Improving outcomes for people with autism spectrum disorders by reducing mental health problems: the IAMHealth research programme including one RCT by Emily Simonoff, Gillian Baird, Bryony Beresford, Tony Charman, Martin Knapp, Andrew Pickles, Carol Povey, Tom Purser, Paramala Santosh, Vicky Slonims, Stephen Scott

“…Regression analysis and structural equation modelling were used to examine longitudinal relationships. …”
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Automated Extraction of Mortality Information From Publicly Available Sources Using Large Language Models: Development and Evaluation Study by Mohammed Al-Garadi, Michele LeNoue-Newton, Michael E Matheny, Melissa McPheeters, Jill M Whitaker, Jessica A Deere, Michael F McLemore, Dax Westerman, Mirza S Khan, José J Hernández-Muñoz, Xi Wang, Aida Kuzucan, Rishi J Desai, Ruth Reeves

“…Despite this potential, accurate tools for extracting mortality information from such unstructured data sources remain underdeveloped. …”
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Advancing Predictive Healthcare: A Systematic Review of Transformer Models in Electronic Health Records by Azza Mohamed, Reem AlAleeli, Khaled Shaalan

“…Our findings show that transformer models, especially in applications like named entity recognition (NER) and clinical data analysis, greatly increase the accuracy and efficiency of processing unstructured data. …”
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GBSS:researches on group-based semantic search by CHEN Hai-tao, GONG Zheng-hu, HUANG Zun-guo

“…A group-based semantic search method-GBSS was presented.With regard to architecture,GBSS introduced a hybrid architecture in which the storage and search of raw data was based on DHT network,but the storage and search of meta-data was based on unstructured P2P network.With regard to search algorithm,GBSS presented a file grouping method without users’ description and constructs friend relations between nodes based on search interests and sharing files.The design idea came from some conclusions of P2P researches and complex network researches.The forwarding of user requests came use of friend relations in search process,which integrated effective caching strategy.The simulation tests prove that the GBSS algorithm is efficient,stable,and the performance improved times compared with traditional algorithms.…”
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Cyclical medication management interventions in health care settings: A systematic review by Isabelle Meulenbroeks, Crisostomo Mercado, Rachel Urwin, Karla Seaman, Anna Kelly, Osman Qadri, Johanna Westbrook I.

“…All intervention, population, and outcome data were extracted. Intervention data were thematically categorized, and outcome data were categorized using Proctor's framework. …”
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P–T-t conditions of successive deformation stages during exhumation of orogenically thickened crust; a case study from the Aar Massif, Central Alps, Switzerland by Edwin Gnos, Josef Mullis, Christian A. Bergemann, Thomas Pettke, Emmanuelle Ricchi, Axel. K. Schmitt

“…Rare examples exist where structurally distinct hydrothermal mineralisations have been used to pin-point specific stages during this evolution. …”
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Integrated multi-omics profiling reveals the role of the DNA methylation landscape in shaping biological heterogeneity and clinical behaviour of metastatic melanoma by Andrea Anichini, Francesca P. Caruso, Vincenzo Lagano, Teresa M. R. Noviello, Rossella Tufano, Gabriella Nicolini, Alessandra Molla, Ilaria Bersani, Francesco Sgambelluri, Alessia Covre, Maria F. Lofiego, Sandra Coral, Anna Maria Di Giacomo, Elena Simonetti, Barbara Valeri, Mara Cossa, Filippo Ugolini, Sara Simi, Daniela Massi, Massimo Milione, Andrea Maurichi, Roberto Patuzzo, Mario Santinami, Michele Maio, Michele Ceccarelli, Roberta Mortarini, On behalf of the EPigenetic Immune-oncology Consortium Airc (EPICA) investigators

“…Abstract Background We developed an integrated multi-omics analysis in metastatic melanoma (MM) cohorts to associate DNA methylation profiles with tumor progression, survival, response to adjuvant immunotherapy, structure of the tumor immune microenvironment and transcriptional programs of immunity and melanoma differentiation. …”
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Lessons from the PROTECT-CH COVID-19 platform trial in care homes by Philip M Bath, Jonathan Ball, Matthew Boyd, Heather Gage, Matthew Glover, Maureen Godfrey, Bruce Guthrie, Jonathan Hewitt, Robert Howard, Thomas Jaki, Edmund Juszczak, Daniel Lasserson, Paul Leighton, Val Leyland, Wei Shen Lim, Pip Logan, Garry Meakin, Alan Montgomery, Reuben Ogollah, Peter Passmore, Philip Quinlan, Caroline Rick, Simon Royal, Susan D Shenkin, Clare Upton, Adam L Gordon

“…Generic challenges included working across the four home nations with their different structures and regulations. Limitations The feasibility of contracting between the sponsor and the principal investigators, general practitioners and care homes; screening, consent and treatment of care home residents; data acquisition and the potential benefit of postexposure prophylaxis were never tested. …”
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Community perception towards employment of people with Down syndrome in Malaysia: a mixed-method study by Md Mizanur Rahman, Ting Chuong Hock, Razitasham Safii, Rosalia Saimon, Yoke Yong Chen, Sharifa Ezat Wan Puteh, Abg Safuan Adenan

“…A concurrent parallel mixed methods design combined quantitative data from 104 surveys and qualitative data from 32 unstructured interviews, providing a multifaceted understanding of the issue. …”
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Service Quality (Servqual) Toward Rawa Bebek’s Rusunawa Residents in Dki Jakarta by Retnowati WD Tuti

“…Interviews conducted in data collection. Data Analysis Techniques 3 tolls are done using Data Analysis NVivo 12 plus consisting of Crosstab Query, Cluster Analysis, Matric Coding Query, and Clustered Similarity. …”
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The Potential for a Networked Ionospheric Sounding Constellation by A. T. Chartier

“…This paper proposes networked sounding from space, to produce measurements of the F‐layer peak, enhanced E‐layers, regions of turbulent structuring, the topside scale height (or transition height) and potentially the plasmapause. …”
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Experiences of Cardiovascular Surgery Intensive Care Nurses in the Care of Patients With Postoperative Cognitive Dysfunction: A Qualitative Study by Hatice Azizoğlu PhD

“…The data were analyzed by the researcher using thematic analysis. …”
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Using semantic indexing and thesauri in processing dermoscopic images by Г. А. Гулмирзаева

“…The proposed approach integrates advanced natural language processing (NLP) techniques with medical thesauri and ontologies to enhance the efficiency of medical data analysis and structuring. The BioBERT neural language model was employed to generate clinical descriptions for each image, transforming natural language expressions into a vector space. …”
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Self-Paced Learning Model Based on BMC for Edu-Project Entrepreneurship in Higher Education by Rochmawati Rochmawati, Mustiningsih Mustiningsih, Aan Fardani Ubaidilah, Djum Djum Noor Benty, Hasna Dwi Purbaningrum, Moch. Haris Purwanto, Amelia Dwi Lestari, Sri Wahyuni Eka Satria, Agustinus Hermino Suprema Putra

“…This research was conducted for international student with 38 students from the Economic and Business faculties at NUOL.  The data technique with On-In-On through a duo approach system, namely online and offline with locations in two countries, Indonesia and Laos with data collection technique in this research uses an unstructured questionnaire. …”
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Guía general del análisis de los datos en investigación cualitativa para Enfermería by Leticia Cuevas Guajardo, Dulce María Guillén Cadena, Guillermina Arenas Montaño, Luisa Bravo Sánchez

“…Abstract The objective of this work was in structuring a general document on the analysis of the data that guides the apprentices of the qualitative investigation in this determining operation, the one that is difficult to include/understand. …”
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A Comparative Analysis of European Media Coverage of the Israel–Gaza War Using Hesitant Fuzzy Linguistic Term Sets by Walaa Abuasaker, Mónica Sánchez, Jennifer Nguyen, Nil Agell, Núria Agell, Francisco J. Ruiz

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The mediating role of entrepreneurial attitude with entrepreneurial education and self-efficacy on students' entrepreneurial mindset by davoud tahmasebzadeh sheikhlar, mahdiye ruhi, amin parvari

“…Participants were asked to answer the items using a 5-point Likert scale from 1 indicating "strongly disagree" to 5 indicating "strongly agree". The analysis data of this research is in two parts, descriptive and inferential, using SPSS26 software, and in order to test the hypotheses, structural equation modeling using partial least squares method is used using SmartPLS software. …”
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Mensch und Maschine als Team. Exploratives Topic Modeling und manuelle Annotation in der qualitativen Sozialforschung by Lina Franken, Dennis Möbus

“…In an experimental setting, the interplay of topic modeling and grounded theory annotation in the exploitation of large-scale collections of qualitative research data is approached via a combination of quantitative pre-structuring and qualitative in-depth analysis. …”
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Identifying Persons of Interest in Digital Forensics Using NLP-Based AI by Jonathan Adkins, Ali Al Bataineh, Majd Khalaf

“…Natural Language Processing (NLP) is a subdomain of research under AI that deals with problems involving unstructured data, specifically language. The domain of NLP includes several tools to parse text, including topic modeling, pairwise correlation, word vector cosine distance measurement, and sentiment analysis. …”
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Prospects for AI clinical summarization to reduce the burden of patient chart review by Chanseo Lee, Kimon A. Vogt, Sonu Kumar

“…Effective summarization of unstructured patient data in electronic health records (EHRs) is crucial for accurate diagnosis and efficient patient care, yet clinicians often struggle with information overload and time constraints. …”
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