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Combining Topic Modeling, Sentiment Analysis, and Corpus Linguistics to Analyze Unstructured Web-Based Patient Experience Data: Case Study of Modafinil Experiences
Published 2024-12-01“…MethodsUsing 69,022 posts from 790 sources, we used a variety of NLP and corpus techniques to analyze the data, including data cleaning techniques to maximize post context, Python for NLP techniques, and Sketch Engine for linguistic analysis. …”
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How do people perceive different labels for rotator cuff disease? A content analysis of data collected in a randomised controlled experiment
Published 2021-12-01“…Objectives Explore how people perceive different labels for rotator cuff disease in terms of words or feelings evoked by the label and treatments they feel are needed.Setting We performed a content analysis of qualitative data collected in a six-arm, online randomised controlled experiment.Participants 1308 people with and without shoulder pain read a vignette describing a patient with rotator cuff disease and were randomised to one of six labels: subacromial impingement syndrome, rotator cuff tear, bursitis, rotator-cuff-related shoulder pain, shoulder sprain and episode of shoulder pain.Primary and secondary outcomes Participants answered two questions (free-text response) about: (1) words or feelings evoked by the label; (2) what treatments they feel are needed. …”
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Association of women’s empowerment with childhood immunisation coverage in South and Southeast Asia: meta-analysis of Demographic and Health Surveys data from 11 countries
Published 2025-07-01“…A three-stage mixed-effect individual participant data meta-analysis was employed to assess the association between ILWEI and childhood immunisation coverage.Results In India, 81.28% of women reported participation in three to four decision-making areas, followed by 62.07% in Bangladesh. …”
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Predictors of seizure outcomes in children with tuberous sclerosis complex and intractable epilepsy undergoing resective epilepsy surgery: an individual participant data meta-analy...
Published 2013-01-01“…<h4>Objective</h4>To perform a systematic review and individual participant data meta-analysis to identify preoperative factors associated with a good seizure outcome in children with Tuberous Sclerosis Complex undergoing resective epilepsy surgery.…”
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The status and challenges of online consultation service in internet hospitals operated by physical hospitals in China: a large-scale pooled analysis of multicenter data
Published 2025-04-01“…This study aimed to evaluate the current status and challenges of online consultation in Internet hospitals services through large-scale multi-center business data analysis. Methods Retrospective analysis of 594,695 online consultations (2020–2021) from 30 Internet hospitals across 11 Chinese provinces. …”
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Maternal awareness of newborn danger signs before discharge: a secondary analysis of baseline data from a quasi-experimental study in Uganda
Published 2025-07-01“…Methods This is a secondary analysis of baseline data from a hospital-based enhanced maternal education intervention conducted at a Tertiary Care and Teaching Hospital in Eastern Uganda. …”
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Unraveling the complexity of selected adverse neonatal outcomes in India: a multilevel analysis using data from a nationally representative sample survey
Published 2025-03-01“…Abstract Introduction The burden of adverse neonatal outcomes (ANOs), encompassing preterm birth(PTB), low birth weight(LBW), and early neonatal deaths, remain significant public health challenge globally, particularly in developing countries. The study aims to provide estimates of adverse birth outcomes and examine their correlates by using a multi-level model analysis at individual/household/community level. …”
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Aspect-based sentiment analysis of user-generated content from a microblogging platform
Published 2025-07-01“…This research aims to develop a software infrastructure for further work in natural language processing using the aspect-based sentiment analysis technique. …”
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Dynamic relationship among China's economic development, food safety and health production from a global perspective
Published 2025-07-01“…Such a model is essential to gain deeper insights into the complex interplay among economic development, food safety, and health production.MethodsUsing panel data from 30 provinces in China (2017–2020), we integrated economic development, food safety, and health production into a unified efficiency assessment framework.ResultsOur findings reveal that China's overall efficiency is low (0.504), with significant regional heterogeneity, presenting a pattern of high in the east and low in the west; the efficiency of economic development (0.288) significantly lags behind the efficiency of health production (0.694); and the efficiency of food safety risk control is weak (the efficiency of food inspection failure rate, the number of foodborne illness incidents and patients are 0.694, 0.368, and 0.428, respectively).DiscussionThe DNSBM model breaks through the limitations of traditional static analysis and provides a dynamic assessment tool for emerging economies to reconcile the contradiction of “economic growth resource consumption public health”. …”
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Assessing the impact of energy efficiency and the sharing economy on sustainable economic development in China: A QARDL analysis from 1991 to 2020
Published 2025-05-01“…Utilizing the Quantile Autoregressive Distributed Lag (QARDL) model and the augmented Dickey-Fuller (ADF) test, the analysis examines secondary data to capture the dynamic relationships among energy efficiency, sharing economy usage, sharing economy value, urbanization, industrialization, and population growth. …”
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