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https://w3id.org/np/RAcwdvjcKilseF3uCdHr8TX-FDYwvPk7VsiQcnQLE7yvs

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Content

@prefix this: <https://w3id.org/np/RAcwdvjcKilseF3uCdHr8TX-FDYwvPk7VsiQcnQLE7yvs> .
@prefix sub: <https://w3id.org/np/RAcwdvjcKilseF3uCdHr8TX-FDYwvPk7VsiQcnQLE7yvs/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix dc: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

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

sub:assertion {
  <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>
    a prov:SoftwareAgent;
    <http://www.w3.org/2000/01/rdf-schema#label> "delphisci dataset-resolvability assessor (GPT-5.6 Sol)";
    prov:actedOnBehalfOf <https://orcid.org/0009-0007-4948-9192>;
    <https://w3id.org/delphi/ontology/usesModel> <https://w3id.org/delphi/resource/model/gpt-5.6-sol-medium> .
  
  <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>
    a <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    dc:description "The variables, fit, comparator, and decision criterion are unusually explicit, and the full text specifies much of the model. A small team could reproduce the computational test, but recreating unpublished inputs introduces implementation uncertainty and only resolves the law for the idealized model. Held-out geometries are needed to distinguish predictive value from an in-sample fit.";
    dc:subject <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0>;
    <http://www.w3.org/2000/01/rdf-schema#comment> "Proposed test with existing data: Reimplement the specified network and crack geometries, estimate failure stress for each relative crack size, fit C by least squares, and compare held-out prediction errors for the blunting law and LEFM. Confirmation requires stable C near 1.102 and substantially lower out-of-sample error than LEFM; instability or no predictive advantage refutes it.";
    <http://www.w3.org/2000/01/rdf-schema#label> "GPT-5.6 Sol on buehler-2009-helical-networks-09: partially-resolvable, resolvability 0.71";
    prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    <https://w3id.org/delphi/ontology/assessmentType> "dataset-resolvability/0.2.0";
    <https://w3id.org/delphi/ontology/evidenceAgainst> "C was fitted to the same simulated geometries used to report agreement.",
      "The law has not been independently tested on physical alpha-helical networks.", "The original trajectories and input files are not public.";
    <https://w3id.org/delphi/ontology/hasConfidence> "0.86"^^xsd:double;
    <https://w3id.org/delphi/ontology/hasEvidence> <https://w3id.org/delphi/resource/evidence/buehler-2009-helical-networks-09--gpt--dataset-1>;
    <https://w3id.org/delphi/ontology/hasScore> "0.714"^^xsd:double;
    <https://w3id.org/delphi/ontology/hasVerdict> "partially-resolvable" .
  
  <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--analysis-feasibility>
    a <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    dc:isPartOf <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>;
    dc:subject <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-analysis-feasibility>;
    <http://www.w3.org/2000/01/rdf-schema#label> "Analysis feasibility of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.78";
    prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    <https://w3id.org/delphi/ontology/assessmentType> "dataset-resolvability/0.2.0/analysis-feasibility";
    <https://w3id.org/delphi/ontology/hasScore> "0.78"^^xsd:double .
  
  <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--data-adequacy>
    a <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    dc:isPartOf <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>;
    dc:subject <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-data-adequacy>;
    <http://www.w3.org/2000/01/rdf-schema#label> "Data adequacy of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.65";
    prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    <https://w3id.org/delphi/ontology/assessmentType> "dataset-resolvability/0.2.0/data-adequacy";
    <https://w3id.org/delphi/ontology/hasScore> "0.65"^^xsd:double .
  
  <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--data-existence>
    a <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    dc:isPartOf <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>;
    dc:subject <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-data-existence>;
    <http://www.w3.org/2000/01/rdf-schema#label> "Data existence of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.45";
    prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    <https://w3id.org/delphi/ontology/assessmentType> "dataset-resolvability/0.2.0/data-existence";
    <https://w3id.org/delphi/ontology/hasScore> "0.45"^^xsd:double .
  
  <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--discriminating-power>
    a <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    dc:isPartOf <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>;
    dc:subject <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-discriminating-power>;
    <http://www.w3.org/2000/01/rdf-schema#label> "Discriminating power of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.82";
    prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    <https://w3id.org/delphi/ontology/assessmentType> "dataset-resolvability/0.2.0/discriminating-power";
    <https://w3id.org/delphi/ontology/hasScore> "0.82"^^xsd:double .
  
  <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--operationalizability>
    a <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    dc:isPartOf <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>;
    dc:subject <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-operationalizability>;
    <http://www.w3.org/2000/01/rdf-schema#label> "Operationalizability of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.95";
    prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    <https://w3id.org/delphi/ontology/assessmentType> "dataset-resolvability/0.2.0/operationalizability";
    <https://w3id.org/delphi/ontology/hasScore> "0.95"^^xsd:double .
  
  <https://w3id.org/delphi/resource/claim/buehler-2009-helical-networks-09> <https://w3id.org/delphi/ontology/hasAssessment>
      <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>,
      <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--analysis-feasibility>,
      <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--data-adequacy>,
      <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--data-existence>,
      <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--discriminating-power>,
      <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt--operationalizability> .
  
  <https://w3id.org/delphi/resource/evidence/buehler-2009-helical-networks-09--gpt--dataset-1>
    a <https://w3id.org/delphi/ontology/EvidenceItem>;
    dc:description "open simulation software in which the publicly described mesoscale model can be reimplemented";
    <http://www.w3.org/2000/01/rdf-schema#label> "Candidate dataset: LAMMPS";
    prov:wasDerivedFrom <https://www.lammps.org/> .
  
  <https://w3id.org/delphi/resource/model/gpt-5.6-sol-medium> a <https://w3id.org/delphi/ontology/LanguageModel>;
    dc:identifier "gpt-5.6-sol-medium";
    <http://www.w3.org/2000/01/rdf-schema#label> "GPT-5.6 Sol" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium>;
    prov:wasDerivedFrom <https://github.com/fractastical/delphisci/blob/67fe5b156cfeca15a2ded33e0face4177d03101c/claim-sources/buehler-protein-materials/assessment/raw/gpt/batch-3.json>,
      <https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0>;
    prov:wasGeneratedBy sub:assessment .
  
  sub:assessment a prov:Activity;
    prov:qualifiedAssociation sub:assessmentPlan;
    prov:wasAssociatedWith <https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium> .
  
  sub:assessmentPlan prov:hadPlan <https://github.com/fractastical/delphisci/blob/67fe5b156cfeca15a2ded33e0face4177d03101c/claim-sources/buehler-protein-materials/README.md> .
}

sub:pubinfo {
  <https://w3id.org/delphi/resource/domain/buehler-protein-materials> <http://www.w3.org/2000/01/rdf-schema#label>
      "buehler-protein-materials" .
  
  this: dc:created "2026-11-08T04:48:50.317Z"^^xsd:dateTime;
    dc:creator <https://orcid.org/0009-0007-4948-9192>;
    dc:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:hasNanopubType <https://w3id.org/delphi/ontology/LLMClaimAssessment>;
    npx:introduces <https://w3id.org/delphi/resource/assessment/buehler-2009-helical-networks-09--gpt>;
    <http://www.w3.org/2000/01/rdf-schema#label> "GPT-5.6 Sol on buehler-2009-helical-networks-09: partially-resolvable, resolvability 0.71";
    <https://w3id.org/delphi/ontology/domain> <https://w3id.org/delphi/resource/domain/buehler-protein-materials> .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAyFHtPB6p0mCjDozxlOY9CmO3nBm7Te3jFbXyLmM+G1tGe47Da0jYIbhkl9Oo1ZjxmCa3LCwlEqK8gj6hEIcL4ahW30JXh9HycfKVk1bugkzMEV15tJdTzAU3sGMFnbNsn43xY2LFLy45tApkRm5byEiM7oRRrooIdwoQKnP4Wzq/bfAoJ9qvW+MGkelyOTd1jbSt+KfmT7xKmDfWzAHddUlWwMX2QJOLxDaffOteTop6ZRgPiNmPJKA/S62Gac9XtSYT3oDkZ6/nr5cxxNLpOyxTf5FPISiCe11xYO/unYjY+mwnOfA8yhJIyx1l0O9I0vpOpn+E5TvyHJV+oSTrvwIDAQAB";
    npx:hasSignature "x4p8gY3eNcKJ+Wd8WvRadxbPmspXnzqIAmyc9lqylgvZfK6gMOIbDcXscCY839s6mX1wROk4Xv38X1lIwQ1m6R128D/taZ739j8uD1RtnaZzKwueKcoEqSS2vmXyhrq9TDHdCyTNlu1FBKiP5+5LfNuKG0hW0UoCVhss2nKxR7CfaLFsyP4nXb274gN52ay1CwC+KShubjRZC92VH6kJyK7f2MtuCGKmdvKXSKAn7jZDukHPSpG3RhmN/teqRhoVgq6dLdCDv+UQCP76ndhJBrLMDdulaZagmIhG9P/8eh5uiTlU44ARqFtHkGLicZ8mtHL75uZSnNe50h1G7HHmZA==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://orcid.org/0009-0007-4948-9192> .
}