{
  "engine": "bio-suite codon-opt-compare (Synonymous Codon CAI/GC3/Uridine Optimizer + Turner-2004 Zuker-McCaskill MFE)",
  "benchmark_id": "TOOL-BENCHMARK-20-CODON-OPT-VS-VIENNARNA",
  "validation_set_id": "VAL-SET-009-CODON-OPT-VIENNARNA-12COHORT",
  "external_reference": "ViennaRNA v2.7.2 (RNAfold -p --noPS: Turner-2004 MFE & McCaskill Partition Function) + Kazusa Homo sapiens (9606) Codon Usage Table",
  "total_cohorts": 12,
  "dev_cohorts": 6,
  "reserve_cohorts": 6,
  "mean_aa_identity_pct": 100.0,
  "mean_wt_cai": 0.684,
  "mean_opt_cai": 1.0,
  "mean_wt_uridine_pct": 34.2593,
  "mean_opt_uridine_pct": 17.4074,
  "dev_mean_mfe_abs_diff_kcal": 0.0,
  "reserve_mean_mfe_abs_diff_kcal": 0.0,
  "dev_mean_ens_abs_diff_kcal": 0.0,
  "reserve_mean_ens_abs_diff_kcal": 0.0,
  "overall_mfe_pearson_r": 1.0,
  "overall_ens_pearson_r": 1.0,
  "regime_concordance_pct": 100.0,
  "total_native_ms": 72.5662,
  "total_viennarna_ms": 760.7847,
  "speedup_factor": 10.484,
  "cohorts": [
    {
      "cohort_id": "DEV-01",
      "split": "Development",
      "name": "SARS-CoV-2 Spike RBD Receptor-Binding Ridge (BNT162b2 / mRNA-1273 Target)",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NC_045512.2:22910..22963",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MNNLNSKVGGNYNYLYRL",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.717,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 33.3333,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 37.037,
      "optimized_uridine_pct": 14.8148,
      "wildtype_cpg_count": 0,
      "optimized_cpg_count": 1,
      "gen1_placeholder_mfe_error_kcal": 20.8689,
      "native_wt_mfe_kcal": -5.9,
      "viennarna_wt_mfe_kcal": -5.9,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -13.3,
      "viennarna_opt_mfe_kcal": -13.3,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -14.56,
      "viennarna_opt_ensemble_kcal": -14.56,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -7.4,
      "tir5_window_mfe_kcal": 0.0,
      "wildtype_mfe_structure": "...............((((.....((((((.......))))))....))))...",
      "optimized_mfe_structure": ".....((.((((.((((..((((((.......))))..))..)))).)))).))",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.717 -> 1.000, ΔMFE = -7.40 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 6.0923,
      "viennarna_runtime_ms": 343.9
    },
    {
      "cohort_id": "DEV-02",
      "split": "Development",
      "name": "Influenza A (H1N1) Hemagglutinin Stalk Fusion Peptide Epitope",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NC_026433.1:1030..1083",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MGLFGAIAGFIENGWEGL",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.563,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 16.6667,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 37.037,
      "optimized_uridine_pct": 18.5185,
      "wildtype_cpg_count": 0,
      "optimized_cpg_count": 6,
      "gen1_placeholder_mfe_error_kcal": 14.0689,
      "native_wt_mfe_kcal": -3.8,
      "viennarna_wt_mfe_kcal": -3.8,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -20.1,
      "viennarna_opt_mfe_kcal": -20.1,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -21.54,
      "viennarna_opt_ensemble_kcal": -21.54,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -16.3,
      "tir5_window_mfe_kcal": -5.4,
      "wildtype_mfe_structure": "....((((((((((.((((....)))).))).....)))))))...........",
      "optimized_mfe_structure": "..((((((.(((((((((......))).....((....)))))))).)))))).",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.563 -> 1.000, ΔMFE = -16.30 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 8.0186,
      "viennarna_runtime_ms": 37.8527
    },
    {
      "cohort_id": "DEV-03",
      "split": "Development",
      "name": "Human Erythropoietin (EPO) Alpha-Helix A Secretory Leader",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NM_000799.4:182..235",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MGVHECPAWLWLLLSLLS",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.71,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 61.1111,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 35.1852,
      "optimized_uridine_pct": 20.3704,
      "wildtype_cpg_count": 1,
      "optimized_cpg_count": 3,
      "gen1_placeholder_mfe_error_kcal": 14.4689,
      "native_wt_mfe_kcal": -8.4,
      "viennarna_wt_mfe_kcal": -8.4,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -19.7,
      "viennarna_opt_mfe_kcal": -19.7,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -20.5,
      "viennarna_opt_ensemble_kcal": -20.5,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -11.3,
      "tir5_window_mfe_kcal": -0.9,
      "wildtype_mfe_structure": "..(((...(((.(((.((((.((...)).).))))))...))))))........",
      "optimized_mfe_structure": "..(((.((((....)))))))((..((((..(((....))).)))).)).....",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.710 -> 1.000, ΔMFE = -11.30 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 9.715,
      "viennarna_runtime_ms": 71.9567
    },
    {
      "cohort_id": "DEV-04",
      "split": "Development",
      "name": "Aequorea victoria Enhanced GFP (eGFP) Fluorophore Beta-Can Core",
      "organism_table": "Homo sapiens (9606)",
      "accession": "U55762.1:280..333",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MVSKGEELFTGVVPILVE",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.6423,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 33.3333,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 35.1852,
      "optimized_uridine_pct": 18.5185,
      "wildtype_cpg_count": 0,
      "optimized_cpg_count": 3,
      "gen1_placeholder_mfe_error_kcal": 15.0689,
      "native_wt_mfe_kcal": -7.4,
      "viennarna_wt_mfe_kcal": -7.4,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -19.1,
      "viennarna_opt_mfe_kcal": -19.1,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -20.08,
      "viennarna_opt_ensemble_kcal": -20.08,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -11.7,
      "tir5_window_mfe_kcal": -0.6,
      "wildtype_mfe_structure": "..........(((((..(((((..............)))))..)))))......",
      "optimized_mfe_structure": "..((((((((...((.....))))))))))(((.....)))..(((....))).",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.642 -> 1.000, ΔMFE = -11.70 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 7.1691,
      "viennarna_runtime_ms": 29.8746
    },
    {
      "cohort_id": "DEV-05",
      "split": "Development",
      "name": "Streptococcus pyogenes Cas9 RuvC-I Catalytic Motif (mRNA Editor Cargo)",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NC_002737.2:854750..854803",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MDKKYSIGLDIGTNSVGW",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.7367,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 22.2222,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 35.1852,
      "optimized_uridine_pct": 12.963,
      "wildtype_cpg_count": 1,
      "optimized_cpg_count": 3,
      "gen1_placeholder_mfe_error_kcal": 21.9689,
      "native_wt_mfe_kcal": -7.2,
      "viennarna_wt_mfe_kcal": -7.2,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -12.2,
      "viennarna_opt_mfe_kcal": -12.2,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -13.43,
      "viennarna_opt_ensemble_kcal": -13.43,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -5.0,
      "tir5_window_mfe_kcal": 0.0,
      "wildtype_mfe_structure": "............(((((.((.(((((((.........))))))).)).))))).",
      "optimized_mfe_structure": ".(((....((.((.((((....)).)).)).))....))).((((....)))).",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.737 -> 1.000, ΔMFE = -5.00 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 5.7865,
      "viennarna_runtime_ms": 28.8917
    },
    {
      "cohort_id": "DEV-06",
      "split": "Development",
      "name": "Zero-Degeneracy Met-Trp (AUG-UGG) Repeat Control (0-Beaker Gate)",
      "organism_table": "Synthetic Non-Degenerate Control",
      "accession": "SIM-NONDEGEN-DEV06",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MWMWMWMWMWMWMWMWMW",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 1.0,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 100.0,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 33.3333,
      "optimized_uridine_pct": 33.3333,
      "wildtype_cpg_count": 0,
      "optimized_cpg_count": 0,
      "gen1_placeholder_mfe_error_kcal": 29.5689,
      "native_wt_mfe_kcal": -4.6,
      "viennarna_wt_mfe_kcal": -4.6,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -4.6,
      "viennarna_opt_mfe_kcal": -4.6,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -5.75,
      "viennarna_opt_ensemble_kcal": -5.75,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": 0.0,
      "tir5_window_mfe_kcal": 0.0,
      "wildtype_mfe_structure": "....(.((.((.((.((.((.((.((....)).)).)).)).)).)).)).)..",
      "optimized_mfe_structure": "....(.((.((.((.((.((.((.((....)).)).)).)).)).)).)).)..",
      "regime_classification": "0-Beaker Non-Degenerate / Pre-Saturated Control Rejected (ΔCAI = 0.0000, ΔMFE = 0.00 kcal/mol)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 6.0286,
      "viennarna_runtime_ms": 28.4841
    },
    {
      "cohort_id": "RES-01",
      "split": "Reserve",
      "name": "Respiratory Syncytial Virus (RSV) Prefusion F Antigenic Site Zero (mRNA-1345)",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NC_001781.1:5840..5893",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MNINENIKNDLLSNNKLL",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.5819,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 11.1111,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 37.037,
      "optimized_uridine_pct": 12.963,
      "wildtype_cpg_count": 0,
      "optimized_cpg_count": 2,
      "gen1_placeholder_mfe_error_kcal": 31.2689,
      "native_wt_mfe_kcal": -5.3,
      "viennarna_wt_mfe_kcal": -5.3,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -2.9,
      "viennarna_opt_mfe_kcal": -2.9,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -4.66,
      "viennarna_opt_ensemble_kcal": -4.66,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": 2.4,
      "tir5_window_mfe_kcal": 0.0,
      "wildtype_mfe_structure": "........................(((((((((((.......))))))))))).",
      "optimized_mfe_structure": "....................................((((.(.....).)))).",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.582 -> 1.000, ΔMFE = +2.40 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 5.2757,
      "viennarna_runtime_ms": 36.4267
    },
    {
      "cohort_id": "RES-02",
      "split": "Reserve",
      "name": "Rabies Lyssavirus Glycoprotein G Neutralizing Epitope (CV7202 mRNA)",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NC_001542.1:3318..3371",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MVPQALFVPLIVFFSFVL",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.5668,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 11.1111,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 61.1111,
      "optimized_uridine_pct": 31.4815,
      "wildtype_cpg_count": 0,
      "optimized_cpg_count": 3,
      "gen1_placeholder_mfe_error_kcal": 24.5689,
      "native_wt_mfe_kcal": -1.6,
      "viennarna_wt_mfe_kcal": -1.6,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -9.6,
      "viennarna_opt_mfe_kcal": -9.6,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -11.05,
      "viennarna_opt_ensemble_kcal": -11.05,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -8.0,
      "tir5_window_mfe_kcal": -5.3,
      "wildtype_mfe_structure": "..........(((..(.....)..)))...........................",
      "optimized_mfe_structure": "..((.(((...))))).....((((..((((.........))))....))))..",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.567 -> 1.000, ΔMFE = -8.00 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 5.5388,
      "viennarna_runtime_ms": 69.6188
    },
    {
      "cohort_id": "RES-03",
      "split": "Reserve",
      "name": "Human Coagulation Factor IX (F9) Gla-Domain Replacement mRNA",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NM_000133.4:30..83",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MQRVNMIMAESPGLITIA",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.8194,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 66.6667,
      "optimized_gc3_pct": 94.4444,
      "wildtype_uridine_pct": 20.3704,
      "optimized_uridine_pct": 14.8148,
      "wildtype_cpg_count": 2,
      "optimized_cpg_count": 3,
      "gen1_placeholder_mfe_error_kcal": 13.9689,
      "native_wt_mfe_kcal": -10.3,
      "viennarna_wt_mfe_kcal": -10.3,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -20.2,
      "viennarna_opt_mfe_kcal": -20.2,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -20.81,
      "viennarna_opt_ensemble_kcal": -20.81,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -9.9,
      "tir5_window_mfe_kcal": 0.0,
      "wildtype_mfe_structure": "....((((.((((...(((...(((........)))....)))))))...))))",
      "optimized_mfe_structure": ".........((((...((((((.(((((.......)))))))))))...)))).",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.819 -> 1.000, ΔMFE = -9.90 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 3.9271,
      "viennarna_runtime_ms": 27.5813
    },
    {
      "cohort_id": "RES-04",
      "split": "Reserve",
      "name": "Human CFTR NBD1 Walker-A ATP-Binding Loop (mRNA Ciliary Therapy)",
      "organism_table": "Homo sapiens (9606)",
      "accession": "NM_000492.4:1360..1413",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MFGVSYDEYRYRSVIKAC",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.7859,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 38.8889,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 31.4815,
      "optimized_uridine_pct": 18.5185,
      "wildtype_cpg_count": 1,
      "optimized_cpg_count": 5,
      "gen1_placeholder_mfe_error_kcal": 21.9689,
      "native_wt_mfe_kcal": -7.6,
      "viennarna_wt_mfe_kcal": -7.6,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -12.2,
      "viennarna_opt_mfe_kcal": -12.2,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -13.47,
      "viennarna_opt_ensemble_kcal": -13.47,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -4.6,
      "tir5_window_mfe_kcal": -2.5,
      "wildtype_mfe_structure": "(((((((((((((((((((.....))))).....)))))))))....)))))..",
      "optimized_mfe_structure": "...((((.((((...)))).))))..(((((....((......))...))))).",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.786 -> 1.000, ΔMFE = -4.60 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 6.1186,
      "viennarna_runtime_ms": 30.5553
    },
    {
      "cohort_id": "RES-05",
      "split": "Reserve",
      "name": "Photinus pyralis Firefly Luciferase (Fluc) Adenylate-Forming Core",
      "organism_table": "Homo sapiens (9606)",
      "accession": "M15077.1:253..306",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MEDAKNIKKGPAPFYPLE",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 0.7167,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 61.1111,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 12.963,
      "optimized_uridine_pct": 11.1111,
      "wildtype_cpg_count": 4,
      "optimized_cpg_count": 2,
      "gen1_placeholder_mfe_error_kcal": 23.2689,
      "native_wt_mfe_kcal": -10.7,
      "viennarna_wt_mfe_kcal": -10.7,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -10.9,
      "viennarna_opt_mfe_kcal": -10.9,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -12.02,
      "viennarna_opt_ensemble_kcal": -12.02,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": -0.2,
      "tir5_window_mfe_kcal": -1.6,
      "wildtype_mfe_structure": ".........(((...............)))((((((..........))))))..",
      "optimized_mfe_structure": ".(((......))).........(((((((.......)))))))...........",
      "regime_classification": "Synonymous Lattice Stabilized (CAI 0.717 -> 1.000, ΔMFE = -0.20 kcal/mol, 100% AA Identity)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 3.9987,
      "viennarna_runtime_ms": 27.1978
    },
    {
      "cohort_id": "RES-06",
      "split": "Reserve",
      "name": "Reserve Pre-Saturated Optimal Codon Control (0-Beaker Gate)",
      "organism_table": "Synthetic Pre-Optimized Control",
      "accession": "SIM-PRESAT-RES06",
      "num_codons": 18,
      "cds_length_nt": 54,
      "amino_acid_sequence": "MFYLVDEMNFYLVDEMNF",
      "aa_identity_preserved_pct": 100.0,
      "wildtype_cai": 1.0,
      "optimized_cai": 1.0,
      "wildtype_gc3_pct": 100.0,
      "optimized_gc3_pct": 100.0,
      "wildtype_uridine_pct": 27.7778,
      "optimized_uridine_pct": 27.7778,
      "wildtype_cpg_count": 2,
      "optimized_cpg_count": 2,
      "gen1_placeholder_mfe_error_kcal": 18.4689,
      "native_wt_mfe_kcal": -15.7,
      "viennarna_wt_mfe_kcal": -15.7,
      "abs_diff_wt_mfe_kcal": 0.0,
      "native_opt_mfe_kcal": -15.7,
      "viennarna_opt_mfe_kcal": -15.7,
      "abs_diff_opt_mfe_kcal": 0.0,
      "native_opt_ensemble_kcal": -17.39,
      "viennarna_opt_ensemble_kcal": -17.39,
      "abs_diff_opt_ensemble_kcal": 0.0,
      "delta_mfe_opt_minus_wt_kcal": 0.0,
      "tir5_window_mfe_kcal": -2.5,
      "wildtype_mfe_structure": "....((((((.((((((.(.......).)))))).)))))).............",
      "optimized_mfe_structure": "....((((((.((((((.(.......).)))))).)))))).............",
      "regime_classification": "0-Beaker Non-Degenerate / Pre-Saturated Control Rejected (ΔCAI = 0.0000, ΔMFE = 0.00 kcal/mol)",
      "concordant_with_viennarna": true,
      "native_runtime_ms": 4.8972,
      "viennarna_runtime_ms": 28.445
    }
  ],
  "ascii_summary_table": "========================================================================================================================================================\n  TOOL BENCHMARK #20: Native Synonymous Codon & RNA MFE Optimizer vs. Live ViennaRNA v2.7.2 (RNAfold -p --noPS)\n========================================================================================================================================================\nCohort  Split        WT CAI  Opt CAI  WT GC3%  Opt GC3%  WT U%   Opt U%  Nat Opt MFE  Vienna MFE   |ΔMFE|   Nat Ens dG   Vienna Ens   AA Id%  Match\n--------------------------------------------------------------------------------------------------------------------------------------------------------\nDEV-01  Development  0.7170   1.0000   33.33%   100.00%   37.0%   14.8%       -13.30      -13.30  0.0000      -14.56       -14.56  100.0%  YES (100%)\nDEV-02  Development  0.5630   1.0000   16.67%   100.00%   37.0%   18.5%       -20.10      -20.10  0.0000      -21.54       -21.54  100.0%  YES (100%)\nDEV-03  Development  0.7100   1.0000   61.11%   100.00%   35.2%   20.4%       -19.70      -19.70  0.0000      -20.50       -20.50  100.0%  YES (100%)\nDEV-04  Development  0.6423   1.0000   33.33%   100.00%   35.2%   18.5%       -19.10      -19.10  0.0000      -20.08       -20.08  100.0%  YES (100%)\nDEV-05  Development  0.7367   1.0000   22.22%   100.00%   35.2%   13.0%       -12.20      -12.20  0.0000      -13.43       -13.43  100.0%  YES (100%)\nDEV-06  Development  1.0000   1.0000  100.00%   100.00%   33.3%   33.3%        -4.60       -4.60  0.0000       -5.75        -5.75  100.0%  YES (100%)\nRES-01  Reserve      0.5819   1.0000   11.11%   100.00%   37.0%   13.0%        -2.90       -2.90  0.0000       -4.66        -4.66  100.0%  YES (100%)\nRES-02  Reserve      0.5668   1.0000   11.11%   100.00%   61.1%   31.5%        -9.60       -9.60  0.0000      -11.05       -11.05  100.0%  YES (100%)\nRES-03  Reserve      0.8194   1.0000   66.67%    94.44%   20.4%   14.8%       -20.20      -20.20  0.0000      -20.81       -20.81  100.0%  YES (100%)\nRES-04  Reserve      0.7859   1.0000   38.89%   100.00%   31.5%   18.5%       -12.20      -12.20  0.0000      -13.47       -13.47  100.0%  YES (100%)\nRES-05  Reserve      0.7167   1.0000   61.11%   100.00%   13.0%   11.1%       -10.90      -10.90  0.0000      -12.02       -12.02  100.0%  YES (100%)\nRES-06  Reserve      1.0000   1.0000  100.00%   100.00%   27.8%   27.8%       -15.70      -15.70  0.0000      -17.39       -17.39  100.0%  YES (100%)\n--------------------------------------------------------------------------------------------------------------------------------------------------------\nSUMMARY: Dev |ΔMFE|=0.0000, Res |ΔMFE|=0.0000 kcal/mol | MFE r=1.000000, Ens r=1.000000 | CAI 0.6840->1.0000 | Speedup=10.5x\n"
}