[ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/Head", "@graph": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assertion", "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "http://www.w3.org/ns/prov#wasDerivedFrom": [ { "@id": "https://github.com/fractastical/delphisci/blob/67fe5b156cfeca15a2ded33e0face4177d03101c/claim-sources/buehler-protein-materials/assessment/raw/gpt/batch-4.json" }, { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0" } ], "http://www.w3.org/ns/prov#wasGeneratedBy": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assessment" } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assessment", "@type": [ "http://www.w3.org/ns/prov#Activity" ], "http://www.w3.org/ns/prov#qualifiedAssociation": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assessmentPlan" } ], "http://www.w3.org/ns/prov#wasAssociatedWith": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assessmentPlan", "http://www.w3.org/ns/prov#hadPlan": [ { "@id": "https://github.com/fractastical/delphisci/blob/67fe5b156cfeca15a2ded33e0face4177d03101c/claim-sources/buehler-protein-materials/README.md" } ] } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/assertion", "@graph": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium", "@type": [ "http://www.w3.org/ns/prov#SoftwareAgent" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "delphisci dataset-resolvability assessor (GPT-5.6 Sol)" } ], "http://www.w3.org/ns/prov#actedOnBehalfOf": [ { "@id": "https://orcid.org/0009-0007-4948-9192" } ], "https://w3id.org/delphi/ontology/usesModel": [ { "@id": "https://w3id.org/delphi/resource/model/gpt-5.6-sol-medium" } ] }, { "@id": "https://w3id.org/delphi/resource/model/gpt-5.6-sol-medium", "http://purl.org/dc/terms/identifier": [ { "@value": "gpt-5.6-sol-medium" } ], "@type": [ "https://w3id.org/delphi/ontology/LanguageModel" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GPT-5.6 Sol" } ] }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt", "http://purl.org/dc/terms/description": [ { "@value": "Comparative fracture observables exist in public structural and materials resources and in scattered literature, so selected contrasts are feasible. The claim does not specify which difference is essential, and unmatched loading regimes can create apparent class differences. Existing data can test restricted material pairs but are inadequate for the generalization over whole classes." } ], "http://purl.org/dc/terms/subject": [ { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0" } ], "@type": [ "https://w3id.org/delphi/ontology/LLMClaimAssessment" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "Proposed test with existing data: Define failure mechanisms by measurable features such as bond rupture sequence, crack-tip behaviour, plastic-zone formation, sacrificial-bond activation, and force-extension response, then compare annotated protein-material tests with brittle ceramics and ductile metals under matched loading. Strong overlap after matching conditions would refute a categorical difference; reproducible class separation would support it." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GPT-5.6 Sol on buehler-2007-fracture-review-02: partially-resolvable, resolvability 0.52" } ], "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "https://w3id.org/delphi/ontology/assessmentType": [ { "@value": "dataset-resolvability/0.2.0" } ], "https://w3id.org/delphi/ontology/evidenceAgainst": [ { "@value": "Failure mechanism categories require substantial interpretation." }, { "@value": "Protein, ceramic, and metal tests rarely share matched geometry, rate, and environment." }, { "@value": "The broad material classes contain substantial within-class heterogeneity." } ], "https://w3id.org/delphi/ontology/hasConfidence": [ { "@value": "0.66", "@type": "http://www.w3.org/2001/XMLSchema#double" } ], "https://w3id.org/delphi/ontology/hasEvidence": [ { "@id": "https://w3id.org/delphi/resource/evidence/buehler-2007-fracture-review-02--gpt--dataset-1" }, { "@id": "https://w3id.org/delphi/resource/evidence/buehler-2007-fracture-review-02--gpt--dataset-2" } ], "https://w3id.org/delphi/ontology/hasScore": [ { "@value": "0.519", "@type": "http://www.w3.org/2001/XMLSchema#double" } ], "https://w3id.org/delphi/ontology/hasVerdict": [ { "@value": "partially-resolvable" } ] }, { "@id": "https://w3id.org/delphi/resource/evidence/buehler-2007-fracture-review-02--gpt--dataset-1", "http://purl.org/dc/terms/description": [ { "@value": "protein structures for relating molecular architecture to proposed failure modes" } ], "@type": [ "https://w3id.org/delphi/ontology/EvidenceItem" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Candidate dataset: RCSB Protein Data Bank" } ], "http://www.w3.org/ns/prov#wasDerivedFrom": [ { "@id": "https://www.rcsb.org/" } ] }, { "@id": "https://w3id.org/delphi/resource/evidence/buehler-2007-fracture-review-02--gpt--dataset-2", "http://purl.org/dc/terms/description": [ { "@value": "public materials datasets potentially containing fracture and mechanical measurements for crystalline materials" } ], "@type": [ "https://w3id.org/delphi/ontology/EvidenceItem" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Candidate dataset: NIST Materials Data Repository" } ], "http://www.w3.org/ns/prov#wasDerivedFrom": [ { "@id": "https://materialsdata.nist.gov/" } ] }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--analysis-feasibility", "http://purl.org/dc/terms/isPartOf": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" } ], "http://purl.org/dc/terms/subject": [ { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-analysis-feasibility" } ], "@type": [ "https://w3id.org/delphi/ontology/LLMClaimAssessment" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Analysis feasibility of buehler-2007-fracture-review-02 by GPT-5.6 Sol: 0.48" } ], "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "https://w3id.org/delphi/ontology/assessmentType": [ { "@value": "dataset-resolvability/0.2.0/analysis-feasibility" } ], "https://w3id.org/delphi/ontology/hasScore": [ { "@value": "0.48", "@type": "http://www.w3.org/2001/XMLSchema#double" } ] }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--data-adequacy", "http://purl.org/dc/terms/isPartOf": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" } ], "http://purl.org/dc/terms/subject": [ { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-data-adequacy" } ], "@type": [ "https://w3id.org/delphi/ontology/LLMClaimAssessment" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Data adequacy of buehler-2007-fracture-review-02 by GPT-5.6 Sol: 0.34" } ], "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "https://w3id.org/delphi/ontology/assessmentType": [ { "@value": "dataset-resolvability/0.2.0/data-adequacy" } ], "https://w3id.org/delphi/ontology/hasScore": [ { "@value": "0.34", "@type": "http://www.w3.org/2001/XMLSchema#double" } ] }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--data-existence", "http://purl.org/dc/terms/isPartOf": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" } ], "http://purl.org/dc/terms/subject": [ { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-data-existence" } ], "@type": [ "https://w3id.org/delphi/ontology/LLMClaimAssessment" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Data existence of buehler-2007-fracture-review-02 by GPT-5.6 Sol: 0.58" } ], "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "https://w3id.org/delphi/ontology/assessmentType": [ { "@value": "dataset-resolvability/0.2.0/data-existence" } ], "https://w3id.org/delphi/ontology/hasScore": [ { "@value": "0.58", "@type": "http://www.w3.org/2001/XMLSchema#double" } ] }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--discriminating-power", "http://purl.org/dc/terms/isPartOf": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" } ], "http://purl.org/dc/terms/subject": [ { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-discriminating-power" } ], "@type": [ "https://w3id.org/delphi/ontology/LLMClaimAssessment" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Discriminating power of buehler-2007-fracture-review-02 by GPT-5.6 Sol: 0.52" } ], "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "https://w3id.org/delphi/ontology/assessmentType": [ { "@value": "dataset-resolvability/0.2.0/discriminating-power" } ], "https://w3id.org/delphi/ontology/hasScore": [ { "@value": "0.52", "@type": "http://www.w3.org/2001/XMLSchema#double" } ] }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--operationalizability", "http://purl.org/dc/terms/isPartOf": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" } ], "http://purl.org/dc/terms/subject": [ { "@id": "https://w3id.org/delphi/resource/concept/dataset-resolvability-0.2.0-operationalizability" } ], "@type": [ "https://w3id.org/delphi/ontology/LLMClaimAssessment" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Operationalizability of buehler-2007-fracture-review-02 by GPT-5.6 Sol: 0.65" } ], "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://w3id.org/delphi/resource/agent/delphisci-resolvability-assessor-gpt-5.6-sol-medium" } ], "https://w3id.org/delphi/ontology/assessmentType": [ { "@value": "dataset-resolvability/0.2.0/operationalizability" } ], "https://w3id.org/delphi/ontology/hasScore": [ { "@value": "0.65", "@type": "http://www.w3.org/2001/XMLSchema#double" } ] }, { "@id": "https://w3id.org/delphi/resource/claim/buehler-2007-fracture-review-02", "https://w3id.org/delphi/ontology/hasAssessment": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--analysis-feasibility" }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--data-adequacy" }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--data-existence" }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--discriminating-power" }, { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt--operationalizability" } ] } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/pubinfo", "@graph": [ { "@id": "https://w3id.org/delphi/resource/domain/buehler-protein-materials", "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "buehler-protein-materials" } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs", "http://purl.org/dc/terms/created": [ { "@value": "2026-11-08T04:48:50.317Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://purl.org/dc/terms/creator": [ { "@id": "https://orcid.org/0009-0007-4948-9192" } ], "http://purl.org/dc/terms/license": [ { "@id": "https://creativecommons.org/licenses/by/4.0/" } ], "http://purl.org/nanopub/x/hasNanopubType": [ { "@id": "https://w3id.org/delphi/ontology/LLMClaimAssessment" } ], "http://purl.org/nanopub/x/introduces": [ { "@id": "https://w3id.org/delphi/resource/assessment/buehler-2007-fracture-review-02--gpt" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GPT-5.6 Sol on buehler-2007-fracture-review-02: partially-resolvable, resolvability 0.52" } ], "https://w3id.org/delphi/ontology/domain": [ { "@id": "https://w3id.org/delphi/resource/domain/buehler-protein-materials" } ] }, { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs/sig", "http://purl.org/nanopub/x/hasAlgorithm": [ { "@value": "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey": [ { "@value": "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAyFHtPB6p0mCjDozxlOY9CmO3nBm7Te3jFbXyLmM+G1tGe47Da0jYIbhkl9Oo1ZjxmCa3LCwlEqK8gj6hEIcL4ahW30JXh9HycfKVk1bugkzMEV15tJdTzAU3sGMFnbNsn43xY2LFLy45tApkRm5byEiM7oRRrooIdwoQKnP4Wzq/bfAoJ9qvW+MGkelyOTd1jbSt+KfmT7xKmDfWzAHddUlWwMX2QJOLxDaffOteTop6ZRgPiNmPJKA/S62Gac9XtSYT3oDkZ6/nr5cxxNLpOyxTf5FPISiCe11xYO/unYjY+mwnOfA8yhJIyx1l0O9I0vpOpn+E5TvyHJV+oSTrvwIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature": [ { "@value": "jzXlMGImlCXptbgcCYIkT6IEB9Dixdc0GtHAaiWMA9h39OcNy4ZyQHkqCVESFN97zl4m0RvxOig9W1mKHPO/g7I5WZxP0MCd237JEfpvcN/ylpbozdTkuU2iw8RzvhP7W3srsJXr5FkgcB5YQK6WV41a2KEe3HzoVVZjqtptN7XFrnbRlUeEqYBpAE07tDKUpWHgzvtGuiqS5GPqwYA9SqJW01A9wJ59Uh4jzxwS9n6cCFQa5q8Kth1ozk+fNdUJLyDkeWjengAvQBpEvekgsj8xernoocBj4373NRHLDSOD3hmJOPfAI1BrnA/e97gsQj1PtU2F59Fzd/311ZEl3g==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAuqmXxZfp7-UUdwR9aqkdgOGdVDzw15FHpUnpnyN3dvs" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://orcid.org/0009-0007-4948-9192" } ] } ] } ]