{
  "level": 2,
  "method": "spaCy en_core_web_sm — textes parsés en entier ; marqueurs de structure argumentative",
  "n_religious": 24,
  "n_secular": 16,
  "markers": [
    "causal_reasoning",
    "concessive",
    "conditional",
    "attribution",
    "subordination_ratio",
    "assertive_emphasis",
    "mean_sentence_len"
  ],
  "effect_sizes": {
    "causal_reasoning": {
      "cohens_d": 0.099,
      "p_perm": 0.759,
      "ci95": [
        -0.52,
        0.74
      ],
      "mean_relig": 3.262,
      "mean_secul": 3.083,
      "q_bh": 0.759
    },
    "concessive": {
      "cohens_d": -1.284,
      "p_perm": 0.0012,
      "ci95": [
        -2.3,
        -0.62
      ],
      "mean_relig": 6.212,
      "mean_secul": 9.482,
      "q_bh": 0.0021
    },
    "conditional": {
      "cohens_d": -1.946,
      "p_perm": 0.0002,
      "ci95": [
        -3.09,
        -1.39
      ],
      "mean_relig": 55.497,
      "mean_secul": 151.793,
      "q_bh": 0.0005
    },
    "attribution": {
      "cohens_d": -0.153,
      "p_perm": 0.6901,
      "ci95": [
        -0.99,
        0.42
      ],
      "mean_relig": 47.549,
      "mean_secul": 53.778,
      "q_bh": 0.759
    },
    "subordination_ratio": {
      "cohens_d": -1.391,
      "p_perm": 0.0002,
      "ci95": [
        -2.32,
        -0.92
      ],
      "mean_relig": 1.627,
      "mean_secul": 3.159,
      "q_bh": 0.0005
    },
    "assertive_emphasis": {
      "cohens_d": -0.329,
      "p_perm": 0.3305,
      "ci95": [
        -1.44,
        0.23
      ],
      "mean_relig": 0.889,
      "mean_secul": 1.164,
      "q_bh": 0.4627
    },
    "mean_sentence_len": {
      "cohens_d": -1.295,
      "p_perm": 0.0002,
      "ci95": [
        -2.15,
        -0.77
      ],
      "mean_relig": 19.033,
      "mean_secul": 30.141,
      "q_bh": 0.0005
    }
  },
  "n_significant_fdr": 4,
  "replication": {
    "causal_reasoning": {
      "original": {
        "cohens_d": 0.337,
        "p_perm": 0.4647
      },
      "new": {
        "cohens_d": -0.172,
        "p_perm": 0.7065
      }
    },
    "concessive": {
      "original": {
        "cohens_d": -1.687,
        "p_perm": 0.0016
      },
      "new": {
        "cohens_d": -1.052,
        "p_perm": 0.0338
      }
    },
    "conditional": {
      "original": {
        "cohens_d": -2.127,
        "p_perm": 0.0004
      },
      "new": {
        "cohens_d": -2.108,
        "p_perm": 0.0006
      }
    },
    "attribution": {
      "original": {
        "cohens_d": 0.203,
        "p_perm": 0.7277
      },
      "new": {
        "cohens_d": -1.166,
        "p_perm": 0.0218
      }
    },
    "subordination_ratio": {
      "original": {
        "cohens_d": -1.263,
        "p_perm": 0.0132
      },
      "new": {
        "cohens_d": -1.532,
        "p_perm": 0.001
      }
    },
    "assertive_emphasis": {
      "original": {
        "cohens_d": 0.202,
        "p_perm": 0.6827
      },
      "new": {
        "cohens_d": -1.53,
        "p_perm": 0.003
      }
    },
    "mean_sentence_len": {
      "original": {
        "cohens_d": -1.375,
        "p_perm": 0.0108
      },
      "new": {
        "cohens_d": -1.263,
        "p_perm": 0.0038
      }
    }
  },
  "classifier": {
    "loo_accuracy": 0.825,
    "loo_auc": 0.9167,
    "permutation_p_value": 0.001,
    "n_features": 7
  },
  "auc_par_niveau": {
    "niveau2_argumentatif": 0.917,
    "niveau0_lexical": 0.9062,
    "niveau1_grammatical": 0.7552
  },
  "hypothesis": "La philosophie séculière raisonne (causal) et concède (concessive) plus ; l'écriture religieuse attribue (autorité) plus.",
  "caveat": "Parseur moins fiable sur l'anglais archaïque (KJV). Connecteurs détectés par lemme + rôle de dépendance ; 'attribution' = verbe de parole avec complétive.",
  "_provenance": {
    "generated_at": "2026-07-15T07:48:22+00:00",
    "git_sha": "c4d8c2ab",
    "corpus": {
      "n_texts": 44,
      "sha1": "8da9adb16f18"
    },
    "script": "16_argument_level2"
  }
}