# Complete Discrete vs Continuous Comparison
## All 50 NCI Validation Cases

| Case | Age | Menarche | Biopsies | First Birth | Relatives | Discrete Result | Continuous Result | NCI Result | Discrete Error | Continuous Error |
|------|-----|----------|----------|-------------|-----------|-----------------|-------------------|------------|----------------|------------------|
| Age35_Baseline | 35 | 13 | 0 | 25 | 0 | 0.715% | 0.578% | 0.3% | 138.2% | 92.6% |
| Age35_EarlyMenarche | 35 | 11 | 0 | 25 | 0 | 0.867% | 0.701% | 0.4% | 116.9% | 75.4% |
| Age35_Biopsies | 35 | 13 | 2 | 25 | 0 | 0.878% | 0.710% | 0.9% | 2.4% | 21.1% |
| Age35_Nulliparous | 35 | 13 | 0 | None | 0 | 0.715% | 0.578% | 0.3% | 138.2% | 92.6% |
| Age35_FamilyHistory | 35 | 13 | 0 | 25 | 2 | 2.702% | 2.189% | 1.0% | 170.2% | 118.9% |
| Age37_LateBirth | 37 | 13 | 0 | 32 | 0 | 1.146% | 0.721% | 1.2% | 4.5% | 39.9% |
| Age37_Combined1 | 37 | 12 | 1 | 28 | 1 | 3.764% | 2.382% | 1.2% | 213.7% | 98.5% |
| Age38_Combined2 | 38 | 11 | 1 | None | 1 | 4.833% | 3.168% | 1.5% | 222.2% | 111.2% |
| Age39_HighRisk | 39 | 11 | 2 | None | 2 | 7.136% | 4.831% | 5.1% | 39.9% | 5.3% |
| Age39_LateMenarche | 39 | 15 | 0 | 22 | 0 | 1.066% | 0.714% | 0.4% | 166.6% | 78.6% |
| Age40_Baseline | 40 | 13 | 0 | 25 | 0 | 1.360% | 0.935% | 0.6% | 126.7% | 55.8% |
| Age40_EarlyMenarche | 40 | 11 | 0 | 25 | 0 | 1.650% | 1.134% | 0.7% | 135.7% | 62.0% |
| Age40_Biopsies | 40 | 13 | 2 | 25 | 0 | 1.670% | 1.148% | 1.7% | 1.7% | 32.4% |
| Age40_Nulliparous | 40 | 13 | 0 | None | 0 | 1.360% | 0.935% | 0.6% | 126.7% | 55.8% |
| Age40_FamilyHistory | 40 | 13 | 0 | 25 | 2 | 5.097% | 3.523% | 1.9% | 168.2% | 85.4% |
| Age42_LateBirth | 42 | 13 | 0 | 32 | 0 | 1.783% | 1.063% | 0.9% | 98.1% | 18.2% |
| Age42_Combined1 | 42 | 12 | 1 | 28 | 1 | 5.814% | 3.497% | 2.1% | 176.8% | 66.5% |
| Age43_Combined2 | 43 | 11 | 1 | None | 1 | 7.285% | 4.447% | 2.4% | 203.5% | 85.3% |
| Age44_HighRisk | 44 | 11 | 2 | None | 2 | 10.486% | 6.479% | 7.7% | 36.2% | 15.9% |
| Age44_LateMenarche | 44 | 15 | 0 | 22 | 0 | 1.591% | 0.965% | 0.6% | 165.2% | 60.9% |
| Age45_Baseline | 45 | 13 | 0 | 25 | 0 | 1.992% | 1.209% | 0.9% | 121.3% | 34.3% |
| Age45_EarlyMenarche | 45 | 11 | 0 | 25 | 0 | 2.415% | 1.467% | 1.0% | 141.5% | 46.7% |
| Age45_Biopsies | 45 | 13 | 2 | 25 | 0 | 2.445% | 1.485% | 2.4% | 1.9% | 38.1% |
| Age45_Nulliparous | 45 | 13 | 0 | None | 0 | 1.992% | 1.209% | 0.9% | 121.3% | 34.3% |
| Age45_FamilyHistory | 45 | 13 | 0 | 25 | 2 | 7.397% | 4.540% | 2.9% | 155.1% | 56.5% |
| Age47_LateBirth | 47 | 13 | 0 | 32 | 0 | 2.227% | 1.294% | 1.2% | 85.6% | 7.8% |
| Age47_Combined1 | 47 | 12 | 1 | 28 | 1 | 7.224% | 4.244% | 2.4% | 201.0% | 76.8% |
| Age48_Combined2 | 48 | 11 | 1 | None | 1 | 8.850% | 5.317% | 2.6% | 240.4% | 104.5% |
| Age49_HighRisk | 49 | 11 | 2 | None | 2 | 12.447% | 7.693% | 6.0% | 107.4% | 28.2% |
| Age49_LateMenarche | 49 | 15 | 0 | 22 | 0 | 1.907% | 1.153% | 0.8% | 138.4% | 44.1% |
| Age50_Baseline | 50 | 13 | 0 | 25 | 0 | 2.340% | 1.448% | 1.1% | 112.8% | 31.6% |
| Age50_EarlyMenarche | 50 | 11 | 0 | 25 | 0 | 2.836% | 1.756% | 1.2% | 136.3% | 46.3% |
| Age50_Biopsies | 50 | 13 | 2 | 25 | 0 | 4.173% | 2.591% | 1.6% | 160.8% | 61.9% |
| Age50_Nulliparous | 50 | 13 | 0 | None | 0 | 2.340% | 1.448% | 1.1% | 112.8% | 31.6% |
| Age50_FamilyHistory | 50 | 13 | 0 | 25 | 2 | 8.647% | 5.417% | 3.4% | 154.3% | 59.3% |
| Age52_LateBirth | 52 | 13 | 0 | 32 | 0 | 2.681% | 1.565% | 1.5% | 78.7% | 4.3% |
| Age52_Combined1 | 52 | 12 | 1 | 28 | 1 | 10.344% | 6.140% | 2.4% | 331.0% | 155.8% |
| Age53_Combined2 | 53 | 11 | 1 | None | 1 | 12.661% | 7.691% | 2.8% | 352.2% | 174.7% |
| Age54_HighRisk | 54 | 11 | 2 | None | 2 | 21.022% | 13.250% | 6.5% | 223.4% | 103.8% |
| Age54_LateMenarche | 54 | 15 | 0 | 22 | 0 | 2.312% | 1.398% | 0.9% | 156.9% | 55.4% |
| Age55_Baseline | 55 | 13 | 0 | 25 | 0 | 2.845% | 1.754% | 1.3% | 118.8% | 35.0% |
| Age55_EarlyMenarche | 55 | 11 | 0 | 25 | 0 | 3.445% | 2.127% | 1.4% | 146.1% | 51.9% |
| Age55_Biopsies | 55 | 13 | 2 | 25 | 0 | 5.061% | 3.135% | 2.0% | 153.0% | 56.8% |
| Age55_Nulliparous | 55 | 13 | 0 | None | 0 | 2.845% | 1.754% | 1.3% | 118.8% | 35.0% |
| Age55_FamilyHistory | 55 | 13 | 0 | 25 | 2 | 10.430% | 6.534% | 4.1% | 154.4% | 59.4% |
| Age57_LateBirth | 57 | 13 | 0 | 32 | 0 | 3.246% | 1.882% | 1.8% | 80.3% | 4.5% |
| Age57_Combined1 | 57 | 12 | 1 | 28 | 1 | 12.410% | 7.346% | 3.0% | 313.7% | 144.9% |
| Age58_Combined2 | 58 | 11 | 1 | None | 1 | 15.133% | 9.123% | 3.4% | 345.1% | 168.3% |
| Age59_HighRisk | 59 | 11 | 2 | None | 2 | 24.837% | 15.488% | 7.8% | 218.4% | 98.6% |
| Age59_LateMenarche | 59 | 15 | 0 | 22 | 0 | 2.795% | 1.656% | 1.1% | 154.1% | 50.5% |
| Age60_Baseline | 60 | 13 | 0 | 25 | 0 | 3.433% | 2.054% | 1.6% | 114.6% | 28.4% |
| Age60_EarlyMenarche | 60 | 11 | 0 | 25 | 0 | 4.155% | 2.490% | 1.8% | 130.8% | 38.3% |
| Age60_Biopsies | 60 | 13 | 2 | 25 | 0 | 6.093% | 3.666% | 2.4% | 153.9% | 52.7% |
| Age60_Nulliparous | 60 | 13 | 0 | None | 0 | 3.433% | 2.054% | 1.6% | 114.6% | 28.4% |
| Age60_FamilyHistory | 60 | 13 | 0 | 25 | 2 | 12.477% | 7.614% | 5.0% | 149.5% | 52.3% |
| Age62_LateBirth | 62 | 13 | 0 | 32 | 0 | 3.770% | 2.145% | 2.1% | 79.5% | 2.1% |
| Age62_Combined1 | 62 | 12 | 1 | 28 | 1 | 14.287% | 8.334% | 3.5% | 308.2% | 138.1% |
| Age63_Combined2 | 63 | 11 | 1 | None | 1 | 17.274% | 10.172% | 4.0% | 331.8% | 154.3% |
| Age64_HighRisk | 64 | 11 | 2 | None | 2 | 27.917% | 16.894% | 9.1% | 206.8% | 85.7% |
| Age64_LateMenarche | 64 | 15 | 0 | 22 | 0 | 3.208% | 1.823% | 1.3% | 146.7% | 40.2% |
| Age65_Baseline | 65 | 13 | 0 | 25 | 0 | 3.914% | 2.215% | 1.8% | 117.4% | 23.0% |
| Age65_EarlyMenarche | 65 | 11 | 0 | 25 | 0 | 4.733% | 2.684% | 2.0% | 136.7% | 34.2% |
| Age65_Biopsies | 65 | 13 | 2 | 25 | 0 | 6.929% | 3.949% | 2.8% | 147.5% | 41.0% |
| Age65_Nulliparous | 65 | 13 | 0 | None | 0 | 3.914% | 2.215% | 1.8% | 117.4% | 23.0% |
| Age65_FamilyHistory | 65 | 13 | 0 | 25 | 2 | 14.110% | 8.184% | 5.7% | 147.5% | 43.6% |
| Age67_LateBirth | 67 | 13 | 0 | 32 | 0 | 4.007% | 2.230% | 2.3% | 74.2% | 3.0% |
| Age67_Combined1 | 67 | 12 | 1 | 28 | 1 | 15.111% | 8.648% | 3.9% | 287.5% | 121.7% |
| Age68_Combined2 | 68 | 11 | 1 | None | 1 | 18.039% | 10.416% | 4.3% | 319.5% | 142.2% |
| Age69_HighRisk | 69 | 11 | 2 | None | 2 | 28.704% | 17.107% | 9.6% | 199.0% | 78.2% |
| Age69_LateMenarche | 69 | 15 | 0 | 22 | 0 | 3.327% | 1.853% | 1.4% | 137.6% | 32.3% |
| Age70_Baseline | 70 | 13 | 0 | 25 | 0 | 4.006% | 2.233% | 1.9% | 110.9% | 17.5% |
| Age70_EarlyMenarche | 70 | 11 | 0 | 25 | 0 | 4.845% | 2.705% | 2.1% | 130.7% | 28.8% |
| Age70_Biopsies | 70 | 13 | 2 | 25 | 0 | 7.087% | 3.980% | 2.9% | 144.4% | 37.2% |
| Age70_Nulliparous | 70 | 13 | 0 | None | 0 | 4.006% | 2.233% | 1.9% | 110.9% | 17.5% |
| Age70_FamilyHistory | 70 | 13 | 0 | 25 | 2 | 14.403% | 8.241% | 6.0% | 140.1% | 37.3% |
| Age72_LateBirth | 72 | 13 | 0 | 32 | 0 | 4.048% | 2.211% | 2.4% | 68.7% | 7.9% |
| Age72_Combined1 | 72 | 12 | 1 | 28 | 1 | 15.229% | 8.562% | 4.1% | 271.4% | 108.8% |
| Age73_Combined2 | 73 | 11 | 1 | None | 1 | 18.091% | 10.186% | 4.5% | 302.0% | 126.4% |
| Age74_HighRisk | 74 | 11 | 2 | None | 2 | 28.578% | 16.447% | 9.9% | 188.7% | 66.1% |
| Age74_LateMenarche | 74 | 15 | 0 | 22 | 0 | 3.331% | 1.782% | 1.4% | 137.9% | 27.3% |
| Age75_Baseline | 75 | 13 | 0 | 25 | 0 | 3.988% | 2.104% | 2.0% | 99.4% | 5.2% |
| Age75_EarlyMenarche | 75 | 11 | 0 | 25 | 0 | 4.822% | 2.549% | 2.2% | 119.2% | 15.9% |
| Age75_Biopsies | 75 | 13 | 2 | 25 | 0 | 7.051% | 3.751% | 2.9% | 143.1% | 29.3% |
| Age75_Nulliparous | 75 | 13 | 0 | None | 0 | 3.988% | 2.104% | 2.0% | 99.4% | 5.2% |
| Age75_FamilyHistory | 75 | 13 | 0 | 25 | 2 | 14.307% | 7.768% | 6.1% | 134.5% | 27.3% |
| Age77_LateBirth | 77 | 13 | 0 | 32 | 0 | 3.791% | 1.980% | 2.4% | 57.9% | 17.5% |
| Age77_Combined1 | 77 | 12 | 1 | 28 | 1 | 14.279% | 7.683% | 4.0% | 257.0% | 92.1% |
| Age78_Combined2 | 78 | 11 | 1 | None | 1 | 16.722% | 8.888% | 4.4% | 280.1% | 102.0% |
| Age79_HighRisk | 79 | 11 | 2 | None | 2 | 26.056% | 13.900% | 9.4% | 177.2% | 47.9% |
| Age79_LateMenarche | 79 | 15 | 0 | 22 | 0 | 3.016% | 1.493% | 1.4% | 115.4% | 6.6% |

## Summary Statistics

**Discrete Model Performance:**
- Average Error: 154.4%
- Error Range: 1.7% - 352.2%
- Cases Processed: 90

**Continuous Model Performance:**
- Average Error: 57.3%
- Error Range: 2.1% - 174.7%
- Cases Processed: 90

**Continuous Model Improvement: 97.1 percentage points better on average**
