. . . . . "delphisci dataset-resolvability assessor (GPT-5.6 Sol)" . . . "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 A small team could reproduce the computational test, but recreating unpublished inputs introduces implementation uncertainty and only resolves the law for the idealized model.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." . . . "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." . "GPT-5.6 Sol on buehler-2009-helical-networks-09: partially-resolvable, resolvability 0.71" . . "dataset-resolvability/0.2.0" . "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." . "0.86"^^ . . "0.714"^^ . "partially-resolvable" . . . . "Analysis feasibility of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.78" . . "dataset-resolvability/0.2.0/analysis-feasibility" . "0.78"^^ . . . . "Data adequacy of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.65" . . "dataset-resolvability/0.2.0/data-adequacy" . "0.65"^^ . . . . "Data existence of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.45" . . "dataset-resolvability/0.2.0/data-existence" . "0.45"^^ . . . . "Discriminating power of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.82" . . "dataset-resolvability/0.2.0/discriminating-power" . "0.82"^^ . . . . "Operationalizability of buehler-2009-helical-networks-09 by GPT-5.6 Sol: 0.95" . . "dataset-resolvability/0.2.0/operationalizability" . "0.95"^^ . . . . . . . "open simulation software in which the publicly described mesoscale model can be reimplemented" . . "Candidate dataset: LAMMPS" . . "gpt-5.6-sol-medium" . . "GPT-5.6 Sol" . . . . . . . . . "buehler-protein-materials" . "2026-11-08T04:48:50.317Z"^^ . . . . . "GPT-5.6 Sol on buehler-2009-helical-networks-09: partially-resolvable, resolvability 0.71" . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAyFHtPB6p0mCjDozxlOY9CmO3nBm7Te3jFbXyLmM+G1tGe47Da0jYIbhkl9Oo1ZjxmCa3LCwlEqK8gj6hEIcL4ahW30JXh9HycfKVk1bugkzMEV15tJdTzAU3sGMFnbNsn43xY2LFLy45tApkRm5byEiM7oRRrooIdwoQKnP4Wzq/bfAoJ9qvW+MGkelyOTd1jbSt+KfmT7xKmDfWzAHddUlWwMX2QJOLxDaffOteTop6ZRgPiNmPJKA/S62Gac9XtSYT3oDkZ6/nr5cxxNLpOyxTf5FPISiCe11xYO/unYjY+mwnOfA8yhJIyx1l0O9I0vpOpn+E5TvyHJV+oSTrvwIDAQAB" . "x4p8gY3eNcKJ+Wd8WvRadxbPmspXnzqIAmyc9lqylgvZfK6gMOIbDcXscCY839s6mX1wROk4Xv38X1lIwQ1m6R128D/taZ739j8uD1RtnaZzKwueKcoEqSS2vmXyhrq9TDHdCyTNlu1FBKiP5+5LfNuKG0hW0UoCVhss2nKxR7CfaLFsyP4nXb274gN52ay1CwC+KShubjRZC92VH6kJyK7f2MtuCGKmdvKXSKAn7jZDukHPSpG3RhmN/teqRhoVgq6dLdCDv+UQCP76ndhJBrLMDdulaZagmIhG9P/8eh5uiTlU44ARqFtHkGLicZ8mtHL75uZSnNe50h1G7HHmZA==" . . .