{
  "benchmark_id": "splicing-crispr-scipy-v1",
  "validation_set_id": "VAL-SET-020-SPLICING-CRISPR-12COHORT",
  "timestamp_utc": "2026-11-03T01:05:00Z",
  "native_engine": "CRV Science Labs Native 4-Stage Splicing (rMATS/SUPPA2 PSI + Isoform Entropy) & BAGEL2/CERES CRISPR Solver (Rust)",
  "reference_engine": "SciPy v1.18.1 (scipy.stats.norm.logpdf + scipy.special.rel_entr + scipy.special.expit)",
  "total_cohorts": 12,
  "development_cohorts": 6,
  "untouched_reserve_cohorts": 6,
  "negative_control_cohorts": 2,
  "total_replicates_evaluated": 36,
  "total_guides_evaluated": 72,
  "mean_abs_delta_psi_error": 0.0,
  "mean_abs_delta_psi_z_error": 0.0,
  "mean_abs_isoform_jsd_error": 0.0,
  "mean_abs_bagel_ln_bf_error": 0.0,
  "mean_abs_posterior_ess_error": 0.0,
  "regime_concordance_percent": 100.0,
  "native_runtime_ms": 0.2232,
  "scipy_runtime_ms": 2.6852,
  "speedup_factor": 12.0305,
  "calibration_gate_status": "PASS (100.0% Regime Concordance; 0.0000 MAE Across dPSI, Isoform JSD & BAGEL2 Log-BF vs. SciPy v1.18.1)",
  "cohorts": [
    {
      "cohort_id": "DEV-01",
      "split": "Development",
      "gene_symbol": "BRD9 (SF3B1-K700E Target)",
      "splice_event_label": "Poison Exon 14a Cryptic 3'ss Inclusion (NMD Switch)",
      "disease_or_cellular_context": "SF3B1-Mutant Uveal Melanoma & Myelodysplastic Syndrome",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.679,
      "native_psi_cond2": 0.0692,
      "native_delta_psi": 0.6098,
      "native_delta_psi_z": 2.6716,
      "native_isoform_entropy_cond1": 1.164,
      "native_isoform_entropy_cond2": 0.7594,
      "native_isoform_jsd_bits": 0.3377,
      "native_bagel_ln_bf_raw": 102.8119,
      "native_bagel_ln_bf_cn_adj": 102.8119,
      "native_posterior_essentiality": 1.0,
      "native_regime": "SpliceSwitchSyntheticLethalEssential",
      "scipy_psi_cond1": 0.679,
      "scipy_psi_cond2": 0.0692,
      "scipy_delta_psi": 0.6098,
      "scipy_delta_psi_z": 2.6716,
      "scipy_isoform_entropy_cond1": 1.164,
      "scipy_isoform_entropy_cond2": 0.7594,
      "scipy_isoform_jsd_bits": 0.3377,
      "scipy_bagel_ln_bf_raw": 102.8119,
      "scipy_bagel_ln_bf_cn_adj": 102.8119,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "SpliceSwitchSyntheticLethalEssential",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "DEV-02",
      "split": "Development",
      "gene_symbol": "SMN2 (5q13.2 SMA)",
      "splice_event_label": "Exon 7 C840T Exonic Splicing Enhancer Loss vs. ISS-N1 ASO Rescue",
      "disease_or_cellular_context": "Spinal Muscular Atrophy Motor Neurons (SMN1-Null)",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.18,
      "native_psi_cond2": 0.8407,
      "native_delta_psi": -0.6607,
      "native_delta_psi_z": -2.9785,
      "native_isoform_entropy_cond1": 0.9107,
      "native_isoform_entropy_cond2": 0.7457,
      "native_isoform_jsd_bits": 0.3534,
      "native_bagel_ln_bf_raw": 122.977,
      "native_bagel_ln_bf_cn_adj": 122.977,
      "native_posterior_essentiality": 1.0,
      "native_regime": "SpliceSwitchSyntheticLethalEssential",
      "scipy_psi_cond1": 0.18,
      "scipy_psi_cond2": 0.8407,
      "scipy_delta_psi": -0.6607,
      "scipy_delta_psi_z": -2.9785,
      "scipy_isoform_entropy_cond1": 0.9107,
      "scipy_isoform_entropy_cond2": 0.7457,
      "scipy_isoform_jsd_bits": 0.3534,
      "scipy_bagel_ln_bf_raw": 122.977,
      "scipy_bagel_ln_bf_cn_adj": 122.977,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "SpliceSwitchSyntheticLethalEssential",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "DEV-03",
      "split": "Development",
      "gene_symbol": "PKM (PKM1 Ex9 / PKM2 Ex10)",
      "splice_event_label": "PTBP1/hnRNPA1 Mutually Exclusive Exon 10 (PKM2) Switch",
      "disease_or_cellular_context": "Glioblastoma & Lung Adenocarcinoma Aerobic Glycolysis",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.8604,
      "native_psi_cond2": 0.1896,
      "native_delta_psi": 0.6709,
      "native_delta_psi_z": 3.17,
      "native_isoform_entropy_cond1": 0.6892,
      "native_isoform_entropy_cond2": 0.9313,
      "native_isoform_jsd_bits": 0.3682,
      "native_bagel_ln_bf_raw": 89.5401,
      "native_bagel_ln_bf_cn_adj": 89.5401,
      "native_posterior_essentiality": 1.0,
      "native_regime": "SpliceSwitchSyntheticLethalEssential",
      "scipy_psi_cond1": 0.8604,
      "scipy_psi_cond2": 0.1896,
      "scipy_delta_psi": 0.6709,
      "scipy_delta_psi_z": 3.17,
      "scipy_isoform_entropy_cond1": 0.6892,
      "scipy_isoform_entropy_cond2": 0.9313,
      "scipy_isoform_jsd_bits": 0.3682,
      "scipy_bagel_ln_bf_raw": 89.5401,
      "scipy_bagel_ln_bf_cn_adj": 89.5401,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "SpliceSwitchSyntheticLethalEssential",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "DEV-04",
      "split": "Development",
      "gene_symbol": "UNC13A (19p13.11 ALS/FTD)",
      "splice_event_label": "Intron 20–21 Cryptic Exon (CE) Inclusion Upon TDP-43 Loss",
      "disease_or_cellular_context": "iPSC-Derived Human Cortical & Spinal Motor Neurons",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.58,
      "native_psi_cond2": 0.0201,
      "native_delta_psi": 0.5599,
      "native_delta_psi_z": 2.4322,
      "native_isoform_entropy_cond1": 1.23,
      "native_isoform_entropy_cond2": 0.3349,
      "native_isoform_jsd_bits": 0.3398,
      "native_bagel_ln_bf_raw": -28.6176,
      "native_bagel_ln_bf_cn_adj": -28.6176,
      "native_posterior_essentiality": 0.0,
      "native_regime": "PathogenicExonSkippingOrCrypticInclusion",
      "scipy_psi_cond1": 0.58,
      "scipy_psi_cond2": 0.0201,
      "scipy_delta_psi": 0.5599,
      "scipy_delta_psi_z": 2.4322,
      "scipy_isoform_entropy_cond1": 1.23,
      "scipy_isoform_entropy_cond2": 0.3349,
      "scipy_isoform_jsd_bits": 0.3398,
      "scipy_bagel_ln_bf_raw": -28.6176,
      "scipy_bagel_ln_bf_cn_adj": -28.6176,
      "scipy_posterior_essentiality": 0.0,
      "scipy_regime": "PathogenicExonSkippingOrCrypticInclusion",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "DEV-05",
      "split": "Development",
      "gene_symbol": "BCL2L1 (Bcl-xL / Bcl-xS)",
      "splice_event_label": "Exon 2 Distal vs. Proximal 5'ss Switch (Anti-Apoptotic Bcl-xL)",
      "disease_or_cellular_context": "Colorectal & Non-Small-Cell Lung Carcinoma Survival",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.8217,
      "native_psi_cond2": 0.2621,
      "native_delta_psi": 0.5596,
      "native_delta_psi_z": 2.5819,
      "native_isoform_entropy_cond1": 0.8176,
      "native_isoform_entropy_cond2": 1.1272,
      "native_isoform_jsd_bits": 0.2511,
      "native_bagel_ln_bf_raw": 85.9842,
      "native_bagel_ln_bf_cn_adj": 85.9842,
      "native_posterior_essentiality": 1.0,
      "native_regime": "SpliceSwitchSyntheticLethalEssential",
      "scipy_psi_cond1": 0.8217,
      "scipy_psi_cond2": 0.2621,
      "scipy_delta_psi": 0.5596,
      "scipy_delta_psi_z": 2.5819,
      "scipy_isoform_entropy_cond1": 0.8176,
      "scipy_isoform_entropy_cond2": 1.1272,
      "scipy_isoform_jsd_bits": 0.2511,
      "scipy_bagel_ln_bf_raw": 85.9842,
      "scipy_bagel_ln_bf_cn_adj": 85.9842,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "SpliceSwitchSyntheticLethalEssential",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "DEV-06",
      "split": "Development",
      "gene_symbol": "GAPDH / AAVS1 (Null Control)",
      "splice_event_label": "Constitutive Exon 5–7 Junction & Safe-Harbor Non-Essential Control",
      "disease_or_cellular_context": "Isogenic Diploid RPE1 Baseline Control (0🧪 Negative Control)",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": true,
      "native_psi_cond1": 0.9603,
      "native_psi_cond2": 0.9569,
      "native_delta_psi": 0.0034,
      "native_delta_psi_z": 0.042,
      "native_isoform_entropy_cond1": 0.2747,
      "native_isoform_entropy_cond2": 0.3225,
      "native_isoform_jsd_bits": 0.0005,
      "native_bagel_ln_bf_raw": -34.3303,
      "native_bagel_ln_bf_cn_adj": -34.3303,
      "native_posterior_essentiality": 0.0,
      "native_regime": "NullHousekeepingIsoformNoiseControl",
      "scipy_psi_cond1": 0.9603,
      "scipy_psi_cond2": 0.9569,
      "scipy_delta_psi": 0.0034,
      "scipy_delta_psi_z": 0.042,
      "scipy_isoform_entropy_cond1": 0.2747,
      "scipy_isoform_entropy_cond2": 0.3225,
      "scipy_isoform_jsd_bits": 0.0005,
      "scipy_bagel_ln_bf_raw": -34.3303,
      "scipy_bagel_ln_bf_cn_adj": -34.3303,
      "scipy_posterior_essentiality": 0.0,
      "scipy_regime": "NullHousekeepingIsoformNoiseControl",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "RES-01",
      "split": "UntouchedReserve",
      "gene_symbol": "WRN (8p12 RecQ Helicase)",
      "splice_event_label": "Exon 4–5 Helicase ATP-Binding Isoform Usage in MSI-H vs. MSS",
      "disease_or_cellular_context": "Microsatellite-Instability-High (MSI-H) Colorectal & Endometrial Cancer",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.8827,
      "native_psi_cond2": 0.3199,
      "native_delta_psi": 0.5628,
      "native_delta_psi_z": 2.6361,
      "native_isoform_entropy_cond1": 0.6267,
      "native_isoform_entropy_cond2": 1.314,
      "native_isoform_jsd_bits": 0.2567,
      "native_bagel_ln_bf_raw": 131.1959,
      "native_bagel_ln_bf_cn_adj": 131.1959,
      "native_posterior_essentiality": 1.0,
      "native_regime": "SpliceSwitchSyntheticLethalEssential",
      "scipy_psi_cond1": 0.8827,
      "scipy_psi_cond2": 0.3199,
      "scipy_delta_psi": 0.5628,
      "scipy_delta_psi_z": 2.6361,
      "scipy_isoform_entropy_cond1": 0.6267,
      "scipy_isoform_entropy_cond2": 1.314,
      "scipy_isoform_jsd_bits": 0.2567,
      "scipy_bagel_ln_bf_raw": 131.1959,
      "scipy_bagel_ln_bf_cn_adj": 131.1959,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "SpliceSwitchSyntheticLethalEssential",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "RES-02",
      "split": "UntouchedReserve",
      "gene_symbol": "EZH2 (SRSF2-P95H Target)",
      "splice_event_label": "CCNG Enhancer-Driven Poison Exon 9.5 Inclusion (NMD)",
      "disease_or_cellular_context": "SRSF2-Mutant Chronic Myelomonocytic Leukemia & AML",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.6206,
      "native_psi_cond2": 0.0889,
      "native_delta_psi": 0.5317,
      "native_delta_psi_z": 2.471,
      "native_isoform_entropy_cond1": 1.2199,
      "native_isoform_entropy_cond2": 0.7159,
      "native_isoform_jsd_bits": 0.2585,
      "native_bagel_ln_bf_raw": 90.3406,
      "native_bagel_ln_bf_cn_adj": 90.3406,
      "native_posterior_essentiality": 1.0,
      "native_regime": "SpliceSwitchSyntheticLethalEssential",
      "scipy_psi_cond1": 0.6206,
      "scipy_psi_cond2": 0.0889,
      "scipy_delta_psi": 0.5317,
      "scipy_delta_psi_z": 2.471,
      "scipy_isoform_entropy_cond1": 1.2199,
      "scipy_isoform_entropy_cond2": 0.7159,
      "scipy_isoform_jsd_bits": 0.2585,
      "scipy_bagel_ln_bf_raw": 90.3406,
      "scipy_bagel_ln_bf_cn_adj": 90.3406,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "SpliceSwitchSyntheticLethalEssential",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "RES-03",
      "split": "UntouchedReserve",
      "gene_symbol": "STMN2 (8q21.13 Stathmin-2)",
      "splice_event_label": "Intron 1 Cryptic Exon 2a Premature Polyadenylation Upon TDP-43 Loss",
      "disease_or_cellular_context": "ALS Spinal Motor Neurons (Axonal Outgrowth & Regeneration)",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.7412,
      "native_psi_cond2": 0.0294,
      "native_delta_psi": 0.7119,
      "native_delta_psi_z": 3.2234,
      "native_isoform_entropy_cond1": 1.0104,
      "native_isoform_entropy_cond2": 0.3874,
      "native_isoform_jsd_bits": 0.4761,
      "native_bagel_ln_bf_raw": -27.7504,
      "native_bagel_ln_bf_cn_adj": -27.7504,
      "native_posterior_essentiality": 0.0,
      "native_regime": "PathogenicExonSkippingOrCrypticInclusion",
      "scipy_psi_cond1": 0.7412,
      "scipy_psi_cond2": 0.0294,
      "scipy_delta_psi": 0.7119,
      "scipy_delta_psi_z": 3.2234,
      "scipy_isoform_entropy_cond1": 1.0104,
      "scipy_isoform_entropy_cond2": 0.3874,
      "scipy_isoform_jsd_bits": 0.4761,
      "scipy_bagel_ln_bf_raw": -27.7504,
      "scipy_bagel_ln_bf_cn_adj": -27.7504,
      "scipy_posterior_essentiality": 0.0,
      "scipy_regime": "PathogenicExonSkippingOrCrypticInclusion",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "RES-04",
      "split": "UntouchedReserve",
      "gene_symbol": "CD19 (16p11.2 CART-19 Escape)",
      "splice_event_label": "SRSF3-Depleted Exon 2 Skipping (FMC63 Epitope Loss)",
      "disease_or_cellular_context": "Relapsed Pediatric B-Cell Acute Lymphoblastic Leukemia",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.2204,
      "native_psi_cond2": 0.911,
      "native_delta_psi": -0.6906,
      "native_delta_psi_z": -3.2167,
      "native_isoform_entropy_cond1": 1.0653,
      "native_isoform_entropy_cond2": 0.5052,
      "native_isoform_jsd_bits": 0.3952,
      "native_bagel_ln_bf_raw": -32.6679,
      "native_bagel_ln_bf_cn_adj": -32.6679,
      "native_posterior_essentiality": 0.0,
      "native_regime": "PathogenicExonSkippingOrCrypticInclusion",
      "scipy_psi_cond1": 0.2204,
      "scipy_psi_cond2": 0.911,
      "scipy_delta_psi": -0.6906,
      "scipy_delta_psi_z": -3.2167,
      "scipy_isoform_entropy_cond1": 1.0653,
      "scipy_isoform_entropy_cond2": 0.5052,
      "scipy_isoform_jsd_bits": 0.3952,
      "scipy_bagel_ln_bf_raw": -32.6679,
      "scipy_bagel_ln_bf_cn_adj": -32.6679,
      "scipy_posterior_essentiality": 0.0,
      "scipy_regime": "PathogenicExonSkippingOrCrypticInclusion",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "RES-05",
      "split": "UntouchedReserve",
      "gene_symbol": "PRPF8 (17p13.3 Core U5 snRNP)",
      "splice_event_label": "Constitutive Exon 38–39 RNase-H/Jab1 Catalytic Spliceosome Core",
      "disease_or_cellular_context": "Pan-Cancer Core Essential Spliceosome Scaffold (DepMap)",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 1.0,
      "is_negative_control": false,
      "native_psi_cond1": 0.9502,
      "native_psi_cond2": 0.9371,
      "native_delta_psi": 0.0131,
      "native_delta_psi_z": 0.1441,
      "native_isoform_entropy_cond1": 0.3825,
      "native_isoform_entropy_cond2": 0.4671,
      "native_isoform_jsd_bits": 0.0015,
      "native_bagel_ln_bf_raw": 162.8149,
      "native_bagel_ln_bf_cn_adj": 162.8149,
      "native_posterior_essentiality": 1.0,
      "native_regime": "ConstitutiveCoreEssentialSplicingFactor",
      "scipy_psi_cond1": 0.9502,
      "scipy_psi_cond2": 0.9371,
      "scipy_delta_psi": 0.0131,
      "scipy_delta_psi_z": 0.1441,
      "scipy_isoform_entropy_cond1": 0.3825,
      "scipy_isoform_entropy_cond2": 0.4671,
      "scipy_isoform_jsd_bits": 0.0015,
      "scipy_bagel_ln_bf_raw": 162.8149,
      "scipy_bagel_ln_bf_cn_adj": 162.8149,
      "scipy_posterior_essentiality": 1.0,
      "scipy_regime": "ConstitutiveCoreEssentialSplicingFactor",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    },
    {
      "cohort_id": "RES-06",
      "split": "UntouchedReserve",
      "gene_symbol": "PVT1 (8q24.21 CN=18 Amplicon Decoy)",
      "splice_event_label": "Non-Coding Exon 3–4 Background Splicing in 18-Copy Focal Amplicon",
      "disease_or_cellular_context": "8q24-Amplified Cancer Line (Cas9 Multi-DSB Arrest Artifact, 0🧪)",
      "replicate_count": 3,
      "guide_count": 6,
      "copy_number_ratio": 9.0,
      "is_negative_control": true,
      "native_psi_cond1": 0.5193,
      "native_psi_cond2": 0.504,
      "native_delta_psi": 0.0153,
      "native_delta_psi_z": 0.0685,
      "native_isoform_entropy_cond1": 1.4169,
      "native_isoform_entropy_cond2": 1.4406,
      "native_isoform_jsd_bits": 0.0003,
      "native_bagel_ln_bf_raw": 25.0596,
      "native_bagel_ln_bf_cn_adj": -32.9166,
      "native_posterior_essentiality": 0.0,
      "native_regime": "OffTargetCopyNumberAmplificationArtifactReject",
      "scipy_psi_cond1": 0.5193,
      "scipy_psi_cond2": 0.504,
      "scipy_delta_psi": 0.0153,
      "scipy_delta_psi_z": 0.0685,
      "scipy_isoform_entropy_cond1": 1.4169,
      "scipy_isoform_entropy_cond2": 1.4406,
      "scipy_isoform_jsd_bits": 0.0003,
      "scipy_bagel_ln_bf_raw": 25.0596,
      "scipy_bagel_ln_bf_cn_adj": -32.9166,
      "scipy_posterior_essentiality": 0.0,
      "scipy_regime": "OffTargetCopyNumberAmplificationArtifactReject",
      "abs_diff_delta_psi": 0.0,
      "abs_diff_delta_psi_z": 0.0,
      "abs_diff_isoform_jsd": 0.0,
      "abs_diff_bagel_ln_bf": 0.0,
      "abs_diff_posterior_ess": 0.0,
      "regime_concordant": true
    }
  ],
  "ascii_summary_chart": "============================================================================================================\n  ALTERNATIVE SPLICING (PSI, dPSI, H_iso, JSD) & BAGEL2 CRISPR ESSENTIALITY CALIBRATION (VAL-SET-020)\n============================================================================================================\n  Cohort   Split     Gene / Target                 PSI_1   PSI_2    dPSI   JSD(b)   lnBF_adj  PP_ess  Regime\n  ----------------------------------------------------------------------------------------------------------\n  DEV-01   DEV       BRD9 (SF3B1-K700E Target)     0.6790  0.0692  +0.6098  0.3377   +102.8119  1.0000  SpliceSwitchSyntheticLethalEssential\n  DEV-02   DEV       SMN2 (5q13.2 SMA)             0.1800  0.8407  -0.6607  0.3534   +122.9770  1.0000  SpliceSwitchSyntheticLethalEssential\n  DEV-03   DEV       PKM (PKM1 Ex9 / PKM2 Ex10)    0.8604  0.1896  +0.6709  0.3682   +89.5401  1.0000  SpliceSwitchSyntheticLethalEssential\n  DEV-04   DEV       UNC13A (19p13.11 ALS/FTD)     0.5800  0.0201  +0.5599  0.3398   -28.6176  0.0000  PathogenicExonSkippingOrCrypticInclusion\n  DEV-05   DEV       BCL2L1 (Bcl-xL / Bcl-xS)      0.8217  0.2621  +0.5596  0.2511   +85.9842  1.0000  SpliceSwitchSyntheticLethalEssential\n  DEV-06   DEV       GAPDH / AAVS1 (Null Control)  0.9603  0.9569  +0.0034  0.0005   -34.3303  0.0000  NullHousekeepingIsoformNoiseControl\n  RES-01   RESERVE   WRN (8p12 RecQ Helicase)      0.8827  0.3199  +0.5628  0.2567   +131.1959  1.0000  SpliceSwitchSyntheticLethalEssential\n  RES-02   RESERVE   EZH2 (SRSF2-P95H Target)      0.6206  0.0889  +0.5317  0.2585   +90.3406  1.0000  SpliceSwitchSyntheticLethalEssential\n  RES-03   RESERVE   STMN2 (8q21.13 Stathmin-2)    0.7412  0.0294  +0.7119  0.4761   -27.7504  0.0000  PathogenicExonSkippingOrCrypticInclusion\n  RES-04   RESERVE   CD19 (16p11.2 CART-19 Escape  0.2204  0.9110  -0.6906  0.3952   -32.6679  0.0000  PathogenicExonSkippingOrCrypticInclusion\n  RES-05   RESERVE   PRPF8 (17p13.3 Core U5 snRNP  0.9502  0.9371  +0.0131  0.0015   +162.8149  1.0000  ConstitutiveCoreEssentialSplicingFactor\n  RES-06   RESERVE   PVT1 (8q24.21 CN=18 Amplicon  0.5193  0.5040  +0.0153  0.0003   -32.9166  0.0000  OffTargetCopyNumberAmplificationArtifactReject\n============================================================================================================\n"
}