auroc_DeepSeek_cross: 0.745583 auroc_DeepSeek_other: 0.732693 auroc_DeepSeek_same: 0.598782 auroc_DeepSeek_self: 0.458008 auroc_Gemma_cross: 0.735063 auroc_Gemma_other: 0.810384 auroc_Gemma_same: 0.853828 auroc_Gemma_self: 0.890462 auroc_Llama_cross: 0.763594 auroc_Llama_other: 0.556478 auroc_Llama_same: 0.689290 auroc_Llama_self: 0.875326 auroc_Mistral_cross: 0.707239 auroc_Mistral_other: 0.651042 auroc_Mistral_same: 0.729397 auroc_Mistral_self: 0.815755 auroc_Qwen_cross: 0.685685 auroc_Qwen_other: 0.827799 auroc_Qwen_same: 0.852336 auroc_Qwen_self: 0.872396 auroc_authored_pooled_cross: 0.772311 auroc_authored_pooled_other: 0.715423 auroc_authored_pooled_same: 0.793986 auroc_authored_pooled_self: 0.866246 auroc_pooled_cross: 0.726605 auroc_pooled_other: 0.671510 auroc_pooled_same: 0.736251 auroc_pooled_self: 0.794785 authored_n_DeepSeek: 57 authored_n_Gemma: 66 authored_n_Llama: 63 authored_n_Mistral: 36 authored_n_Qwen: 74 calibration_auc_deepseek_coder_6_7b: 0.528400 calibration_auc_deepseek_r1_8b: 0.735000 calibration_auc_gemma2_2b: 0.762200 calibration_auc_gemma2_9b: 0.832200 calibration_auc_huggingface_co_fdtn_ai_Foundation_Sec_8B_Reasoning_Q8_0_GGUF_latest: 0.500400 calibration_auc_llama3_1_8b: 0.770600 calibration_auc_mistral_7b: 0.853400 calibration_auc_qwen2_5_7b: 0.804400 calibration_auc_qwen2_5_coder_7b: 0.824600 calibration_auc_zephyr_7b: 0.639000 capability_adjusted_ci_hi: 0.020057 capability_adjusted_ci_lo: -0.045874 capability_adjusted_deficit: -0.013904 capability_adjusted_n_pairs: 50 capability_adjusted_p: 0.403596 capadj_deficit_se: 0.017309 capadj_equivalent: True capadj_tost_ci_hi: 0.014841 capadj_tost_ci_lo: -0.041940 capadj_tost_p: 0.012987 family_DeepSeek_same_ci_hi: 0.262742 family_DeepSeek_same_ci_lo: 0.128910 family_DeepSeek_same_deficit: 0.196289 family_DeepSeek_same_p: 0.000999 family_DeepSeek_same_p_holm: 0.004995 family_Gemma_same_ci_hi: 0.054675 family_Gemma_same_ci_lo: -0.015684 family_Gemma_same_deficit: 0.018500 family_Gemma_same_p: 0.478521 family_Gemma_same_p_holm: 0.687313 family_Llama_same_ci_hi: 0.217992 family_Llama_same_ci_lo: 0.089535 family_Llama_same_deficit: 0.151964 family_Llama_same_p: 0.001998 family_Llama_same_p_holm: 0.007992 family_Mistral_same_ci_hi: 0.105227 family_Mistral_same_ci_lo: -0.002865 family_Mistral_same_deficit: 0.049533 family_Mistral_same_p: 0.212787 family_Mistral_same_p_holm: 0.638362 family_Qwen_same_ci_hi: 0.014868 family_Qwen_same_ci_lo: -0.075013 family_Qwen_same_deficit: -0.026964 family_Qwen_same_p: 0.343656 family_Qwen_same_p_holm: 0.687313 h1_authored_matched_ci_hi: 0.062327 h1_authored_matched_ci_lo: -0.023918 h1_authored_matched_deficit: 0.012553 h1_authored_matched_n: 592 h1_authored_matched_p: 0.426573 h1_authored_pooled_perrow_ci_hi: 0.061080 h1_authored_pooled_perrow_ci_lo: -0.012417 h1_authored_pooled_perrow_deficit: -0.021674 h1_authored_pooled_perrow_n: 1184 h1_authored_pooled_perrow_p: 0.187812 h1_deficit_k1: -0.050911 h1_deficit_k2: 0.005390 h1_deficit_k4: 0.067905 h1_deficit_k8: 0.110197 h1_deficit_se: 0.019159 h1_equivalent: True h1_matched_ci_hi: 0.043743 h1_matched_ci_lo: -0.031023 h1_matched_deficit: 0.011355 h1_matched_n: 960 h1_matched_p: 0.718282 h1_mde_auroc: 0.053676 h1_pooled_perrow_ci_hi: 0.048924 h1_pooled_perrow_ci_lo: -0.011461 h1_pooled_perrow_deficit: -0.009646 h1_pooled_perrow_n: 1920 h1_pooled_perrow_p: 0.234765 h1_tost_ci_hi: 0.039229 h1_tost_ci_lo: -0.023457 h1_tost_margin: 0.050000 h1_tost_p: 0.013986 h2_ci_hi: 0.319223 h2_ci_lo: -0.261703 h2_mde_rho: 0.429609 h2_n_pairs: 50 h2_p: 0.776224 h2_rho_se: 0.153345 h2_spearman_rho: 0.040631 n_calibration_rows: 1000 n_monitor_rows: 14400 n_pair_aurocs: 50 n_seeds: 3 naive_unequal_h1_other_ci_hi: 0.254248 naive_unequal_h1_other_ci_lo: 0.181876 naive_unequal_h1_other_deficit: 0.217400 naive_unequal_h1_other_n: 960 naive_unequal_h1_other_p: 0.000999 naive_unequal_h1_same_ci_hi: 0.142407 naive_unequal_h1_same_ci_lo: 0.076159 naive_unequal_h1_same_deficit: 0.110197 naive_unequal_h1_same_n: 960 naive_unequal_h1_same_p: 0.000999 naive_unequal_h1_self_ci_hi: 0.122529 naive_unequal_h1_self_ci_lo: 0.064668 naive_unequal_h1_self_deficit: 0.094125 naive_unequal_h1_self_n: 960 naive_unequal_h1_self_p: 0.000999 placebo_deficit_shrinkage_authored_minus_placebo: -0.108832 placebo_same_ci_hi: 0.150261 placebo_same_ci_lo: 0.090476 placebo_same_deficit: 0.120187 placebo_same_p: 0.000999 self_vs_other_ci_hi: -0.088120 self_vs_other_ci_lo: -0.161517 self_vs_other_deficit_other_minus_self: -0.123275 self_vs_other_p: 0.000999 solution_source_reference_rate_DeepSeek: 0.406250 solution_source_reference_rate_Gemma: 0.312500 solution_source_reference_rate_Llama: 0.343750 solution_source_reference_rate_Mistral: 0.625000 solution_source_reference_rate_Qwen: 0.229167