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        }
      ],
      "xlabel": "Cycles",
      "ylabel": "Remaining inventory fraction",
      "logx": false,
      "logy": false
    }
  ],
  "title": "Contact geometry and small cumulative losses constrain cells",
  "assumptions": "Uniform current only through contact fraction f; constant-q inventory example, not a claim that Coulombic efficiency always equals capacity retention. No battery measurements.",
  "worked": "接触比例0.25时局部电流为名义4倍；q=0.9995经1000圈剩0.606455。50微米、1e-3 S/cm的均匀层面积比电阻5 ohm cm2，10mA/cm2压降0.05V。",
  "checks": {
    "amplification_f025": 4.0,
    "retention_1000": 0.606454822840095,
    "area_resistance": 5.0,
    "voltage_drop": 0.05
  },
  "generator_source_sha256": {
    "ops/datacenter/editorial_guides/horizons_figures.py": "5ed0031cf4cbcfb7d2d78b4385c8c29200a8312d53744507241da3ca5ca44a9c",
    "ops/datacenter/editorial_guides/deep_figures.py": "158969d9b1f5a4bd13906cf78dd71affc2692df9194593918059d861a6f59c85"
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  "source_ids": [
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  ],
  "formula_source": "Article equations and this versioned script",
  "diagram_nodes": [
    "Electrolyte transport",
    "Electronic leakage",
    "Contact mechanics",
    "Linked diagnostics",
    "Complete-cell energy",
    "Batch reliability"
  ]
}