.zenodo.json

{
  "title": "TopoGeoML: A Preregistered Investigation into Topology-Aware Graph Classification",
  "description": "Preregistered research program investigating Hodge decomposition for graph neural network classification. Fourteen hypotheses (H001-H011b) with 53 falsifiable sub-predictions systematically investigate candidate mechanisms (sample size, feature density, graph topology) for the observed NCI1 positive claim (+8.6 pp, p_BH = 4.83e-3). Includes differentiable persistent homology, Hodge Laplacian message passing, 504 tests with 100% line and branch coverage, BCa bootstrap CIs, paired Wilcoxon signed-rank tests with BH-FDR correction, and honest reporting of null results alongside confirmed positive differences.",
  "creators": [
    {
      "name": "Maniches, Santiago",
      "affiliation": "TOPOLOGICA LLC",
      "orcid": "0009-0005-6480-1987"
    }
  ],
  "keywords": [
    "persistent homology",
    "graph neural networks",
    "hodge laplacian",
    "topological data analysis",
    "preregistered research",
    "mechanism elimination",
    "reproducible science"
  ],
  "license": {"id": "MIT"},
  "upload_type": "software",
  "access_right": "open",
  "version": "0.0.6",
  "related_identifiers": [
    {
      "identifier": "10.5281/zenodo.20365816",
      "relation": "isVersionOf",
      "scheme": "doi"
    },
    {
      "identifier": "10.5281/zenodo.20787342",
      "relation": "isNewVersionOf",
      "scheme": "doi"
    },
    {
      "identifier": "https://github.com/smaniches/TopoGeoML",
      "relation": "isSupplementTo",
      "scheme": "url"
    }
  ]
}