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                  "level": 1.0,
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                {
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                },
                {
                  "level": 0.2951081972769003,
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              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
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              "interpretation": "Combinaison possible changement de sonde + splice, amplifi\u00e9e par g\u00e9om\u00e9trie, fond ou calibration.",
              "key": "vera25_like",
              "label": "Signature VERA25-like",
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              "key": "out_of_domain",
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              "interpretation": "M\u00e9lange de campagnes, op\u00e9rateurs, lots, setups ou sous-populations spectrales.",
              "key": "multi_regime",
              "label": "Dataset multi-r\u00e9gimes",
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              "key": "splice",
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                {
                  "level": 0.40456604841459376,
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              ],
              "interpretation": "D\u00e9calage syst\u00e9matique entre campagnes, instruments ou r\u00e9f\u00e9rence blanche.",
              "key": "white_calibration",
              "label": "Erreur calibration / r\u00e9f\u00e9rence blanche",
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            {
              "evidence": [
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                  "level": 1.0,
                  "signal": "Spike rate"
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                },
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              "interpretation": "Artefacts num\u00e9riques ou traitement spectral incorrect.",
              "key": "resampling_error",
              "label": "Erreur interpolation / r\u00e9\u00e9chantillonnage",
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            {
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                  "level": 1.0,
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                {
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                },
                {
                  "level": 0.40456604841459376,
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              ],
              "interpretation": "Effet syst\u00e9matique du support, blanc/noir, transflectance ou environnement de mesure.",
              "key": "background_shift",
              "label": "Fond diff\u00e9rent",
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            {
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                  "level": 1.0,
                  "signal": "Spike rate"
                },
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        "normalized_entropy": 0.0
      },
      "name": "notes",
      "role": "metadata",
      "stats": {
        "n": 216,
        "n_classes": 1,
        "n_missing": 0,
        "top_classes": [
          {
            "count": 216,
            "name": "MATLAB string labels decoded with matio load_from_mat(raw_data=False)."
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  "versions": {
    "content": "1.0.0",
    "schema_protocol": "2.0"
  },
  "warnings": [
    "conversion: Y.csv has no 'observation_id'; assumed Y/M row pairing and attached M.csv IDs. M observation order matches X_absorbance.csv.",
    "conversion: variables: dropped duplicate columns ['day_after_stress', 'par_condition'] (kept the first source's values)."
  ]
}