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AI for Scientific Literature Review
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== <span style="color: #FFFFFF;">Remembering</span> == * '''Literature review''' β A comprehensive survey of existing research on a topic, identifying key findings, gaps, and debates. * '''Systematic review''' β A highly rigorous literature review following strict methodology; the gold standard for evidence synthesis in medicine. * '''Meta-analysis''' β Statistically combining results from multiple studies to produce a quantitative overall estimate. * '''Semantic Scholar''' β An AI-powered academic search engine providing paper summaries, citation graphs, and author profiles. * '''Citation graph''' β A graph where nodes are papers and edges are citations; AI analyzes this to find influential works and research fronts. * '''Paper embedding''' β A dense vector representation of a paper's content enabling semantic similarity search. * '''SPECTER''' β A document-level embedding model for scientific papers, pre-trained on citation relationships. * '''Elicit''' β An AI research tool that searches papers and extracts specific information in response to questions. * '''Consensus''' β An AI tool that searches scientific literature and synthesizes consensus views on research questions. * '''Information extraction (scientific)''' β Automatically extracting structured information from papers: methods, datasets, metrics, conclusions. * '''Research gap identification''' β Using AI to find areas within a field where research is sparse or contradictory. * '''Scientific claim verification''' β Matching claims against published evidence to assess support or contradiction. * '''CORD-19''' β A large dataset of COVID-19 papers assembled for AI research during the pandemic. * '''PubMed''' β The primary database of biomedical literature; over 35 million citations; free API. </div> <div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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