isoquinoline-1,3,4-trione that is highly potent in inhibiting caspase-1 activity in an irreversible and slow-binding manner, thus inhibiting cellular caspase-1 activity and the maturation of interleukin 1beta in U-937 cells.
View Article and Find Full Text PDFAim: To develop probes for detecting the binding specificity between beta-secretase and substrate, and provide reliable biological activity data for further researching encircling substrate-based inhibitors.
Methods: To prepare the inhibitors, the hydroxyethylene (HE) segment including P1 and P1'was synthesized after multi-step reactions; the combination of all segments was then completed through solid phase synthesis. Recombinant human beta-secretase ectodomain (amino acid residues 1-460) was expressed as a secreted protein with a C-terminal His tag in insect cells using baculovirus infection, and all compounds were evaluated in this beta-secretase enzyme assay.