. . . . . "delphisci dataset-resolvability assessor (GPT-5.6 Sol)" . . . "The factorial intervention and endpoints make this highly operational and strongly discriminating. The difficulty is data existence: general endothelial expression repositories do not necessarily contain the matched perturbations and phenotypes required. Without a public raw dataset for the complete design, an independent resolution requires new experiments." . . . "Proposed test with existing data: Compare strained and unstrained HUVECs, with control and Ang-2 shRNA conditions, for secreted Ang-2 and PDGF-BB, migration, and sprout formation. Support requires strain effects on all specified endpoints and loss of those effects after knockdown; absence of either pattern would refute the stated causal package." . "GPT-5.6 Sol on buehler-2009-angiogenesis-01: needs-new-data, resolvability 0.55" . . "dataset-resolvability/0.2.0" . "A public dataset may not combine cyclic strain, Ang-2 knockdown, migration, and sprouting." . "Gene expression is not equivalent to secreted protein abundance." . "The original paper's figures alone are not an independent test." . "0.78"^^ . . "0.553"^^ . "needs-new-data" . . . . "Analysis feasibility of buehler-2009-angiogenesis-01 by GPT-5.6 Sol: 0.45" . . "dataset-resolvability/0.2.0/analysis-feasibility" . "0.45"^^ . . . . "Data adequacy of buehler-2009-angiogenesis-01 by GPT-5.6 Sol: 0.2" . . "dataset-resolvability/0.2.0/data-adequacy" . "0.2"^^ . . . . "Data existence of buehler-2009-angiogenesis-01 by GPT-5.6 Sol: 0.3" . . "dataset-resolvability/0.2.0/data-existence" . "0.3"^^ . . . . "Discriminating power of buehler-2009-angiogenesis-01 by GPT-5.6 Sol: 0.9" . . "dataset-resolvability/0.2.0/discriminating-power" . "0.9"^^ . . . . "Operationalizability of buehler-2009-angiogenesis-01 by GPT-5.6 Sol: 0.95" . . "dataset-resolvability/0.2.0/operationalizability" . "0.95"^^ . . . . . . . "public endothelial gene-expression studies that may provide a proxy for strain responses" . . "Candidate dataset: NCBI Gene Expression Omnibus" . . "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-angiogenesis-01: needs-new-data, resolvability 0.55" . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAyFHtPB6p0mCjDozxlOY9CmO3nBm7Te3jFbXyLmM+G1tGe47Da0jYIbhkl9Oo1ZjxmCa3LCwlEqK8gj6hEIcL4ahW30JXh9HycfKVk1bugkzMEV15tJdTzAU3sGMFnbNsn43xY2LFLy45tApkRm5byEiM7oRRrooIdwoQKnP4Wzq/bfAoJ9qvW+MGkelyOTd1jbSt+KfmT7xKmDfWzAHddUlWwMX2QJOLxDaffOteTop6ZRgPiNmPJKA/S62Gac9XtSYT3oDkZ6/nr5cxxNLpOyxTf5FPISiCe11xYO/unYjY+mwnOfA8yhJIyx1l0O9I0vpOpn+E5TvyHJV+oSTrvwIDAQAB" . "ZyFuqzGbBrxEyvgUS/WmsIpylXiGtM7QUKa1cuaF5Es8bQEC+FFPlHUxdhNv7or7ThJwOph5T3cei78Y/emDug3hOCFwt3ApIvEY1QbRtKKZtfMpVjEO+x1bkahB1IS5TVi08mz/QRwXdqrOyU6kA/0YnnHWlyYbtw5mH50R3FYkgTWEbgHQqQEBtzKNZ5ljQMZ7/3aBAuG6vYMO7TrJsv+Gyei04GgsL0eu7gswRYdQuf3gqLuGKgYhYJG1SZ2RnbNgsbN0BFJCrB2Y9p2s18Pp6CZ+ugQoFyV2PN9PzgcJy8J9dL9JG/STgimE7m6DhWnwC1T4Qfo+ZM9cB20E2Q==" . . .