{
  "markers": [
    "appeals_to_authority",
    "prescriptive_imperatives",
    "reward_punishment",
    "ingroup_outgroup",
    "doubt_inquiry",
    "embodiment_practice",
    "exclusive_truth",
    "miracles_signs",
    "supernatural_beings",
    "submission_obedience"
  ],
  "length_confound": {
    "n_words_median_religious": 77172.5,
    "n_words_median_secular": 113042.5,
    "mannwhitney_u": 143.0,
    "mannwhitney_p": 0.1806,
    "length_differs_between_classes": false,
    "marker_vs_log_length_spearman": {
      "appeals_to_authority": {
        "spearman_rho": 0.062,
        "p": 0.7026
      },
      "prescriptive_imperatives": {
        "spearman_rho": 0.105,
        "p": 0.5195
      },
      "reward_punishment": {
        "spearman_rho": -0.172,
        "p": 0.2874
      },
      "ingroup_outgroup": {
        "spearman_rho": 0.211,
        "p": 0.1905
      },
      "doubt_inquiry": {
        "spearman_rho": -0.117,
        "p": 0.4719
      },
      "embodiment_practice": {
        "spearman_rho": -0.398,
        "p": 0.0111
      },
      "exclusive_truth": {
        "spearman_rho": 0.139,
        "p": 0.393
      },
      "miracles_signs": {
        "spearman_rho": 0.066,
        "p": 0.6843
      },
      "supernatural_beings": {
        "spearman_rho": 0.129,
        "p": 0.4279
      },
      "submission_obedience": {
        "spearman_rho": 0.119,
        "p": 0.4661
      }
    },
    "reward_punishment_length_rho": -0.172,
    "note": "Si les longueurs ne diffèrent pas entre classes (mannwhitney_p > 0.05), la longueur ne peut pas expliquer une différence de classe. La corrélation marqueur/longueur identifie séparément les marqueurs sensibles à la taille."
  },
  "replication": {
    "n_original": 19,
    "n_new": 21,
    "original": {
      "appeals_to_authority": {
        "cohens_d": 0.753,
        "p_perm": 0.0294,
        "n_relig": 11,
        "n_secul": 8
      },
      "prescriptive_imperatives": {
        "cohens_d": 1.037,
        "p_perm": 0.0444,
        "n_relig": 11,
        "n_secul": 8
      },
      "reward_punishment": {
        "cohens_d": 1.939,
        "p_perm": 0.0002,
        "n_relig": 11,
        "n_secul": 8
      },
      "ingroup_outgroup": {
        "cohens_d": 0.961,
        "p_perm": 0.016,
        "n_relig": 11,
        "n_secul": 8
      },
      "doubt_inquiry": {
        "cohens_d": -0.92,
        "p_perm": 0.0656,
        "n_relig": 11,
        "n_secul": 8
      },
      "embodiment_practice": {
        "cohens_d": 0.194,
        "p_perm": 0.7097,
        "n_relig": 11,
        "n_secul": 8
      },
      "exclusive_truth": {
        "cohens_d": 0.61,
        "p_perm": 0.2168,
        "n_relig": 11,
        "n_secul": 8
      },
      "miracles_signs": {
        "cohens_d": 0.634,
        "p_perm": 0.1906,
        "n_relig": 11,
        "n_secul": 8
      },
      "supernatural_beings": {
        "cohens_d": 0.92,
        "p_perm": 0.0204,
        "n_relig": 11,
        "n_secul": 8
      },
      "submission_obedience": {
        "cohens_d": 0.948,
        "p_perm": 0.0392,
        "n_relig": 11,
        "n_secul": 8
      }
    },
    "new": {
      "appeals_to_authority": {
        "cohens_d": 1.124,
        "p_perm": 0.0266,
        "n_relig": 13,
        "n_secul": 8
      },
      "prescriptive_imperatives": {
        "cohens_d": -0.124,
        "p_perm": 0.7806,
        "n_relig": 13,
        "n_secul": 8
      },
      "reward_punishment": {
        "cohens_d": 1.179,
        "p_perm": 0.02,
        "n_relig": 13,
        "n_secul": 8
      },
      "ingroup_outgroup": {
        "cohens_d": 1.0,
        "p_perm": 0.0212,
        "n_relig": 13,
        "n_secul": 8
      },
      "doubt_inquiry": {
        "cohens_d": -1.088,
        "p_perm": 0.0278,
        "n_relig": 13,
        "n_secul": 8
      },
      "embodiment_practice": {
        "cohens_d": -0.12,
        "p_perm": 0.802,
        "n_relig": 13,
        "n_secul": 8
      },
      "exclusive_truth": {
        "cohens_d": 0.763,
        "p_perm": 0.0836,
        "n_relig": 13,
        "n_secul": 8
      },
      "miracles_signs": {
        "cohens_d": 0.687,
        "p_perm": 0.0656,
        "n_relig": 13,
        "n_secul": 8
      },
      "supernatural_beings": {
        "cohens_d": 0.795,
        "p_perm": 0.0196,
        "n_relig": 13,
        "n_secul": 8
      },
      "submission_obedience": {
        "cohens_d": 0.059,
        "p_perm": 0.9024,
        "n_relig": 13,
        "n_secul": 8
      }
    },
    "note": "Les marqueurs ont été définis sur le sous-ensemble ORIGINAL. 'new' = textes ajoutés ensuite (réplication hors échantillon). Un marqueur crédible garde le même signe et un effet comparable sur 'new'."
  },
  "classifier": {
    "model": "LogisticRegression L2 (C=1.0), standardized features",
    "n_features": 10,
    "n_samples": 40,
    "n_religious": 24,
    "n_secular": 16,
    "loo_accuracy": 0.875,
    "loo_auc": 0.9062,
    "baseline_majority_accuracy": 0.6,
    "permutation_p_value": 0.001,
    "n_permutations": 1000,
    "standardized_coefficients": {
      "reward_punishment": 1.319,
      "ingroup_outgroup": 0.743,
      "doubt_inquiry": -0.688,
      "supernatural_beings": 0.677,
      "appeals_to_authority": 0.676,
      "miracles_signs": 0.594,
      "embodiment_practice": 0.233,
      "exclusive_truth": 0.176,
      "submission_obedience": 0.098,
      "prescriptive_imperatives": -0.039
    },
    "note": "LOO-CV : chaque texte est prédit par un modèle entraîné sur les autres. p-value par permutation des labels. Coefficients standardisés = poids/direction de chaque marqueur dans la séparation jointe."
  },
  "_provenance": {
    "generated_at": "2026-07-15T07:19:13+00:00",
    "git_sha": "3d4a1fb7-dirty",
    "corpus": {
      "n_texts": 44,
      "sha1": "8da9adb16f18"
    },
    "script": "09_robustness"
  }
}