sub1:assertion {
  sub1:searchExecutionDataset dcterms:created "2025-12-26"^^xsd:date ;
    dcterms:isPartOf <https://w3id.org/spaces/sciencelive/quantum-biodiversity-review> ;
    a slv:SearchExecutionDataset ;
    rdfs:label "Quantum Computing for Biodiversity - Search Execution Results" ;
    slv:hasDatasetFileLocation <https://doi.org/10.5281/zenodo.18070377> ;
    slv: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." ;
    slv:hasFinalIncludedStudyCount "238" ;
    slv:hasFulltextScreenedRecordCount "283" ;
    slv: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with AI-assisted prioritization - no inter-rater reliability assessment, (6) 45 included studies lacked DOIs and could not be published as nanopublications." ;
    slv:hasScreenedRecordCount "1649" ;
    slv:includesDbSearch <https://w3id.org/np/RARwCFSuFUqEE0OPW8CeynB8cx4zemGB09obBA9eXfo78/search> , <https://w3id.org/np/RASfip5KQntGv4ACoKui2ZBwhSQKTQPPClPC1zyQHo29M/search> , <https://w3id.org/np/RAVBmg81fxSEFhZ5W9D89XxBR2Scts7yWSWFtFY4OX5UI/search> , <https://w3id.org/np/RAkV7KfvYqIpFLfMqqLmZxyCpr4VFcgE4ln3FRYrZwdaE/search> , <https://w3id.org/np/RAkZsd1zUQn8lXlN8yNQgZBO2W4iuZhMQDE0r-kBXrF6g/search> , <https://w3id.org/np/RApg5W58ZcDLDtKF2txz-SrOVsjM-3lpoPkrWGOFcigZU/search> ;
    slv: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." ;
    slv:usesReviewMethodology "Single reviewer screening with validation by second reviewer on 20% sample given emerging interdisciplinary nature of the topic." ;
    slv: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%." .
}