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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 by Julia Walsh, Jonathan Cave, Frances Griffiths

    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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  7. 3107

    How do people perceive different labels for rotator cuff disease? A content analysis of data collected in a randomised controlled experiment by Rachelle Buchbinder, Ian A Harris, Christopher G Maher, Giovanni E Ferreira, Romi Haas, Zoe A Michaleff, Joshua R Zadro

    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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  8. 3108

    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 by Quanbao Jiang, Muhammad Usman Saleem, Abdul Ghani Khatir, Tingshuai Ge, Tolulope Ariyo, Negina Rahman

    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... by Aria Fallah, Gordon H Guyatt, O Carter Snead, Shanil Ebrahim, George M Ibrahim, Alireza Mansouri, Deven Reddy, Stephen D Walter, Abhaya V Kulkarni, Mohit Bhandari, Laura Banfield, Neera Bhatnagar, Shuli Liang, Federica Teutonico, Jianxiang Liao, James T Rutka

    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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  11. 3111

    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 by Ming Yang, Yiwei Yan, Zhong Xu, Hongli Liu, Jing Ran, Yingbin Zheng, Zhefeng Cai, Zhengwei Liu, Kai Gong

    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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  12. 3112

    Maternal awareness of newborn danger signs before discharge: a secondary analysis of baseline data from a quasi-experimental study in Uganda by Businge Alinaitwe, Francis Nkunzimaana, Charles Kato, Rachel Uwimbabazi, Petranilla Nakamya, Molly McCoy, Adam Kaplan, Elizabeth Ayebare, Jameel Winter, Tom Denis Ngabirano

    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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  13. 3113

    Unraveling the complexity of selected adverse neonatal outcomes in India: a multilevel analysis using data from a nationally representative sample survey by Anuj Kumar Pandey, Benson M Thomas, Diksha Gautam, Arun Balachandran, Dyah Anantalia Widyastari, Shyamkumar Sriram, Sutapa Bandyopadhyay Neogi

    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 by Dražen Drašković, Stefan Milanović

    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 by Minjie Teng, Minjie Teng, Hua Wei, Hua Wei, Qunshan Tao, Qunshan Tao

    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 by Xiaoqian Zhang, Muhammad Sibt e Ali, Haoshuang Niu, Amir Iqbal, Gang Wenbo

    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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