Matches in Nanopublications for { <https://w3id.org/np/RAhFlAUVte1zioZDIBXyg6GdSziwLxgqwxPkDi7v110WU/searchExecutionDataset> ?p ?o ?g. }
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- searchExecutionDataset type SearchExecutionDataset assertion.
- searchExecutionDataset created "2025-12-26" assertion.
- searchExecutionDataset label "Quantum Computing for Biodiversity - Search Execution Results" assertion.
- searchExecutionDataset isPartOf quantum-biodiversity-review assertion.
- searchExecutionDataset hasDatasetFileLocation zenodo.18070377 assertion.
- searchExecutionDataset hasExclusionBreakdown "Title/abstract screening: 569 records actively screened, 286 excluded as not relevant, 1080 not screened (AI stopping rule reached after sustained pattern of irrelevant papers). Final inclusion: 283 studies passed screening, 45 excluded from nanopublication (no DOI available), 238 published as nanopublications." assertion.
- searchExecutionDataset hasFinalIncludedStudyCount "238" assertion.
- searchExecutionDataset hasFulltextScreenedRecordCount "283" assertion.
- searchExecutionDataset hasLimitations "Limitations: (1) Scopus and Web of Science replaced with OpenAlex and Semantic Scholar due to subscription access requirements - OpenAlex provides comparable bibliographic coverage, (2) IEEE Xplore restricted to Open Access content only due to paywall constraints - may underrepresent paywalled IEEE conference proceedings, (3) Emerging field with inconsistent terminology may affect recall, (4) Grey literature (technical reports, working papers) not systematically searched, (5) Single screener with AI-assisted prioritization - no inter-rater reliability assessment, (6) 45 included studies lacked DOIs and could not be published as nanopublications." assertion.
- searchExecutionDataset hasScreenedRecordCount "1649" assertion.
- searchExecutionDataset includesDbSearch search assertion.
- searchExecutionDataset includesDbSearch search assertion.
- searchExecutionDataset includesDbSearch search assertion.
- searchExecutionDataset includesDbSearch search assertion.
- searchExecutionDataset includesDbSearch search assertion.
- searchExecutionDataset includesDbSearch search assertion.
- searchExecutionDataset usesDeduplicationMethodology "Records from all 6 databases combined using Zotero. Automatic deduplication on DOI and title fields. Manual review of potential duplicates (similar titles, matching authors). Expected high overlap between OpenAlex, Semantic Scholar, and PubMed." assertion.
- searchExecutionDataset usesReviewMethodology "Single reviewer screening with validation by second reviewer on 20% sample given emerging interdisciplinary nature of the topic." assertion.
- searchExecutionDataset usesScreeningMethodology "AI-assisted systematic screening using ASReview LAB v2.2. Model: Naive Bayes classifier with TF-IDF feature extraction. Two-stage approach: (1) Title and abstract screening against PICO criteria using active learning prioritization, (2) Human reviewer makes all inclusion/exclusion decisions. Stopping rule: Consecutive irrelevant threshold - stopped after sustained pattern of irrelevant papers. Estimated recall: >95%." assertion.