{
  "annotation_id": "d624a924-c5d2-483d-b67e-fd7b034c1f22",
  "date_created": "2026-03-02T18:01:35.665000Z",
  "date_modified": "2026-03-02T18:01:35.665000Z",
  "file_hash": "7b260675d3ab602f0800d09da6d90763007f1d1410749f74451d5b9072bd0754",
  "private": false,
  "record": {
    "abstract": "We study the transient regime of type-II biophysical neuron models and\ndetermine the scaling behavior of relaxation times $\\tau$ near but below the\nrepetitive firing critical current, $\\tau \\simeq C (I_c-I)^{-\\Delta}$. For both\nthe Hodgkin-Huxley and Morris-Lecar models we find that the critical exponent\nis independent of the numerical integration time step and that both systems\nbelong to the same universality class, with $\\Delta = 1/2$. For appropriately\nchosen parameters, the FitzHugh-Nagumo model presents the same generic\ntransient behavior, but the critical region is significantly smaller. We\npropose an experiment that may reveal nontrivial critical exponents in the\nsquid axon.",
    "arxiv_id": "q-bio/0606019",
    "authors": [
      "Miguel Angel Dur\u00e1n Roa",
      "Mauro Copelli",
      "Osame Kinouchi",
      "Nestor Caticha"
    ],
    "categories": [
      "q-bio.NC"
    ],
    "doi": "10.1103/PhysRevE.75.021911",
    "journal_ref": "Phys. Rev. E 75, 021911 (2007)",
    "title": "Scaling law for the transient behavior of type-II neuron models",
    "url": "https://arxiv.org/abs/q-bio/0606019"
  },
  "schema_id": "dorsal/arxiv",
  "source": {
    "execution_id": "195b62fc-ad9b-4396-8279-3e336a8efe4b",
    "id": "arXiv Dataset IDs",
    "type": "Model",
    "variant": "snapshot-2026-03-01",
    "version": "0.1.0"
  },
  "user_id": 1000002
}