@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix nt: <https://w3id.org/np/o/ntemplate/> .
@prefix orcid: <https://orcid.org/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix slv: <https://w3id.org/sciencelive/o/terms/> .
@prefix sub1: <https://w3id.org/np/RAhFlAUVte1zioZDIBXyg6GdSziwLxgqwxPkDi7v110WU/> .
@prefix this: <https://w3id.org/np/RAhFlAUVte1zioZDIBXyg6GdSziwLxgqwxPkDi7v110WU> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

sub1:Head {
  this: np:hasAssertion sub1:assertion;
    np:hasProvenance sub1:provenance;
    np:hasPublicationInfo sub1:pubinfo;
    a np:Nanopublication .
}

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with AI-assisted prioritization - no inter-rater reliability assessment, (6) 45 included studies lacked DOIs and could not be published as nanopublications.";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%." .
}

sub1:provenance {
  sub1:assertion prov:wasAttributedTo orcid:0000-0002-1784-2920 .
}

sub1:pubinfo {
  orcid:0000-0002-1784-2920 foaf:name "Anne Fouilloux" .
  
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      "Semantic Scholar Search" .
  
  <https://w3id.org/np/RASfip5KQntGv4ACoKui2ZBwhSQKTQPPClPC1zyQHo29M/search> nt:hasLabelFromApi
      "Europe PMC Search" .
  
  <https://w3id.org/np/RAVBmg81fxSEFhZ5W9D89XxBR2Scts7yWSWFtFY4OX5UI/search> nt:hasLabelFromApi
      "IEEE Xplore (OA only) Search" .
  
  this: dcterms:created "2025-12-29T19:05:22.046482+00:00"^^xsd:dateTime;
    dcterms:creator orcid:0000-0002-1784-2920;
    dcterms:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:introduces sub1:searchExecutionDataset;
    npx:supersedes <https://w3id.org/np/RAMPy96eCLCXlGR9VvCVf6rJmpN_DlxxarMGm91_5n-O8>;
    npx:wasCreatedAt <https://nanodash.knowledgepixels.com/>;
    rdfs:label "Quantum Computing for Biodiversity - Search Execut...";
    nt:wasCreatedFromProvenanceTemplate <https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU>;
    nt:wasCreatedFromPubinfoTemplate <https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw>,
      <https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI>;
    nt:wasCreatedFromTemplate <https://w3id.org/np/RAV_H3udaSzxYOhhR0t-q7PKS6URwauD_Z5sMLbHmM2x0> .
  
  sub1:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAosxbitQQzLXi1949Zd9JmSkGfYHHlj/CZZ7iiYs1TrZ5/Jk/wGA7kHEv7f9NtsinOdBo9EtHj/jgHE5W2Vv404JbOAY280PvH5Jns5ObWdVZmtHeCw0ZIdPEqNrurrEweKhzcTJW/YRpYWPwVPo47XyIW6IAcmx6gfdtmdPddMpplqExrP6G99ksXfXlZI0InQtZJRSGK5lYLLNzaofFtupPI5OAAGjooDyHijp0Ap2HIXH6WpO4S44cFPKU34pH2xhIY4/XT5DG1X5UoiVHs2Yoo30BHFudj/kAFwdzcy6Yh4tMDaB3ox6p7pi267d7n0y7kypC0Nt+hfgHQ1FpgwIDAQAB";
    npx:hasSignature "ntoa3IKiwtpmoZt/aqG+1QegR9cTWz0I886vJLD61UJ0GgQnmgOGUQhAOyU6JBhTj81vy5W5yxZJz/PQ3ZzxwBGFxBBP4rvzcIIP7th8hCkrt+0qJb1hD9rGutT72d6BT/3vG8eOI36qdLmkaHowvQPRe64rrTjGAVdBzdNqymDiqvT6DVJ+h8kDcPpRCRhpLL4kUDiI9xW8FTJlzQbX3UoWcw6HK//xiJROzd4y+GuFtyva+VayZV279wc27sbsA5PBL36dBFOZ07izXwEXceqSXbtVlroITAbHX0VXQYYMztwmLLSoJmgS4t9iDXYkvzJNObFSAVWjfjwRB/RzyQ==";
    npx:hasSignatureTarget this:;
    npx:signedBy orcid:0000-0002-1784-2920 .
  
  <https://w3id.org/np/RAkV7KfvYqIpFLfMqqLmZxyCpr4VFcgE4ln3FRYrZwdaE/search> nt:hasLabelFromApi
      "OpenAlex Search" .
  
  <https://w3id.org/np/RAkZsd1zUQn8lXlN8yNQgZBO2W4iuZhMQDE0r-kBXrF6g/search> nt:hasLabelFromApi
      "PubMed Search" .
  
  <https://w3id.org/np/RApg5W58ZcDLDtKF2txz-SrOVsjM-3lpoPkrWGOFcigZU/search> nt:hasLabelFromApi
      "arXiv Search" .
}