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Intensifying competition in recent times requires business‐to‐consumer (B2C) e‐commerce platforms to develop operational agility for competitive advantage. Despite the agreement on an increasing competitive landscape, the process for realising information technology (IT)‐driven operational agility on e‐business platforms has received little scrutiny. Through an investigation of M.com, a leading multisided online retailing platform in China, this study provides a clear thesis of resource interdependencies and IT‐enabled capabilities forged during operational processes to realise operational agility. Our investigation, observations, and reflections from practice substantiate a model of how a platform like M.com cultivates IT‐driven resource‐interdependent competencies and capabilities tantamount to realising operational agility. The model shows how IT enables three capabilities—localised, synergistic, and optimised—which reflect the effective co‐ordination of three resource interdependencies (pooled, sequential, and reciprocal) during M.com's complex operations and processes, and explicates the consequences. For research, we postulate that IT‐enabled operational agility in complex organisational forms, cultivated through the development of resource‐interdependent capabilities to deliver effective sensing and response mechanisms, forms effective strategies for the B2C platform in dynamic marketplace conditions. [ABSTRACT FROM AUTHOR]

In aspect-based sentiment analysis, a fundamental task is extracting aspect terms from opinionated sentences. Aspect term extraction (ATE) has been found to play a critical role among several scenarios, such as service quality improvement and recommendation systems. While deep learning-based methods have achieved great progress in ATE, they mainly consider sequential semantic information and generally ignore the utilisation of syntactic relations of the whole sentence on overall meanings. Furthermore, performances of these methods may also be diminished by poor handling of relation and text noises. To address these issues, we propose a fused sequential and hierarchical representation (FSHR) model, wherein both sequential and hierarchical representations are generated, which facilitates not only the capture of linear semantic information for predicting meaning-related aspect terms but also the utilisation of syntactic relations over the entire sentence to better identify structure-related aspect terms. Moreover, to refine the aspect representation, we incorporate relation-gate mechanism which selectively activates meaningful syntactic dependency paths and design the multi-way aspect attention which prompts the model to focus on relevant text segments about particular aspects. Eventually, sequential and hierarchical representations are adaptively fused for aspect prediction. Experiment results on four datasets demonstrate that FSHR outperforms competitive baselines, and further extensive analyses reveal the effectiveness of our model. [ABSTRACT FROM AUTHOR]

Objective: This study aims to investigate the application of protective restraint nursing interventions in intensive care unit (ICU) patients and their impact on the incidence of unplanned extubation and skin damage., Methods: A total of 90 ICU patients admitted to Hai'an People's Hospital between January 2019 and December 2020 were randomly assigned to either the experimental group or the control group in a 1:1 ratio. The control group received conventional nursing care, while the experimental group received protective restraint nursing interventions. The Hospital Anxiety and Depression (HAD) scale, a clinical tool used to assess patients' levels of anxiety and depression, was employed to evaluate patients' emotional states before and after the intervention. A Patient Clinical Satisfaction Survey Questionnaire developed by our department was used to assess patient satisfaction after nursing. Compliance and the incidence of adverse reactions were compared between the two groups., Results: The experimental group exhibited significantly lower HADS scores, higher nursing satisfaction, and a lower incidence of unplanned extubation, skin damage, and adverse reactions compared to the control group (all P < .05)., Conclusions: Protective restraint care demonstrates substantial benefits for ICU patients by reducing the incidence of unplanned extubation, preventing skin damage during treatment, improving compliance, and facilitating recovery. These findings support the clinical application and promotion of protective restraint nursing interventions.