Matches in Nanopublications for { ?s <https://w3id.org/sciencelive/o/terms/usesAssessmentTechnique> ?o ?g. }
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- studyAssessmentDataset usesAssessmentTechnique "AI-assisted systematic screening using active learning. Tool: ASReview LAB v2.2 (https://asreview.nl/). Model: Naive Bayes classifier with TF-IDF feature extraction. Screening type: Title and abstract screening. Screeners: 1. Stopping rule: Consecutive irrelevant threshold - stopped after sustained pattern of irrelevant papers. Estimated recall: >95%." assertion.
- studyAssessmentDataset usesAssessmentTechnique "test..." assertion.
- studyAssessmentDataset usesAssessmentTechnique "LLM-based full-text screening using PDF analysis. Tool: Python screening pipeline (scanning_papers_main.ipynb with screeningPaper module). Method: Automated PDF retrieval attempted for papers from title/abstract screening; LLM (via Ollama) evaluation of full text against PICO criteria with focus on Population and Intervention matching; Decision output: INCLUDE/EXCLUDE with confidence score and reasoning; Papers passing screening were selected for detailed quote extraction and comment generation. PICO criteria used: https://w3id.org/np/RAvk9pmoZ2IberoDe7zUWV0bVithiy6CnbSG5y06YuKM0. Screeners: 1 (Anne Fouilloux). Screening type: Full-text PDF analysis against structured PICO criteria." assertion.
- studyAssessmentDataset usesAssessmentTechnique "AI-assisted systematic screening using active learning. Tool: ASReview LAB v2.2 (https://asreview.nl/). Model: Naive Bayes classifier with TF-IDF feature extraction. Screening type: Title and abstract screening. Screeners: 1. Stopping rule: Consecutive irrelevant threshold - stopped after sustained pattern of irrelevant papers. Estimated recall: >95%." assertion.