{
  "software": {
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    "matplotlib": "3.11.1"
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    "xlsx_sha256": "e8240fc998f23875b13a9756a3293694c9c9d8d1d90e1841ce17744bda6ad616",
    "scope": "Published fitted parameters, not direct molecular measurements or new COMSOL inversion. Separate epsilon and sigma point series; no device pairing inferred from row numbers or equal heights. Fig3b error-minus unit cell says nm; parameter name and article figure identify conductivity errors in S/m."
  },
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      "scope": "Parallel layer average; curves restricted to h>=2*0.7nm. Parameters reproduce the scale of the paper reference curves, not a new fit to all atomic-confinement data."
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    "sheet_uncertainty": "Central-value transformation with the reported geometric h convention. No new uncertainty bars: h and fitted material parameters can be correlated, and covariance is unavailable. These derived points do not eliminate thickness convention uncertainty in the original inverse problem."
  },
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    ],
    "checks": [
      "equivalent expression from series impedances",
      "low/high frequency analytic limits",
      "nonnegative dissipative admittance"
    ],
    "width_convention_example": {
      "alpha_nm": 1348.5,
      "reference_width_nm": 1.5,
      "reference_epsilon": 900,
      "alternative_width_nm": 1.2,
      "same_response_epsilon": 1124.75,
      "scope": "Re-expression of a fixed sheet polarization in the homogeneous-film convention; not a new physical measurement or rerun of the original AFM inverse model."
    },
    "conductivity_product_example": {
      "assumption": "Independent dilute carriers, unchanged temperature and correlation factor: sigma proportional to n*D.",
      "n_ratio_D_ratio_sigma_ratio": [
        [
          100,
          1,
          100
        ],
        [
          10,
          10,
          100
        ],
        [
          1,
          100,
          100
        ]
      ],
      "scope": "Identifiability illustration, not fitted proton concentration or mobility in hBN channels."
    }
  }
}