Prediction Track Record
Every signal is a logged prediction with a verdict checked on its own horizon. A signal earns influence only once it predicts over a real sample — so we tier them, and lead with what actually works. Small n means small n.
17 validated 55% hit-rate · n=4,417 pooled 46% incl. retired+small-n
Validated — proven forward edge
Hit-rate ≥ 52% over ≥ 30 graded predictions. These earn influence.
| Signal | Hit rate | Resolved (n) | Correct |
|---|---|---|---|
| Quality Value Medium | 61% | 217 | 132 |
| Feature Analyst Sentiment Fundamental Reality Gap | 61% | 51 | 31 |
| Feature Analyst Conviction Fade Vs Insider Reality Shock Mortality Product | 61% | 33 | 20 |
| Online Growth Fade | 59% | 49 | 29 |
| Online Performance Fade | 59% | 112 | 66 |
| Feature Valuation Credibility Decay Composite | 58% | 33 | 19 |
| Pe Sector Reversion Long | 57% | 1263 | 723 |
| Feature Valuation Sustainability Gap | 57% | 35 | 20 |
| Feature Analyst Bullish Premium Authenticity Haircut Ratio | 56% | 34 | 19 |
| Feature Analyst Conviction Fade Vs Insider Reality Shock Product | 56% | 34 | 19 |
| Confluence | 54% | 182 | 99 |
| Garp Long | 54% | 46 | 25 |
| Feature Cash Ratio Total Assets | 53% | 30 | 16 |
| Feature Accrual Quality To Price Premium Credibility Cliff | 53% | 30 | 16 |
| Online Growth Fade | 53% | 205 | 109 |
| Online Yield Follow | 53% | 108 | 57 |
| Pe Sector Reversion Long | 52% | 1955 | 1016 |
Under test — no verdict yet
Too few graded predictions (n < 30), or a coin-flip with no edge either way. Not trusted until they prove out.
| Signal | Hit rate | Resolved (n) | Correct |
|---|---|---|---|
| Momentum Continuation | 48% | 11045 | 5355 |
| Pe Sector Reversion Short | 52% | 1847 | 954 |
| Quality Value Medium | 51% | 1597 | 816 |
| Garp Long | 51% | 968 | 495 |
| Online Performance Fade | 50% | 387 | 193 |
| Earnings Catalyst | 50% | 384 | 194 |
| Short Squeeze | 49% | 367 | 181 |
| Confluence | 51% | 237 | 121 |
| Earnings Catalyst | 50% | 141 | 71 |
| Online Comparison Fade | 51% | 78 | 40 |
| Short Squeeze | 51% | 45 | 23 |
| Feature Analyst Sentiment Fundamental Reality Gap | 64% | 25 | 16 |
| Mined Llm Derived Volatility 20D Product Momentum 5D | 21% | 24 | 5 |
| Mined Momentum 10D | 35% | 23 | 8 |
| Feature Valuation Growth Quality Reality Compression | 39% | 23 | 9 |
| Mined Price Vs Sma20 | 52% | 21 | 11 |
| Llm Synthesis 7D | 48% | 21 | 10 |
| Feature Insider Liquidation To Valuation Momentum Decay | 48% | 21 | 10 |
| Mined Momentum 20D | 45% | 20 | 9 |
| Mined Llm Derived Volatility 20D Product Momentum 5D | 10% | 20 | 2 |
| Feature Valuation Sustainability Gap | 65% | 20 | 13 |
| Feature Valuation Credibility Decay Composite | 65% | 20 | 13 |
| Mined Volatility 20D | 26% | 19 | 5 |
| Feature Pe Ratio Product Gross Margin Pct | 58% | 19 | 11 |
| Feature Momentum 20D Product Llm Derived Cash Ratio Total Assets | 63% | 19 | 12 |
| Feature Llm Derived Momentum 5D Ratio Long Term Debt Diff Llm Derived Sentiment Reality Credibility Gap | 72% | 18 | 13 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Sentiment Reality Credibility Gap | 67% | 18 | 12 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Analyst Conviction Reality Collapse Signal | 72% | 18 | 13 |
| Feature Llm Derived Eps Diff Momentum 5D Product Llm Derived Valuation Quality Compression Ratio | 50% | 18 | 9 |
| Feature Ps Ratio Diff Debt To Equity | 59% | 17 | 10 |
| Feature Valuation To Growth Credibility Mismatch | 35% | 17 | 6 |
| Feature Accrual Quality To Insider Shock Mortality Ratio | 29% | 17 | 5 |
| Feature Analyst Bullish Premium Authenticity Haircut Ratio | 35% | 17 | 6 |
| Feature Analyst Conviction Fade Vs Insider Reality Shock Product | 35% | 17 | 6 |
| Analyst Consensus Extreme | 47% | 17 | 8 |
| Feature Llm Derived Momentum 5D Ratio Long Term Debt Diff Llm Derived Analyst Reality Collapse Index | 71% | 17 | 12 |
| Mined Ps Ratio | 56% | 16 | 9 |
| Dividend Growth Long | 44% | 16 | 7 |
| Feature Valuation Stress To Earnings Ratio | 44% | 16 | 7 |
| Feature Valuation Stress To Earnings Growth Multiplier | 44% | 16 | 7 |
| Feature Analyst Bullish Premium Vs Insider Reality Authenticity Wedge Severity | 50% | 16 | 8 |
| Feature Analyst Conviction Fade Vs Insider Reality Shock Mortality Product | 69% | 16 | 11 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Analyst Reality Collapse Index | 69% | 16 | 11 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Analyst Reality Collapse Index | 56% | 16 | 9 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Analyst Reality Collapse Index | 75% | 16 | 12 |
| Feature Llm Derived Momentum 5D Ratio Long Term Debt Diff Llm Derived Analyst Conviction Reality Collapse Signal | 69% | 16 | 11 |
| Feature Insider Liquidation To Valuation Mortality Signal | 44% | 16 | 7 |
| Feature Valuation Exhaustion Days To Cover Tension | 44% | 16 | 7 |
| Mined Pb Ratio | 47% | 15 | 7 |
| Mined Momentum 10D | 20% | 15 | 3 |
| Online Yield Follow | 73% | 15 | 11 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Sentiment Reality Credibility Gap | 73% | 15 | 11 |
| Feature Llm Derived Total Assets Diff Ps Ratio Ratio Debt To Equity | 67% | 15 | 10 |
| Mined Rd Intensity Pct | 43% | 14 | 6 |
| Mined Volatility 20D | 29% | 14 | 4 |
| Feature Valuation Growth Quality Reality Compression | 64% | 14 | 9 |
| Feature Llm Derived Eps Diff Momentum 5D Ratio Llm Derived Valuation Quality Compression Ratio | 57% | 14 | 8 |
| Feature Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Stockholders Equity Diff Total Assets | 36% | 14 | 5 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Analyst Conviction Reality Collapse Signal | 71% | 14 | 10 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Analyst Conviction Reality Collapse Signal | 57% | 14 | 8 |
| Feature Llm Derived Eps Product Net Income Diff Llm Derived Total Assets Diff Net Income | 29% | 14 | 4 |
| Feature Analyst Bullish Conviction Authenticity Haircut Composite | 57% | 14 | 8 |
| Mined Price Vs Sma20 | 54% | 13 | 7 |
| Feature Analyst Sentiment Earnings Quality Mismatch | 69% | 13 | 9 |
| Feature Accrual Quality To Price Premium Credibility Cliff | 62% | 13 | 8 |
| Feature Llm Derived Eps Diff Revenue Ratio Analyst Consensus Bullish Pct | 69% | 13 | 9 |
| Feature Llm Derived Eps Diff Revenue Diff Llm Derived Eps Diff Total Assets | 62% | 13 | 8 |
| Feature Llm Derived Valuation Earnings Credibility Stress Diff Fcf Margin Pct | 31% | 13 | 4 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Diff Fcf Margin Pct | 31% | 13 | 4 |
| Feature Llm Derived Earnings Yield Pct Product Momentum 5D Product Llm Derived Momentum 5D Product Roe Pct | 54% | 13 | 7 |
| Feature Llm Derived Earnings Yield Pct Diff Momentum 5D Product Llm Derived Momentum 5D Product Roe Pct | 54% | 13 | 7 |
| Feature Llm Derived Roe Pct Diff Revenue Growth Pct Ratio Llm Derived Total Assets Diff Long Term Debt | 62% | 13 | 8 |
| Feature Insider Liquidation To Analyst Bullish Disconnect Severity Ratio | 46% | 13 | 6 |
| Feature Llm Derived Eps Diff Total Assets Diff Llm Derived Eps Product Net Income | 31% | 13 | 4 |
| Feature Llm Derived Pe Ratio Product Momentum 5D Ratio Llm Derived Pe Ratio Product Gross Margin Pct | 62% | 13 | 8 |
| Feature Llm Derived Cash Product Momentum 5D Ratio Llm Derived Total Assets Product Momentum 5D | 46% | 13 | 6 |
| Feature Llm Derived Cash Product Momentum 5D Ratio Llm Derived Earnings Yield Pct Product Momentum 5D | 38% | 13 | 5 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Gross Margin Pct Diff Debt To Equity | 54% | 13 | 7 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Llm Derived Ps Ratio Diff Debt To Equity | 38% | 13 | 5 |
| Feature Llm Derived Valuation Earnings Credibility Stress Product Revenue Growth Pct | 38% | 13 | 5 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Product Revenue Growth Pct | 38% | 13 | 5 |
| Feature Llm Derived Valuation Earnings Credibility Stress Ratio Llm Derived Eps Diff Stockholders Equity | 46% | 13 | 6 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Ratio Llm Derived Eps Diff Stockholders Equity | 46% | 13 | 6 |
| Feature Ps Ratio Ratio Llm Derived Total Assets Diff Ps Ratio | 46% | 13 | 6 |
| Feature Llm Derived Eps Diff Momentum 5D Diff Llm Derived Ps Ratio Diff Debt To Equity | 38% | 13 | 5 |
| Mined Momentum 20D | 50% | 12 | 6 |
| Feature Ps Ratio Diff Debt To Equity | 42% | 12 | 5 |
| Feature Pe Ratio Product Gross Margin Pct | 67% | 12 | 8 |
| Feature Earnings Yield Pct Product Revenue Growth Pct | 50% | 12 | 6 |
| Mined Llm Derived Ps Ratio Diff Debt To Equity | 67% | 12 | 8 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Sentiment Reality Credibility Gap | 42% | 12 | 5 |
| Feature Llm Derived Eps Diff Stockholders Equity Ratio Analyst Consensus Bullish Pct | 42% | 12 | 5 |
| Feature Insider Liquidation Authenticity Vs Analyst Conviction Net | 50% | 12 | 6 |
| Feature Revenue Growth Pct Product Momentum 10D | 42% | 12 | 5 |
| Feature Momentum 60D Diff Llm Derived Eps Diff Total Assets | 58% | 12 | 7 |
| Feature Llm Derived Eps Diff Total Assets Diff Llm Derived Cash Ratio Total Assets | 58% | 12 | 7 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Gross Margin Pct Diff Debt To Equity | 67% | 12 | 8 |
| Feature Llm Derived Eps Diff Total Assets Diff Llm Derived Stockholders Equity Diff Net Income | 67% | 12 | 8 |
| Feature Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Cash Diff Total Assets | 67% | 12 | 8 |
| Feature Momentum 60D Diff Llm Derived Total Assets Diff Net Income | 25% | 12 | 3 |
| Feature Momentum 10D Diff Llm Derived Total Assets Diff Net Income | 33% | 12 | 4 |
| Feature Momentum 20D Diff Llm Derived Total Assets Diff Net Income | 33% | 12 | 4 |
| Feature Price Vs Sma20 Diff Llm Derived Total Assets Diff Net Income | 33% | 12 | 4 |
| Feature Volatility 20D Diff Llm Derived Total Assets Diff Net Income | 33% | 12 | 4 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Diff Llm Derived Eps Diff Momentum 5D | 42% | 12 | 5 |
| Feature Llm Derived Total Assets Diff Operating Income Ratio Llm Derived Total Assets Diff Ps Ratio | 25% | 12 | 3 |
| Feature Llm Derived Growth Sustainability Margin Cliff Composite Diff Llm Derived Momentum 5D Product Roe Pct | 25% | 12 | 3 |
| Feature Llm Derived Valuation Earnings Credibility Stress Diff Net Margin Pct | 67% | 12 | 8 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Diff Net Margin Pct | 67% | 12 | 8 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Diff Llm Derived Ps Ratio Diff Debt To Equity | 58% | 12 | 7 |
| Feature Llm Derived Eps Diff Revenue Product Fcf Margin Pct | 50% | 12 | 6 |
| Feature Llm Derived Total Assets Diff Net Income Diff Llm Derived Stockholders Equity Diff Net Income | 33% | 12 | 4 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Product Llm Derived Earnings Yield Pct Product Momentum 5D | 42% | 12 | 5 |
| Feature Analyst Reality Collapse Vs Insider Action Mortality Spread | 50% | 12 | 6 |
| Mined Fcf Margin Pct | 46% | 11 | 5 |
| Feature Analyst Consensus Bullish Pct Diff Llm Derived Momentum 5D Product Roe Pct | 73% | 11 | 8 |
| Feature Price Vs Sma20 Product Llm Derived Cash Ratio Total Assets | 54% | 11 | 6 |
| Feature Llm Derived Cash Ratio Total Assets Diff Llm Derived Cash Diff Total Assets | 36% | 11 | 4 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Product Llm Derived Revenue Growth Pct Diff Debt To Equity | 46% | 11 | 5 |
| Feature Insider Liquidation Authenticity Vs Analyst Washout Severity | 46% | 11 | 5 |
| Feature Llm Derived Cash Ratio Total Assets Diff Llm Derived Stockholders Equity Diff Total Assets | 54% | 11 | 6 |
| Feature Llm Derived Eps Diff Stockholders Equity Product Fcf Margin Pct | 73% | 11 | 8 |
| Feature Rd Intensity Pct Product Llm Derived Momentum 5D Product Roe Pct | 46% | 11 | 5 |
| Feature Llm Derived Valuation Earnings Credibility Stress Diff Revenue Growth Pct | 36% | 11 | 4 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Diff Revenue Growth Pct | 36% | 11 | 4 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Gross Margin Pct Diff Debt To Equity | 36% | 11 | 4 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Product Llm Derived Momentum 5D Product Roe Pct | 46% | 11 | 5 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Diff Llm Derived Momentum 5D Product Roe Pct | 46% | 11 | 5 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Diff Rd Intensity Pct | 54% | 11 | 6 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Ratio Rd Intensity Pct | 46% | 11 | 5 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Diff Pb Ratio | 54% | 11 | 6 |
| Feature Llm Derived Ps Ratio Diff Roe Pct Diff Llm Derived Revenue Growth Pct Diff Debt To Equity | 54% | 11 | 6 |
| Feature Llm Derived Cash Ratio Total Assets Ratio Llm Derived Stockholders Equity Diff Total Assets | 54% | 11 | 6 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Diff Ps Ratio | 64% | 11 | 7 |
| Feature Llm Derived Roe Pct Diff Gross Margin Pct Product Llm Derived Momentum 5D Product Roe Pct | 64% | 11 | 7 |
| Feature Llm Derived Roe Pct Diff Gross Margin Pct Diff Llm Derived Momentum 5D Product Roe Pct | 64% | 11 | 7 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Accruals Ratio | 73% | 11 | 8 |
| Feature Llm Derived Ps Ratio Diff Roe Pct Diff Debt To Equity | 46% | 11 | 5 |
| Feature Llm Derived Valuation Earnings Credibility Stress Ratio Fcf Margin Pct | 54% | 11 | 6 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Ratio Fcf Margin Pct | 54% | 11 | 6 |
| Feature Llm Derived Eps Diff Revenue Diff Llm Derived Cash Diff Total Assets | 73% | 11 | 8 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Llm Derived Gross Margin Pct Ratio Earnings Yield Pct | 36% | 11 | 4 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Product Debt To Equity | 27% | 11 | 3 |
| Feature Llm Derived Momentum 5D Product Shares Outstanding Ratio Llm Derived Momentum 5D Product Total Liabilities | 27% | 11 | 3 |
| Feature Llm Derived Eps Diff Revenue Diff Accruals Ratio | 54% | 11 | 6 |
| Feature Insider Liquidation Severity To Analyst Bullish Premium Ratio | 64% | 11 | 7 |
| Feature Insider Liquidation Sentiment Reality Cliff | 64% | 11 | 7 |
| Feature Insider Liquidation Mortality Vs Analyst Bullish Consensus Reality Spread | 54% | 11 | 6 |
| Feature Analyst Conviction To Insider Reality Credibility Spread | 46% | 11 | 5 |
| Feature Analyst Conviction To Insider Net Action Reality Gap | 46% | 11 | 5 |
| Feature Insider Conviction Reality Score | 27% | 11 | 3 |
| Feature Analyst Insider Conviction Divergence | 27% | 11 | 3 |
| Feature Analyst Conviction To Insider Reality Spread | 27% | 11 | 3 |
| Feature Analyst Conviction To Insider Reality Authenticity Delta | 27% | 11 | 3 |
| Feature Analyst Conviction Vs Insider Reality Authenticity Spread | 27% | 11 | 3 |
| Feature Insider Analyst Conviction Reality Spread | 46% | 11 | 5 |
| Feature Insider Liquidation Vs Analyst Bullish Ratio | 9% | 11 | 1 |
| Feature Insider Liquidation Vs Analyst Conviction Authenticity Ratio | 9% | 11 | 1 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Analyst Conviction Reality Collapse Signal | 64% | 11 | 7 |
| Feature Analyst Conviction Insider Reality Authenticity Spread | 18% | 11 | 2 |
| Feature Pe Ratio Ratio Analyst Consensus Bullish Pct | 73% | 11 | 8 |
| Feature Analyst Conviction Insider Reality Gap | 36% | 11 | 4 |
| Feature Insider Liquidation Vs Analyst Washout Authenticity Net | 46% | 11 | 5 |
| Mined Sbc Intensity Pct | 50% | 10 | 5 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Llm Derived Margin Sustainability Confidence Gap | 70% | 10 | 7 |
| Feature Llm Derived Eps Diff Revenue Product Revenue Growth Pct | 30% | 10 | 3 |
| Feature Price Vs Sma20 Diff Llm Derived Cash Ratio Total Assets | 60% | 10 | 6 |
| Feature Llm Derived Total Assets Diff Operating Income Diff Llm Derived Eps Product Total Liabilities | 40% | 10 | 4 |
| Feature Llm Derived Total Assets Diff Shares Outstanding Ratio Llm Derived Total Assets Diff Ps Ratio | 70% | 10 | 7 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Diff Llm Derived Pe Ratio Product Momentum 5D | 40% | 10 | 4 |
| Feature Rd Intensity Pct Diff Llm Derived Momentum 5D Product Roe Pct | 40% | 10 | 4 |
| Feature Llm Derived Eps Diff Revenue Diff Net Margin Pct | 50% | 10 | 5 |
| Feature Llm Derived Eps Product Net Income Ratio Llm Derived Cash Ratio Total Assets | 60% | 10 | 6 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Diff Debt To Equity | 70% | 10 | 7 |
| Feature Llm Derived Earnings Yield Pct Product Momentum 5D Diff Llm Derived Momentum 5D Product Roe Pct | 50% | 10 | 5 |
| Feature Llm Derived Earnings Yield Pct Diff Momentum 5D Diff Llm Derived Momentum 5D Product Roe Pct | 60% | 10 | 6 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Fcf Margin Pct | 70% | 10 | 7 |
| Feature Analyst Conviction To Margin Cliff Reality Compression | 70% | 10 | 7 |
| Feature Valuation To Insider Reality Authenticity Spread | 50% | 10 | 5 |
| Feature Analyst Conviction Reality Authenticity Stress Ratio | 60% | 10 | 6 |
| Feature Insider Analyst Authenticity Delta | 50% | 10 | 5 |
| Feature Earnings Delivery Credibility Spread | 60% | 10 | 6 |
| Feature Insider Liquidation To Sentiment Reality Credibility Ratio | 20% | 10 | 2 |
| Feature Analyst Conviction Reality Collapse To Price Premium Incoherence | 50% | 10 | 5 |
| Feature Earnings Delivery Quality Deterioration Index | 50% | 10 | 5 |
| Feature Insider Liquidation Authenticity Net Signal | 30% | 10 | 3 |
| Feature Insider Liquidation To Analyst Premium Reality Spread | 30% | 10 | 3 |
| Feature Llm Derived Eps Diff Momentum 5D Product Llm Derived Valuation Quality Compression Ratio | 70% | 10 | 7 |
| Feature Momentum 20D Product Llm Derived Cash Ratio Total Assets | 60% | 10 | 6 |
| Feature Insider Analyst Conviction Authenticity Net Adjusted | 30% | 10 | 3 |
| Feature Analyst Reality Collapse Credibility Bleed | 60% | 10 | 6 |
| Feature Analyst Consensus Bullish Pct Diff Volatility 20D | 50% | 10 | 5 |
| Feature Analyst Conviction Reality Gap Premium | 60% | 10 | 6 |
| Feature Insider Liquidation Vs Analyst Conviction Washout Severity | 50% | 10 | 5 |
| Feature Insider Liquidation Vs Ai Narrative Coherence Signal | 50% | 10 | 5 |
| Feature Analyst Bullish Premium Vs Insider Reality Tax Unwind Ratio | 50% | 10 | 5 |
| Feature Analyst Conviction Insider Reality Collapse Ratio | 50% | 10 | 5 |
| Feature Analyst Conviction Insider Reality Authenticity Spread | 50% | 10 | 5 |
| Feature Analyst Conviction Insider Reality Wedge Premium | 50% | 10 | 5 |
| Feature Insider Liquidation To Analyst Bullish Authenticity Compression | 20% | 10 | 2 |
| Feature Momentum 10D Ratio Llm Derived Momentum 10D Diff Momentum 5D | 70% | 10 | 7 |
| Feature Momentum 10D Diff Llm Derived Cash Ratio Total Assets | 80% | 10 | 8 |
| Feature Momentum 20D Ratio Volatility 20D | 30% | 10 | 3 |
| Mined Pe Ratio | 67% | 9 | 6 |
| Feature Analyst Credibility Anchor | 44% | 9 | 4 |
| Feature Growth Quality Margin Cliff Risk | 33% | 9 | 3 |
| Mined Momentum 60D | 33% | 9 | 3 |
| Mined Momentum 60D | 44% | 9 | 4 |
| Feature Sbc Intensity Pct Product Volatility 20D | 22% | 9 | 2 |
| Feature Llm Derived Valuation Earnings Credibility Stress Ratio Net Margin Pct | 33% | 9 | 3 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Ratio Net Margin Pct | 33% | 9 | 3 |
| Feature Margin Cliff To Insider Liquidation Death Spiral Ratio | 56% | 9 | 5 |
| Feature Fcf Quality To Capex Intensity Tension Multiple | 67% | 9 | 6 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Ratio Ps Ratio | 67% | 9 | 6 |
| Feature Llm Derived Eps Diff Revenue Ratio Llm Derived Eps Product Net Income | 44% | 9 | 4 |
| Feature Llm Derived Eps Diff Stockholders Equity Ratio Volatility 20D | 56% | 9 | 5 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Gross Margin Pct | 33% | 9 | 3 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Ratio Fcf Margin Pct | 56% | 9 | 5 |
| Feature Analyst Reality Collapse Earnings Yield Discount | 56% | 9 | 5 |
| Feature Valuation To Growth Reality Gap | 56% | 9 | 5 |
| Feature Analyst Credibility Reality Divergence Premium | 89% | 9 | 8 |
| Feature Fcf Solvency To Valuation Death Spiral Real Composite | 44% | 9 | 4 |
| Feature Analyst Sentiment Vs Fundamental Credibility Divergence | 78% | 9 | 7 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Analyst Reality Collapse Index | 67% | 9 | 6 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Analyst Conviction Reality Collapse Signal | 67% | 9 | 6 |
| Feature Pe Ratio Diff Accruals Ratio | 56% | 9 | 5 |
| Feature Margin Cliff Valuation Burn Index | 33% | 9 | 3 |
| Feature Valuation Growth Quality Cliff Spread | 56% | 9 | 5 |
| Feature Margin Cliff Earnings Delivery Stress Premium | 44% | 9 | 4 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Analyst Conviction Reality Collapse Signal | 78% | 9 | 7 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Analyst Reality Collapse Index | 67% | 9 | 6 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Analyst Reality Collapse Index | 67% | 9 | 6 |
| Feature Volatility 20D Diff Momentum 120D | 56% | 9 | 5 |
| Feature Sentiment Reality Earnings Cliff Mortality Score | 44% | 9 | 4 |
| Feature Insider Liquidation To Valuation Momentum Decay | 44% | 9 | 4 |
| Feature Analyst Conviction Fade Earnings Reality Severity | 67% | 9 | 6 |
| Feature Analyst Conviction Vs Reality Authenticity Collapse Normalized | 33% | 9 | 3 |
| Feature Llm Derived Cash Product Momentum 5D Ratio Llm Derived Total Assets Product Momentum 5D | 67% | 9 | 6 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Product Fcf Margin Pct | 56% | 9 | 5 |
| Mined Llm Derived Total Liabilities Ratio Shares Outstanding | 50% | 8 | 4 |
| Mined Llm Derived Cash Ratio Total Assets | 50% | 8 | 4 |
| Mined Llm Derived Cash Ratio Total Assets | 50% | 8 | 4 |
| Feature Valuation Stress To Earnings Ratio | 50% | 8 | 4 |
| Feature Valuation Stress To Earnings Growth Multiplier | 50% | 8 | 4 |
| Feature Valuation Sentiment Quality Disconnect Score | 25% | 8 | 2 |
| Feature Growth Quality Margin Cliff Risk | 38% | 8 | 3 |
| Feature Growth Valuation Quality Mismatch | 50% | 8 | 4 |
| Feature Valuation Quality Compression Ratio | 75% | 8 | 6 |
| Feature Margin Sustainability Confidence Gap | 62% | 8 | 5 |
| Feature Valuation Quality Compression Ratio | 75% | 8 | 6 |
| Feature Valuation Sentiment Earnings Gap | 50% | 8 | 4 |
| Feature Analyst Sentiment Earnings Quality Mismatch | 88% | 8 | 7 |
| Mined Llm Derived Momentum 20D Diff Volatility 20D | 75% | 8 | 6 |
| Mined Llm Derived Momentum 10D Diff Momentum 5D | 12% | 8 | 1 |
| Mined Llm Derived Momentum 10D Diff Momentum 5D | 38% | 8 | 3 |
| Feature Price Vs Sma20 Ratio Llm Derived Eps Product Net Income | 25% | 8 | 2 |
| Feature Llm Derived Eps Diff Revenue Ratio Llm Derived Cash Ratio Total Assets | 62% | 8 | 5 |
| Feature Pb Ratio Ratio Debt To Equity | 50% | 8 | 4 |
| Feature Ps Ratio Diff Llm Derived Revenue Growth Pct Diff Debt To Equity | 50% | 8 | 4 |
| Feature Pe Ratio Diff Fcf Margin Pct | 50% | 8 | 4 |
| Feature Llm Derived Revenue Growth Pct Ratio Debt To Equity Diff Llm Derived Eps Diff Momentum 5D | 38% | 8 | 3 |
| Feature Insider Liquidation To Valuation Mortality Cascade | 75% | 8 | 6 |
| Feature Insider Liquidation Vs Analyst Conviction Authenticity Spread | 62% | 8 | 5 |
| Feature Insider Vs Analyst Authenticity Collapse Ratio | 38% | 8 | 3 |
| Feature Insider Liquidation To Analyst Conviction Gap | 62% | 8 | 5 |
| Feature Margin Cliff Credibility Composite | 38% | 8 | 3 |
| Feature Valuation Burn To Earnings Surprise Cliff | 50% | 8 | 4 |
| Mined Llm Derived Llm Derived Momentum 5D Diff Price Vs Sma20 Diff Llm Derived Momentum 10D Diff Volatility 20D | 38% | 8 | 3 |
| Feature Pb Ratio Diff Debt To Equity | 25% | 8 | 2 |
| Feature Momentum 10D Diff Llm Derived Momentum 10D Diff Volatility 20D | 62% | 8 | 5 |
| Feature Sentiment Reality Earnings Quality Distress Score | 50% | 8 | 4 |
| Feature Sentiment Reality Coherence Premium | 25% | 8 | 2 |
| Feature Analyst Insider Authenticity Delta | 50% | 8 | 4 |
| Feature Analyst Insider Conviction Authenticity Spread | 50% | 8 | 4 |
| Feature Analyst Conviction Vs Insider Reality Authenticity Gap | 50% | 8 | 4 |
| Feature Llm Derived Eps Diff Stockholders Equity Product Fcf Margin Pct | 75% | 8 | 6 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Sentiment Reality Credibility Gap | 75% | 8 | 6 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Net Margin Pct | 38% | 8 | 3 |
| Feature Margin Cliff Vs Valuation Stress Leverage | 75% | 8 | 6 |
| Feature Rd Intensity Pct Product Llm Derived Momentum 5D Product Roe Pct | 62% | 8 | 5 |
| Feature Llm Derived Earnings Yield Pct Product Momentum 5D Product Llm Derived Momentum 5D Product Roe Pct | 25% | 8 | 2 |
| Feature Llm Derived Earnings Yield Pct Diff Momentum 5D Product Llm Derived Momentum 5D Product Roe Pct | 38% | 8 | 3 |
| Feature Margin Cliff To Valuation Burn Ratio | 38% | 8 | 3 |
| Feature Margin Cliff Valuation Coherence Tax | 50% | 8 | 4 |
| Feature Analyst Conviction Vs Insider Liquidation Reality Spread | 25% | 8 | 2 |
| Feature Momentum 20D Product Volatility 20D | 62% | 8 | 5 |
| Feature Momentum 20D Diff Llm Derived Momentum 10D Diff Price Vs Sma20 | 25% | 8 | 2 |
| Feature Momentum 10D Product Llm Derived Llm Derived Momentum 10D Diff Momentum 20D Diff Llm Derived Momentum 10D Product Volatility 20D | 62% | 8 | 5 |
| Feature Insider Liquidation To Analyst Washout Severity Composite | 50% | 8 | 4 |
| Feature Insider Liquidation Authenticity Signal | 12% | 8 | 1 |
| Feature Insider Liquidation Vs Analyst Consensus Reality Spread | 38% | 8 | 3 |
| Feature Insider Liquidation To Valuation Premium Authenticity Spread | 38% | 8 | 3 |
| Feature Insider Liquidation To Analyst Bullish Consensus Death Spread | 62% | 8 | 5 |
| Feature Accruals Ratio Ratio Fcf Margin Pct | 50% | 8 | 4 |
| Feature Accruals Ratio Ratio Fcf Margin Pct | 62% | 8 | 5 |
| Feature Llm Derived Pe Ratio Product Momentum 5D Ratio Llm Derived Pe Ratio Product Gross Margin Pct | 75% | 8 | 6 |
| Feature Valuation Reality Earnings Cliff Product | 75% | 8 | 6 |
| Feature Insider Capitulation To Eps Sentiment Reality Score | 14% | 7 | 1 |
| Feature Analyst Credibility Anchor | 14% | 7 | 1 |
| Feature Ps Ratio Diff Roe Pct | 43% | 7 | 3 |
| Mined Llm Derived Ps Ratio Diff Roe Pct | 57% | 7 | 4 |
| Feature Margin Sustainability Confidence Gap | 29% | 7 | 2 |
| Feature Valuation Sentiment Earnings Gap | 57% | 7 | 4 |
| Feature Analyst Consensus Bullish Pct Product Net Margin Pct | 43% | 7 | 3 |
| Feature Momentum 20D Diff Llm Derived Cash Ratio Total Assets | 57% | 7 | 4 |
| Feature Revenue Growth Pct Diff Momentum 10D | 71% | 7 | 5 |
| Feature Llm Derived Eps Diff Revenue Product Net Margin Pct | 71% | 7 | 5 |
| Feature Sbc Intensity Pct Product Llm Derived Cash Ratio Total Assets | 43% | 7 | 3 |
| Feature Pe Ratio Diff Net Margin Pct | 14% | 7 | 1 |
| Feature Llm Derived Eps Diff Revenue Diff Revenue Growth Pct | 57% | 7 | 4 |
| Feature Accruals Ratio Diff Net Margin Pct | 57% | 7 | 4 |
| Feature Valuation To Growth Coherence Exhaustion Buffer | 71% | 7 | 5 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Sentiment Reality Credibility Gap | 71% | 7 | 5 |
| Feature Llm Derived Valuation Earnings Credibility Stress Diff Fcf Margin Pct | 29% | 7 | 2 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Diff Fcf Margin Pct | 29% | 7 | 2 |
| Feature Analyst Sentiment Vs Fundamentals Disconnect | 57% | 7 | 4 |
| Feature Analyst Conviction Credibility Haircut To Price Multiple | 57% | 7 | 4 |
| Feature Valuation Sentiment Earnings Cliff Mortality Premium | 43% | 7 | 3 |
| Feature Llm Derived Growth Sustainability Margin Cliff Composite Diff Llm Derived Momentum 5D Product Roe Pct | 29% | 7 | 2 |
| Feature Llm Derived Momentum 5D Product Roe Pct Ratio Llm Derived Gross Margin Pct Diff Debt To Equity | 43% | 7 | 3 |
| Feature Price Vs Sma20 Diff Llm Derived Momentum 10D Diff Volatility 20D | 86% | 7 | 6 |
| Feature Analyst Sentiment Fundamental Reality Gap Severity Adjusted | 57% | 7 | 4 |
| Feature Rd To Gross Profit Leverage | 29% | 7 | 2 |
| Feature Margin Cliff To Revenue Quality Compression Ratio | 57% | 7 | 4 |
| Feature Sbc Intensity Pct Diff Momentum 10D | 43% | 7 | 3 |
| Feature Insider Liquidation To Valuation Mortality Signal | 71% | 7 | 5 |
| Feature Pe Ratio Diff Fcf Margin Pct | 71% | 7 | 5 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Revenue Growth Pct | 71% | 7 | 5 |
| Feature Pe Ratio Diff Revenue Growth Pct | 71% | 7 | 5 |
| Feature Llm Derived Eps Diff Revenue Ratio Revenue Growth Pct | 71% | 7 | 5 |
| Feature Valuation Sentiment Earnings Reality Compression Multiple | 57% | 7 | 4 |
| Feature Margin Cliff To Revenue Growth Sustainability Ratio | 71% | 7 | 5 |
| Feature Momentum 20D Diff Llm Derived Momentum 10D Diff Momentum 5D | 29% | 7 | 2 |
| Feature Valuation Burn To Fcf Sustainability Reality Cliff | 71% | 7 | 5 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Product Llm Derived Earnings Yield Pct Product Momentum 5D | 57% | 7 | 4 |
| Feature Momentum 20D Diff Llm Derived Momentum 10D Diff Momentum 20D | 57% | 7 | 4 |
| Feature Margin Sustainability Vs Revenue Growth Coherence Score | 57% | 7 | 4 |
| Feature Fcf Solvency To Valuation Death Spiral Compression Ratio | 29% | 7 | 2 |
| Feature Llm Derived Eps Product Net Income Ratio Llm Derived Cash Ratio Total Assets | 29% | 7 | 2 |
| Feature Llm Derived Eps Diff Revenue Product Fcf Margin Pct | 29% | 7 | 2 |
| Feature Insider Liquidation To Analyst Washout Severity | 57% | 7 | 4 |
| Feature Insider Liquidation To Analyst Sentiment Death Ratio | 57% | 7 | 4 |
| Feature Insider Liquidation To Analyst Bullish Premium Authenticity Net | 57% | 7 | 4 |
| Feature Accrual Quality To Price Disconnect Severity | 86% | 7 | 6 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Fcf Margin Pct | 71% | 7 | 5 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Product Accruals Ratio | 71% | 7 | 5 |
| Feature Llm Derived Earnings Yield Pct Product Momentum 5D Diff Llm Derived Momentum 5D Product Roe Pct | 57% | 7 | 4 |
| Feature Llm Derived Earnings Yield Pct Diff Momentum 5D Diff Llm Derived Momentum 5D Product Roe Pct | 71% | 7 | 5 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Product Fcf Margin Pct | 71% | 7 | 5 |
| Feature Momentum 10D Diff Llm Derived Cash Ratio Total Assets | 71% | 7 | 5 |
| Feature Valuation To Growth Coherence Exhaustion Buffer | 57% | 7 | 4 |
| Feature Accruals Ratio Diff Net Margin Pct | 57% | 7 | 4 |
| Feature Credibility Decay Composite Via Insider Action | 43% | 7 | 3 |
| Mined Revenue Growth Pct | 33% | 6 | 2 |
| Mined Llm Derived Eps Product Total Assets | 83% | 6 | 5 |
| Feature Analyst Reality Collapse Severity Index | 67% | 6 | 4 |
| Mined Llm Derived Total Liabilities Ratio Shares Outstanding | 50% | 6 | 3 |
| Feature Roe Pct Diff Revenue Growth Pct | 33% | 6 | 2 |
| Mined Llm Derived Ps Ratio Diff Roe Pct | 50% | 6 | 3 |
| Mined Llm Derived Ps Ratio Diff Debt To Equity | 83% | 6 | 5 |
| Insider Analyst Divergence | 17% | 6 | 1 |
| Mined Llm Derived Momentum 10D Diff Volatility 20D | 50% | 6 | 3 |
| Feature Momentum 20D Ratio Price Vs Sma20 | 33% | 6 | 2 |
| Feature Llm Derived Total Assets Diff Net Income Diff Llm Derived Cash Ratio Total Assets | 17% | 6 | 1 |
| Feature Reality Credibility Decay Vs Revenue Growth Premium | 50% | 6 | 3 |
| Feature Analyst Consensus Bullish Pct Diff Net Margin Pct | 33% | 6 | 2 |
| Feature Sbc Intensity Pct Ratio Volatility 20D | 67% | 6 | 4 |
| Feature Llm Derived Eps Product Net Income Ratio Llm Derived Total Assets Diff Net Income | 67% | 6 | 4 |
| Feature Margin Cliff To Revenue Growth Incoherence Real Mortality | 33% | 6 | 2 |
| Feature Llm Derived Eps Diff Momentum 5D Ratio Llm Derived Valuation Quality Compression Ratio | 33% | 6 | 2 |
| Feature Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Stockholders Equity Diff Total Assets | 33% | 6 | 2 |
| Feature Llm Derived Momentum 5D Ratio Long Term Debt Diff Llm Derived Analyst Reality Collapse Index | 67% | 6 | 4 |
| Feature Llm Derived Momentum 5D Ratio Long Term Debt Diff Llm Derived Sentiment Reality Credibility Gap | 67% | 6 | 4 |
| Feature Revenue Growth To Margin Cliff Safety Buffer | 33% | 6 | 2 |
| Feature Llm Derived Eps Diff Total Assets Diff Llm Derived Stockholders Equity Diff Net Income | 67% | 6 | 4 |
| Feature Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Cash Diff Total Assets | 67% | 6 | 4 |
| Feature Llm Derived Momentum 5D Ratio Long Term Debt Diff Llm Derived Analyst Conviction Reality Collapse Signal | 50% | 6 | 3 |
| Feature Llm Derived Eps Diff Total Assets Diff Llm Derived Eps Product Net Income | 17% | 6 | 1 |
| Feature Llm Derived Eps Product Net Income Diff Llm Derived Total Assets Diff Net Income | 67% | 6 | 4 |
| Feature Llm Derived Total Assets Diff Ps Ratio Ratio Debt To Equity | 50% | 6 | 3 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Diff Llm Derived Eps Diff Momentum 5D | 17% | 6 | 1 |
| Feature Rd Intensity Pct Diff Llm Derived Momentum 5D Product Roe Pct | 50% | 6 | 3 |
| Feature Analyst Consensus Bullish Pct Ratio Llm Derived Eps Diff Revenue | 83% | 6 | 5 |
| Feature Momentum 10D Ratio Llm Derived Cash Ratio Total Assets | 50% | 6 | 3 |
| Feature Llm Derived Valuation Earnings Credibility Stress Ratio Fcf Margin Pct | 50% | 6 | 3 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Ratio Fcf Margin Pct | 50% | 6 | 3 |
| Feature Analyst Bullish Premium Vs Insider Reality Net | 17% | 6 | 1 |
| Feature Valuation To Margin Sustainability Cliff Ratio | 67% | 6 | 4 |
| Feature Margin Cliff To Valuation Multiple Haircut | 83% | 6 | 5 |
| Feature Price Vs Sma20 Diff Volatility 20D | 33% | 6 | 2 |
| Feature Margin Cliff To Revenue Growth Reality Inversion Severity | 67% | 6 | 4 |
| Feature Llm Derived Cash Product Momentum 5D Ratio Llm Derived Earnings Yield Pct Product Momentum 5D | 17% | 6 | 1 |
| Feature Analyst Sentiment Vs Insider Reality Credibility Tax | 67% | 6 | 4 |
| Feature Margin Cliff Revenue Growth Incoherence Absorption Index | 67% | 6 | 4 |
| Feature Margin Sustainability To Growth Quality Reality Gap | 67% | 6 | 4 |
| Feature Margin Sustainability Gap Vs Revenue Growth Mismatch | 67% | 6 | 4 |
| Feature Margin Cliff To Revenue Incoherence Mortality Premium | 67% | 6 | 4 |
| Feature Analyst Bullish Conviction Authenticity Haircut Composite | 67% | 6 | 4 |
| Feature Pe Ratio Product Accruals Ratio | 33% | 6 | 2 |
| Feature Llm Derived Momentum 5D Product Roe Pct Diff Llm Derived Gross Margin Pct Diff Debt To Equity | 50% | 6 | 3 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Accruals Ratio | 67% | 6 | 4 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Product Accruals Ratio | 50% | 6 | 3 |
| Feature Pe Ratio Product Accruals Ratio | 50% | 6 | 3 |
| Feature Pe Ratio Diff Accruals Ratio | 50% | 6 | 3 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Llm Derived Ps Ratio Diff Debt To Equity | 33% | 6 | 2 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Ratio Fcf Margin Pct | 50% | 6 | 3 |
| Feature Sbc Intensity Pct Diff Momentum 10D | 67% | 6 | 4 |
| Combo Gross Margin Pct Diff Debt To | 40% | 5 | 2 |
| Combo Pe Ratio Product Gross Margin | 40% | 5 | 2 |
| Combo Gross Margin Pct Ratio Earning | 40% | 5 | 2 |
| Combo Roe Pct Diff Revenue Growth Pc | 60% | 5 | 3 |
| Combo Ps Ratio Diff Debt To Equity | 40% | 5 | 2 |
| Combo Roe Pct Diff Gross Margin Pct | 60% | 5 | 3 |
| Combo Earnings Yield Pct Product Rev | 40% | 5 | 2 |
| Combo Total Assets Diff Operating In | 60% | 5 | 3 |
| Combo Pe Ratio Diff Total Assets | 40% | 5 | 2 |
| Combo Total Assets Diff Net Income | 60% | 5 | 3 |
| Combo Total Assets Diff Shares Outst | 60% | 5 | 3 |
| Combo Stockholders Equity Diff Eps E | 60% | 5 | 3 |
| Combo Eps Diff Total Assets | 40% | 5 | 2 |
| Combo Total Assets Diff Long Term De | 60% | 5 | 3 |
| Combo Total Assets Diff Ps Ratio | 60% | 5 | 3 |
| Combo Total Assets Diff Earnings Yie | 60% | 5 | 3 |
| Combo Total Assets Diff Revenue Grow | 60% | 5 | 3 |
| Combo Momentum 5D Product Total Liab | 40% | 5 | 2 |
| Combo Total Assets Product Momentum | 40% | 5 | 2 |
| Combo Volatility 20D Product Momentu | 40% | 5 | 2 |
| Combo Pe Ratio Product Momentum 5D | 40% | 5 | 2 |
| Combo Eps Diff Momentum 5D | 60% | 5 | 3 |
| Combo Earnings Yield Pct Diff Moment | 60% | 5 | 3 |
| Combo Earnings Yield Pct Product Mom | 40% | 5 | 2 |
| Combo Momentum 5D Ratio Shares Outst | 40% | 5 | 2 |
| Combo Momentum 5D Ratio Total Liabil | 40% | 5 | 2 |
| Combo Momentum 5D Ratio Long Term De | 40% | 5 | 2 |
| Combo Momentum 5D Product Shares Out | 40% | 5 | 2 |
| Combo Momentum 5D Product Roe Pct | 40% | 5 | 2 |
| Mined Llm Derived Stockholders Equity Diff Net Income | 40% | 5 | 2 |
| Mined Analyst Consensus Bullish Pct | 20% | 5 | 1 |
| Mined Llm Derived Total Assets Ratio Shares Outstanding | 40% | 5 | 2 |
| Feature Valuation Sentiment Quality Disconnect Score | 0% | 5 | 0 |
| Feature Earnings Yield Pct Product Revenue Growth Pct | 40% | 5 | 2 |
| Mined Llm Derived Momentum 20D Diff Price Vs Sma20 | 0% | 5 | 0 |
| Mined Llm Derived Momentum 20D Diff Volatility 20D | 60% | 5 | 3 |
| Mined Llm Derived Momentum 10D Diff Volatility 20D | 80% | 5 | 4 |
| Regime Low Vol Warning | 80% | 5 | 4 |
| Feature Momentum 20D Ratio Llm Derived Total Assets Diff Net Income | 20% | 5 | 1 |
| Feature Momentum 20D Ratio Llm Derived Cash Diff Total Assets | 20% | 5 | 1 |
| Feature Momentum 20D Ratio Llm Derived Eps Diff Total Assets | 20% | 5 | 1 |
| Feature Volatility 20D Ratio Llm Derived Cash Diff Total Assets | 20% | 5 | 1 |
| Feature Price Vs Sma20 Ratio Llm Derived Eps Diff Total Assets | 20% | 5 | 1 |
| Feature Price Vs Sma20 Ratio Llm Derived Cash Diff Total Assets | 20% | 5 | 1 |
| Feature Price Vs Sma20 Ratio Llm Derived Total Assets Diff Net Income | 20% | 5 | 1 |
| Feature Volatility 20D Ratio Llm Derived Eps Diff Total Assets | 20% | 5 | 1 |
| Feature Pe Ratio Diff Llm Derived Valuation Earnings Credibility Stress | 60% | 5 | 3 |
| Feature Pe Ratio Diff Llm Derived Valuation Premium To Earnings Growth Compression | 60% | 5 | 3 |
| Feature Rd Intensity Pct Diff Llm Derived Earnings Yield Pct Diff Momentum 5D | 20% | 5 | 1 |
| Feature Volatility 20D Diff Llm Derived Cash Ratio Total Assets | 40% | 5 | 2 |
| Feature Momentum 20D Ratio Llm Derived Eps Product Net Income | 60% | 5 | 3 |
| Feature Llm Derived Eps Diff Revenue Ratio Analyst Consensus Bullish Pct | 60% | 5 | 3 |
| Feature Valuation To Capex Crisis Buffer Compression Ratio | 20% | 5 | 1 |
| Feature Llm Derived Eps Product Net Income Ratio Llm Derived Eps Diff Total Assets | 20% | 5 | 1 |
| Feature Llm Derived Eps Diff Revenue Diff Llm Derived Eps Diff Total Assets | 60% | 5 | 3 |
| Feature Price Vs Sma20 Product Llm Derived Cash Ratio Total Assets | 40% | 5 | 2 |
| Feature Llm Derived Cash Ratio Total Assets Diff Llm Derived Cash Diff Total Assets | 20% | 5 | 1 |
| Feature Analyst Consensus Bullish Pct Diff Llm Derived Momentum 5D Product Roe Pct | 60% | 5 | 3 |
| Feature Llm Derived Cash Ratio Total Assets Diff Llm Derived Stockholders Equity Diff Total Assets | 40% | 5 | 2 |
| Feature Llm Derived Eps Diff Revenue Ratio Llm Derived Cash Ratio Total Assets | 80% | 5 | 4 |
| Feature Insider Liquidation Authenticity Vs Analyst Conviction Net | 60% | 5 | 3 |
| Feature Momentum 60D Diff Llm Derived Total Assets Diff Net Income | 40% | 5 | 2 |
| Feature Momentum 60D Diff Llm Derived Eps Diff Total Assets | 80% | 5 | 4 |
| Feature Llm Derived Eps Diff Total Assets Diff Llm Derived Cash Ratio Total Assets | 80% | 5 | 4 |
| Feature Momentum 10D Diff Llm Derived Total Assets Diff Net Income | 40% | 5 | 2 |
| Feature Momentum 20D Diff Llm Derived Total Assets Diff Net Income | 40% | 5 | 2 |
| Feature Price Vs Sma20 Diff Llm Derived Total Assets Diff Net Income | 40% | 5 | 2 |
| Feature Volatility 20D Diff Llm Derived Total Assets Diff Net Income | 40% | 5 | 2 |
| Feature Llm Derived Total Assets Diff Operating Income Diff Llm Derived Eps Product Total Liabilities | 40% | 5 | 2 |
| Feature Llm Derived Eps Diff Revenue Product Revenue Growth Pct | 0% | 5 | 0 |
| Feature Llm Derived Total Assets Diff Operating Income Ratio Llm Derived Total Assets Diff Ps Ratio | 40% | 5 | 2 |
| Feature Analyst Consensus Bullish Pct Product Llm Derived Valuation To Growth Credibility Mismatch | 40% | 5 | 2 |
| Feature Analyst Reality Collapse Vs Forward Eps Credibility Decay Tax | 40% | 5 | 2 |
| Feature Momentum 20D Ratio Llm Derived Eps Product Net Income | 20% | 5 | 1 |
| Feature Price Vs Sma20 Ratio Llm Derived Eps Product Net Income | 60% | 5 | 3 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Sentiment Reality Credibility Gap | 80% | 5 | 4 |
| Feature Momentum 20D Ratio Price Vs Sma20 | 60% | 5 | 3 |
| Feature Llm Derived Momentum 5D Product Shares Outstanding Ratio Llm Derived Momentum 5D Product Total Liabilities | 60% | 5 | 3 |
| Feature Valuation To Earnings Growth Coherence Decay Index | 40% | 5 | 2 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Ratio Net Margin Pct | 40% | 5 | 2 |
| Feature Margin Cliff To Valuation Stress Multiplier | 60% | 5 | 3 |
| Feature Valuation Growth Exhaustion Buffer Real Months | 40% | 5 | 2 |
| Feature Margin Cliff To Insider Liquidation Death Spiral Ratio | 80% | 5 | 4 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Diff Llm Derived Pe Ratio Product Momentum 5D | 20% | 5 | 1 |
| Feature Revenue Growth Pct Product Momentum 10D | 20% | 5 | 1 |
| Feature Analyst Conviction Reality Collapse To Price Premium Inversion | 60% | 5 | 3 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Diff Pb Ratio | 80% | 5 | 4 |
| Feature Llm Derived Roe Pct Diff Gross Margin Pct Product Llm Derived Momentum 5D Product Roe Pct | 40% | 5 | 2 |
| Feature Llm Derived Roe Pct Diff Gross Margin Pct Diff Llm Derived Momentum 5D Product Roe Pct | 60% | 5 | 3 |
| Feature Analyst Conviction Fade To Price Reality Shock Index | 100% | 5 | 5 |
| Feature Analyst Conviction Reality Collapse Premium | 100% | 5 | 5 |
| Feature Analyst Conviction Reality Collapse Severity Normalized | 60% | 5 | 3 |
| Feature Margin Sustainability Vs Revenue Reality Tension | 80% | 5 | 4 |
| Feature Llm Derived Momentum 5D Product Roe Pct Product Llm Derived Gross Margin Pct Diff Debt To Equity | 40% | 5 | 2 |
| Feature Sentiment Reality Credibility Gap To Valuation Burn Exhaustion Multiple | 40% | 5 | 2 |
| Feature Momentum 10D Product Llm Derived Eps Diff Revenue | 0% | 5 | 0 |
| Feature Valuation To Capex Crisis Buffer Compression Ratio | 20% | 5 | 1 |
| Feature Llm Derived Eps Diff Revenue Diff Accruals Ratio | 60% | 5 | 3 |
| Feature Sbc Intensity Pct Diff Llm Derived Cash Ratio Total Assets | 60% | 5 | 3 |
| Feature Valuation To Capex Crisis Compression Ratio | 60% | 5 | 3 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Product Llm Derived Momentum 5D Product Roe Pct | 40% | 5 | 2 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Diff Llm Derived Momentum 5D Product Roe Pct | 40% | 5 | 2 |
| Feature Analyst Sentiment Reality Earnings Credibility Decay | 40% | 5 | 2 |
| Feature Valuation To Capex Crisis Compression Ratio | 60% | 5 | 3 |
| Feature Analyst Consensus Bullish Pct Product Llm Derived Valuation To Growth Credibility Mismatch | 40% | 5 | 2 |
| Feature Pe Ratio Diff Llm Derived Valuation To Growth Credibility Mismatch | 40% | 5 | 2 |
| Feature Analyst Reality Collapse Index Vs Insider Action Coherence | 40% | 5 | 2 |
| Feature Insider Analyst Authenticity Collapse Severity Index | 40% | 5 | 2 |
| Feature Insider Liquidation Authenticity To Analyst Bullish Washout | 40% | 5 | 2 |
| Feature Insider Liquidation Analyst Divergence Multiplier | 40% | 5 | 2 |
| Feature Insider Liquidation Analyst Death Spiral Real Composite | 40% | 5 | 2 |
| Feature Insider Liquidation Authenticity To Growth Spread | 40% | 5 | 2 |
| Feature Insider Analyst Conviction Death Spiral Velocity | 40% | 5 | 2 |
| Feature Insider Analyst Conviction Collapse Normalized | 40% | 5 | 2 |
| Feature Insider Analyst Conviction Reality Stress | 40% | 5 | 2 |
| Feature Insider Conviction Collapse Multiplier | 40% | 5 | 2 |
| Feature Insider Liquidation Valuation Death Spiral Severity | 40% | 5 | 2 |
| Feature Insider Liquidation Valuation Mortality Multiplier | 40% | 5 | 2 |
| Feature Insider Liquidation Valuation Mortality Urgency | 40% | 5 | 2 |
| Feature Insider Liquidation Valuation Mortality Credibility Multiplier | 40% | 5 | 2 |
| Feature Insider Liquidation To Analyst Bullish Authenticity Decay | 40% | 5 | 2 |
| Feature Insider Liquidation Credibility Death Spiral Index | 40% | 5 | 2 |
| Feature Insider Liquidation To Analyst Bullish Authenticity Net Adjusted | 40% | 5 | 2 |
| Feature Momentum 20D Ratio Volatility 20D | 40% | 5 | 2 |
| Feature Momentum 10D Ratio Llm Derived Momentum 10D Diff Momentum 5D | 60% | 5 | 3 |
| Mined Gross Margin Pct | 25% | 4 | 1 |
| Mined Earnings Yield Pct | 50% | 4 | 2 |
| Combo Cash Product Momentum 5D | 25% | 4 | 1 |
| Combo Gross Margin Pct Diff Debt To | 50% | 4 | 2 |
| Combo Pe Ratio Product Gross Margin | 50% | 4 | 2 |
| Combo Gross Margin Pct Ratio Earning | 50% | 4 | 2 |
| Combo Roe Pct Diff Revenue Growth Pc | 50% | 4 | 2 |
| Combo Ps Ratio Diff Debt To Equity | 50% | 4 | 2 |
| Combo Roe Pct Diff Gross Margin Pct | 50% | 4 | 2 |
| Combo Earnings Yield Pct Product Rev | 50% | 4 | 2 |
| Combo Pe Ratio Diff Total Assets | 50% | 4 | 2 |
| Combo Total Assets Diff Ps Ratio | 50% | 4 | 2 |
| Combo Total Assets Diff Earnings Yie | 50% | 4 | 2 |
| Combo Total Assets Diff Revenue Grow | 50% | 4 | 2 |
| Combo Momentum 5D Product Roe Pct | 50% | 4 | 2 |
| Combo Volatility 20D Product Momentu | 50% | 4 | 2 |
| Combo Earnings Yield Pct Diff Moment | 50% | 4 | 2 |
| Combo Earnings Yield Pct Product Mom | 50% | 4 | 2 |
| Combo Pe Ratio Product Momentum 5D | 50% | 4 | 2 |
| Combo Momentum 5D Ratio Total Liabil | 50% | 4 | 2 |
| Combo Momentum 5D Ratio Shares Outst | 50% | 4 | 2 |
| Combo Momentum 5D Ratio Long Term De | 50% | 4 | 2 |
| Combo Total Assets Ratio Shares Outs | 50% | 4 | 2 |
| Combo Total Liabilities Ratio Shares | 50% | 4 | 2 |
| Combo Cash Ratio Total Assets | 50% | 4 | 2 |
| Combo Llm Derived Cash Ratio Total A | 50% | 4 | 2 |
| Combo Llm Derived Total Assets Diff | 50% | 4 | 2 |
| Combo Llm Derived Eps Diff Total Ass | 50% | 4 | 2 |
| Combo Llm Derived Eps Product Net In | 50% | 4 | 2 |
| Combo Llm Derived Eps Diff Revenue R | 50% | 4 | 2 |
| Mined Llm Derived Stockholders Equity Diff Net Income | 25% | 4 | 1 |
| Mined Llm Derived Eps Product Total Assets | 75% | 4 | 3 |
| Feature Analyst Reality Collapse Severity Index | 50% | 4 | 2 |
| Feature Insider Capitulation To Eps Sentiment Reality Score | 0% | 4 | 0 |
| Mined Days To Cover | 75% | 4 | 3 |
| Feature Ps Ratio Diff Roe Pct | 50% | 4 | 2 |
| Mined Llm Derived Valuation To Growth Credibility Mismatch | 25% | 4 | 1 |
| Feature Gross Margin Pct Ratio Earnings Yield Pct | 25% | 4 | 1 |
| Mined Llm Derived Valuation To Growth Credibility Mismatch | 50% | 4 | 2 |
| Feature Growth Sustainability Margin Cliff Composite | 50% | 4 | 2 |
| Feature Gross Margin Pct Ratio Earnings Yield Pct | 25% | 4 | 1 |
| Feature Volatility 20D Product Momentum 5D | 75% | 4 | 3 |
| Feature Roe Pct Diff Gross Margin Pct | 50% | 4 | 2 |
| Feature Growth Valuation Quality Mismatch | 50% | 4 | 2 |
| Feature Roe Pct Diff Revenue Growth Pct | 0% | 4 | 0 |
| Feature Revenue Growth Pct Ratio Debt To Equity | 25% | 4 | 1 |
| Feature Revenue Growth Pct Diff Debt To Equity | 0% | 4 | 0 |
| Mined Llm Derived Momentum 10D Diff Momentum 20D | 25% | 4 | 1 |
| Mined Llm Derived Momentum 10D Diff Momentum 20D | 0% | 4 | 0 |
| Feature Price Vs Sma20 Product Llm Derived Stockholders Equity Diff Net Income | 25% | 4 | 1 |
| Feature Accruals Ratio Product Net Margin Pct | 75% | 4 | 3 |
| Feature Pe Ratio Ratio Llm Derived Valuation Earnings Credibility Stress | 50% | 4 | 2 |
| Feature Pe Ratio Ratio Llm Derived Valuation Premium To Earnings Growth Compression | 50% | 4 | 2 |
| Feature Volatility 20D Product Llm Derived Cash Ratio Total Assets | 25% | 4 | 1 |
| Feature Ps Ratio Ratio Debt To Equity | 25% | 4 | 1 |
| Mined Llm Derived Momentum 10D Diff Llm Derived Momentum 10D Diff Volatility 20D | 25% | 4 | 1 |
| Feature Volatility 20D Product Llm Derived Momentum 10D Diff Momentum 5D | 0% | 4 | 0 |
| Feature Momentum 20D Ratio Llm Derived Momentum 10D Diff Momentum 5D | 25% | 4 | 1 |
| Feature Insider Analyst Conviction Authenticity Collapse Ratio | 25% | 4 | 1 |
| Feature Insider Liquidation Authenticity Vs Analyst Washout Severity | 75% | 4 | 3 |
| Feature Insider Liquidation To Analyst Bullish Disconnect Severity Ratio | 75% | 4 | 3 |
| Feature Valuation To Growth Reality Stress Composite | 25% | 4 | 1 |
| Feature Insider Reality Vs Analyst Washout Ratio | 50% | 4 | 2 |
| Feature Valuation Growth Reality Exhaustion Score | 25% | 4 | 1 |
| Feature Net Margin Pct Product Fcf Margin Pct | 50% | 4 | 2 |
| Feature Sentiment Reality Earnings Credibility Decay Multiple | 75% | 4 | 3 |
| Feature Sentiment Reality Earnings Collapse Severity Product | 25% | 4 | 1 |
| Feature Valuation Sustainability Cliff To Fcf Coverage Months | 50% | 4 | 2 |
| Feature Valuation Growth Credibility Exhaustion Premium | 25% | 4 | 1 |
| Feature Valuation Growth Exhaustion To Fcf Reality Stress | 75% | 4 | 3 |
| Feature Margin Cliff Eps Sustainability Haircut Composite | 25% | 4 | 1 |
| Feature Valuation To Capex Crisis Real Months | 25% | 4 | 1 |
| Feature Valuation Stress To Margin Safety Ratio | 100% | 4 | 4 |
| Feature Analyst Conviction Reality Authenticity Collapse Net Normalized | 75% | 4 | 3 |
| Feature Analyst Reality Collapse To Insider Liquidation Coherence Score | 25% | 4 | 1 |
| Feature Insider Liquidation To Analyst Conviction Mortality Spread | 75% | 4 | 3 |
| Feature Valuation Growth Coherence Exhaustion Ratio | 25% | 4 | 1 |
| Feature Valuation To Capex Crisis Compression Index | 50% | 4 | 2 |
| Feature Margin Cliff Earnings Credibility Tax | 25% | 4 | 1 |
| Feature Analyst Consensus Bullish Pct Product Net Margin Pct | 25% | 4 | 1 |
| Feature Pe Ratio Diff Llm Derived Valuation Earnings Credibility Stress | 50% | 4 | 2 |
| Feature Pe Ratio Diff Llm Derived Valuation Premium To Earnings Growth Compression | 50% | 4 | 2 |
| Feature Price Vs Sma20 Product Llm Derived Stockholders Equity Diff Net Income | 50% | 4 | 2 |
| Feature Pb Ratio Ratio Debt To Equity | 50% | 4 | 2 |
| Feature Revenue Growth Pct Diff Net Margin Pct | 25% | 4 | 1 |
| Feature Momentum 10D Ratio Llm Derived Total Assets Diff Net Income | 25% | 4 | 1 |
| Feature Momentum 10D Ratio Llm Derived Eps Diff Total Assets | 25% | 4 | 1 |
| Feature Momentum 20D Ratio Llm Derived Total Assets Diff Net Income | 0% | 4 | 0 |
| Feature Momentum 20D Ratio Llm Derived Cash Diff Total Assets | 0% | 4 | 0 |
| Feature Momentum 20D Ratio Llm Derived Eps Diff Total Assets | 0% | 4 | 0 |
| Feature Volatility 20D Ratio Llm Derived Cash Diff Total Assets | 0% | 4 | 0 |
| Feature Price Vs Sma20 Ratio Llm Derived Eps Diff Total Assets | 0% | 4 | 0 |
| Feature Price Vs Sma20 Ratio Llm Derived Cash Diff Total Assets | 0% | 4 | 0 |
| Feature Price Vs Sma20 Ratio Llm Derived Total Assets Diff Net Income | 0% | 4 | 0 |
| Feature Price Vs Sma20 Diff Llm Derived Cash Ratio Total Assets | 25% | 4 | 1 |
| Feature Volatility 20D Ratio Llm Derived Eps Diff Total Assets | 0% | 4 | 0 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Llm Derived Margin Sustainability Confidence Gap | 75% | 4 | 3 |
| Feature Llm Derived Roe Pct Diff Revenue Growth Pct Ratio Llm Derived Total Assets Diff Long Term Debt | 100% | 4 | 4 |
| Feature Llm Derived Valuation Earnings Credibility Stress Product Revenue Growth Pct | 50% | 4 | 2 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Product Revenue Growth Pct | 50% | 4 | 2 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Product Llm Derived Revenue Growth Pct Diff Debt To Equity | 25% | 4 | 1 |
| Feature Ps Ratio Diff Llm Derived Revenue Growth Pct Diff Debt To Equity | 50% | 4 | 2 |
| Feature Llm Derived Ps Ratio Diff Roe Pct Diff Llm Derived Revenue Growth Pct Diff Debt To Equity | 25% | 4 | 1 |
| Feature Llm Derived Eps Diff Stockholders Equity Ratio Analyst Consensus Bullish Pct | 75% | 4 | 3 |
| Mined Llm Derived Llm Derived Momentum 5D Diff Price Vs Sma20 Diff Llm Derived Momentum 10D Diff Volatility 20D | 50% | 4 | 2 |
| Feature Momentum 10D Ratio Llm Derived Eps Diff Revenue | 75% | 4 | 3 |
| Feature Analyst Consensus Bullish Pct Product Volatility 20D | 0% | 4 | 0 |
| Feature Valuation Growth Credibility Stress Ratio | 100% | 4 | 4 |
| Feature Analyst Consensus Bullish Pct Ratio Volatility 20D | 100% | 4 | 4 |
| Feature Llm Derived Eps Diff Revenue Diff Llm Derived Cash Diff Total Assets | 50% | 4 | 2 |
| Feature Llm Derived Total Assets Diff Net Income Diff Llm Derived Stockholders Equity Diff Net Income | 75% | 4 | 3 |
| Feature Llm Derived Valuation Earnings Credibility Stress Diff Net Margin Pct | 75% | 4 | 3 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Diff Net Margin Pct | 75% | 4 | 3 |
| Feature Llm Derived Valuation Earnings Credibility Stress Ratio Llm Derived Eps Diff Stockholders Equity | 0% | 4 | 0 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Ratio Llm Derived Eps Diff Stockholders Equity | 0% | 4 | 0 |
| Feature Analyst Consensus Bullish Pct Diff Net Margin Pct | 0% | 4 | 0 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Product Debt To Equity | 0% | 4 | 0 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Llm Derived Gross Margin Pct Ratio Earnings Yield Pct | 25% | 4 | 1 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Ratio Gross Margin Pct | 50% | 4 | 2 |
| Feature Ps Ratio Ratio Llm Derived Total Assets Diff Ps Ratio | 50% | 4 | 2 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Diff Ps Ratio | 50% | 4 | 2 |
| Feature Ps Ratio Ratio Debt To Equity | 0% | 4 | 0 |
| Feature Pe Ratio Ratio Fcf Margin Pct | 75% | 4 | 3 |
| Feature Valuation Growth Sustainability Cliff | 25% | 4 | 1 |
| Feature Price Premium Credibility Haircut Multiple | 25% | 4 | 1 |
| Feature Margin Cliff Sustainability Vs Revenue Acceleration Incoherence | 25% | 4 | 1 |
| Feature Sentiment Credibility Collapse Score | 100% | 4 | 4 |
| Feature Gross Margin Pct Diff Debt To Equity | 75% | 4 | 3 |
| Feature Pe Ratio Ratio Llm Derived Valuation Earnings Credibility Stress | 50% | 4 | 2 |
| Feature Pe Ratio Ratio Llm Derived Valuation Premium To Earnings Growth Compression | 50% | 4 | 2 |
| Feature Valuation Earnings Fcf Authenticity Divergence Severity | 50% | 4 | 2 |
| Feature Pe Ratio Ratio Net Margin Pct | 25% | 4 | 1 |
| Feature Valuation Growth Coherence Exhaustion Multiplier | 75% | 4 | 3 |
| Feature Valuation Sentiment Earnings Gap Mortality Composite | 75% | 4 | 3 |
| Feature Valuation Vs Earnings Growth Stress Multiplier | 75% | 4 | 3 |
| Feature Valuation Growth Coherence Exhaustion Runway Months Actual | 75% | 4 | 3 |
| Feature Llm Derived Valuation Earnings Credibility Stress Ratio Net Margin Pct | 25% | 4 | 1 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Ratio Net Margin Pct | 25% | 4 | 1 |
| Feature Valuation Growth Exhaustion Runway Months Real | 75% | 4 | 3 |
| Feature Valuation Growth Exhaustion Safety Buffer Months | 75% | 4 | 3 |
| Feature Margin Cliff Probability Adjusted Fair Value | 50% | 4 | 2 |
| Feature Insider Liquidation To Valuation Mortality Cascade | 75% | 4 | 3 |
| Feature Insider Liquidation Vs Analyst Conviction Authenticity Spread | 75% | 4 | 3 |
| Feature Insider Liquidation To Analyst Conviction Gap | 75% | 4 | 3 |
| Feature Llm Derived Eps Diff Revenue Diff Net Margin Pct | 50% | 4 | 2 |
| Feature Analyst Bullish Premium Authenticity Decay Per Insider Exodus Velocity | 75% | 4 | 3 |
| Feature Margin Cliff Credibility Composite | 25% | 4 | 1 |
| Feature Reality Credibility Decay Vs Revenue Growth Premium | 25% | 4 | 1 |
| Feature Insider Vs Analyst Authenticity Collapse Ratio | 50% | 4 | 2 |
| Feature Accruals Ratio Product Net Margin Pct | 100% | 4 | 4 |
| Feature Valuation Burn To Earnings Surprise Cliff | 75% | 4 | 3 |
| Feature Analyst Conviction Fade Valuation Multiplier Tax | 25% | 4 | 1 |
| Feature Insider Liquidation To Analyst Conviction Severity | 25% | 4 | 1 |
| Feature Analyst Conviction To Insider Liquidation Authenticity Gap | 25% | 4 | 1 |
| Feature Quality Adjusted Margin Cliff To Revenue Growth Ratio | 25% | 4 | 1 |
| Feature Margin Cliff To Revenue Growth Death Cross Normalized | 75% | 4 | 3 |
| Feature Fcf Quality To Capex Intensity Tension Multiple | 50% | 4 | 2 |
| Feature Llm Derived Valuation Earnings Credibility Stress Diff Revenue Growth Pct | 25% | 4 | 1 |
| Feature Llm Derived Valuation Premium To Earnings Growth Compression Diff Revenue Growth Pct | 25% | 4 | 1 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Diff Debt To Equity | 75% | 4 | 3 |
| Feature Sbc Intensity Pct Product Llm Derived Cash Ratio Total Assets | 0% | 4 | 0 |
| Feature Rd Intensity Pct Diff Llm Derived Earnings Yield Pct Diff Momentum 5D | 25% | 4 | 1 |
| Feature Llm Derived Ps Ratio Diff Roe Pct Diff Debt To Equity | 50% | 4 | 2 |
| Feature Pb Ratio Diff Debt To Equity | 50% | 4 | 2 |
| Feature Llm Derived Eps Diff Momentum 5D Diff Llm Derived Ps Ratio Diff Debt To Equity | 25% | 4 | 1 |
| Feature Price Vs Sma20 Product Llm Derived Llm Derived Momentum 10D Diff Momentum 20D Diff Llm Derived Momentum 10D Product Volatility 20D | 75% | 4 | 3 |
| Feature Accrual Quality To Revenue Growth Credibility Death Cross | 50% | 4 | 2 |
| Feature Sbc Intensity Pct Product Momentum 10D | 75% | 4 | 3 |
| Feature Llm Derived Total Liabilities Ratio Shares Outstanding Diff Llm Derived Ps Ratio Diff Debt To Equity | 50% | 4 | 2 |
| Feature Pe Ratio Diff Net Margin Pct | 25% | 4 | 1 |
| Feature Valuation To Growth Reality Stress Composite | 50% | 4 | 2 |
| Feature Insider Reality Vs Analyst Washout Ratio | 75% | 4 | 3 |
| Feature Valuation Growth Reality Exhaustion Score | 25% | 4 | 1 |
| Feature Sbc Intensity Pct Ratio Volatility 20D | 50% | 4 | 2 |
| Feature Net Margin Pct Product Fcf Margin Pct | 50% | 4 | 2 |
| Feature Valuation Growth Exhaustion Margin Of Safety | 50% | 4 | 2 |
| Feature Llm Derived Eps Diff Stockholders Equity Ratio Volatility 20D | 75% | 4 | 3 |
| Feature Llm Derived Revenue Growth Pct Ratio Debt To Equity Diff Llm Derived Eps Diff Momentum 5D | 25% | 4 | 1 |
| Feature Margin Cliff Probability Weighted Fair Value | 0% | 4 | 0 |
| Feature Margin Cliff Insider Capitulation Severity Index | 0% | 4 | 0 |
| Feature Sbc Intensity Pct Product Volatility 20D | 0% | 4 | 0 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Diff Rd Intensity Pct | 75% | 4 | 3 |
| Feature Llm Derived Total Assets Diff Shares Outstanding Ratio Llm Derived Total Assets Diff Ps Ratio | 25% | 4 | 1 |
| Feature Llm Derived Growth Quality Margin Cliff Risk Ratio Rd Intensity Pct | 50% | 4 | 2 |
| Feature Analyst Premium Haircut Vs Fcf Reality | 50% | 4 | 2 |
| Feature Analyst Sentiment Vs Valuation Reality Mismatch | 75% | 4 | 3 |
| Feature Analyst Conviction Reality Gap | 75% | 4 | 3 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Revenue Growth Pct | 50% | 4 | 2 |
| Feature Pe Ratio Diff Revenue Growth Pct | 50% | 4 | 2 |
| Feature Sbc Intensity Pct Product Momentum 10D | 75% | 4 | 3 |
| Feature Sbc Intensity Pct Diff Llm Derived Cash Ratio Total Assets | 50% | 4 | 2 |
| Feature Margin Cliff Probability Adjusted Fair Value | 75% | 4 | 3 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Ratio Net Margin Pct | 25% | 4 | 1 |
| Feature Pe Ratio Ratio Net Margin Pct | 25% | 4 | 1 |
| Feature Llm Derived Eps Diff Revenue Ratio Revenue Growth Pct | 25% | 4 | 1 |
| Feature Volatility 20D Product Llm Derived Cash Ratio Total Assets | 50% | 4 | 2 |
| Feature Valuation To Earnings Growth Coherence Decay Index | 25% | 4 | 1 |
| Feature Revenue Growth Pct Diff Net Margin Pct | 75% | 4 | 3 |
| Feature Llm Derived Valuation To Growth Credibility Mismatch Diff Net Margin Pct | 50% | 4 | 2 |
| Feature Pe Ratio Ratio Fcf Margin Pct | 50% | 4 | 2 |
| Feature Momentum 10D Ratio Llm Derived Total Assets Diff Net Income | 25% | 4 | 1 |
| Feature Momentum 10D Ratio Llm Derived Eps Diff Total Assets | 25% | 4 | 1 |
| Feature Sentiment Reality Earnings Quality Distress Score | 50% | 4 | 2 |
| Feature Valuation Exhaustion Days To Cover Tension | 25% | 4 | 1 |
| Feature Sentiment Reality Earnings Collapse Severity Product | 0% | 4 | 0 |
| Feature Valuation Growth Sustainability Cliff | 25% | 4 | 1 |
| Feature Margin Cliff Vs Valuation Stress Leverage | 50% | 4 | 2 |
| Feature Margin Cliff Valuation Burn Index | 25% | 4 | 1 |
| Feature Analyst Conviction Reality Authenticity Stress Ratio | 0% | 4 | 0 |
| Feature Analyst Reality Collapse Vs Insider Action Mortality Spread | 50% | 4 | 2 |
| Feature Valuation To Capex Crisis Real Months | 25% | 4 | 1 |
| Feature Earnings Delivery Credibility Spread | 75% | 4 | 3 |
| Feature Valuation Growth Exhaustion Margin Of Safety | 75% | 4 | 3 |
| Feature Margin Cliff To Revenue Growth Incoherence Real Mortality | 50% | 4 | 2 |
| Feature Analyst Conviction Reality Authenticity Collapse Net Normalized | 75% | 4 | 3 |
| Feature Valuation Sustainability Cliff To Fcf Coverage Months | 50% | 4 | 2 |
| Feature Valuation Growth Exhaustion To Fcf Reality Stress | 75% | 4 | 3 |
| Feature Valuation Growth Quality Cliff Spread | 25% | 4 | 1 |
| Feature Analyst Conviction To Margin Cliff Reality Compression | 75% | 4 | 3 |
| Feature Valuation To Insider Reality Authenticity Spread | 50% | 4 | 2 |
| Feature Insider Liquidation Mortality Vs Analyst Bullish Consensus Reality Spread | 25% | 4 | 1 |
| Feature Analyst Insider Authenticity Delta | 50% | 4 | 2 |
| Feature Analyst Insider Conviction Authenticity Spread | 50% | 4 | 2 |
| Feature Valuation Growth Credibility Exhaustion Premium | 50% | 4 | 2 |
| Feature Analyst Conviction Vs Insider Reality Authenticity Gap | 50% | 4 | 2 |
| Feature Analyst Conviction To Insider Reality Credibility Spread | 75% | 4 | 3 |
| Feature Analyst Conviction To Insider Net Action Reality Gap | 75% | 4 | 3 |
| Feature Insider Analyst Authenticity Delta | 50% | 4 | 2 |
| Feature Insider Conviction Reality Score | 50% | 4 | 2 |
| Feature Analyst Insider Conviction Divergence | 50% | 4 | 2 |
| Feature Analyst Conviction To Insider Reality Spread | 50% | 4 | 2 |
| Feature Analyst Conviction To Insider Reality Authenticity Delta | 50% | 4 | 2 |
| Feature Analyst Conviction Vs Insider Reality Authenticity Spread | 50% | 4 | 2 |
| Feature Sentiment Reality Coherence Premium | 50% | 4 | 2 |
| Feature Sentiment Reality Earnings Credibility Decay Multiple | 75% | 4 | 3 |
| Feature Margin Cliff Eps Sustainability Haircut Composite | 25% | 4 | 1 |
| Feature Analyst Reality Collapse Earnings Yield Discount | 50% | 4 | 2 |
| Feature Valuation Stress To Margin Safety Ratio | 75% | 4 | 3 |
| Mined Llm Derived Momentum 60D Diff Llm Derived Eps Diff Total Assets | 75% | 4 | 3 |
| Feature Valuation To Margin Sustainability Cliff Ratio | 50% | 4 | 2 |
| Feature Margin Cliff To Valuation Multiple Haircut | 75% | 4 | 3 |
| Feature Price Premium Credibility Haircut Multiple | 0% | 4 | 0 |
| Feature Margin Cliff Sustainability Vs Revenue Acceleration Incoherence | 25% | 4 | 1 |
| Feature Price Vs Sma20 Diff Volatility 20D | 25% | 4 | 1 |
| Feature Valuation Growth Coherence Exhaustion Multiplier | 75% | 4 | 3 |
| Feature Margin Sustainability Vs Revenue Reality Tension | 100% | 4 | 4 |
| Feature Insider Analyst Conviction Authenticity Collapse Ratio | 25% | 4 | 1 |
| Feature Insider Liquidation Severity To Analyst Bullish Premium Ratio | 75% | 4 | 3 |
| Feature Insider Liquidation Sentiment Reality Cliff | 75% | 4 | 3 |
| Feature Insider Liquidation Vs Analyst Conviction Washout Severity | 25% | 4 | 1 |
| Feature Insider Liquidation Vs Ai Narrative Coherence Signal | 25% | 4 | 1 |
| Feature Insider Liquidation To Sentiment Reality Credibility Ratio | 25% | 4 | 1 |
| Feature Analyst Bullish Premium Authenticity Decay Per Insider Exodus Velocity | 75% | 4 | 3 |
| Feature Sentiment Credibility Collapse Score | 75% | 4 | 3 |
| Feature Analyst Conviction Reality Bankruptcy Authenticity Gap | 100% | 4 | 4 |
| Feature Valuation To Growth Reality Gap | 100% | 4 | 4 |
| Feature Analyst Reality Collapse Credibility Bleed | 100% | 4 | 4 |
| Feature Analyst Reality Collapse To Insider Liquidation Coherence Score | 25% | 4 | 1 |
| Feature Insider Liquidation Authenticity Vs Analyst Washout Spread | 75% | 4 | 3 |
| Feature Insider Analyst Conviction Reality Spread | 50% | 4 | 2 |
| Feature Analyst Conviction Reality Collapse To Price Premium Incoherence | 25% | 4 | 1 |
| Feature Insider Liquidation To Analyst Conviction Mortality Spread | 75% | 4 | 3 |
| Feature Earnings Delivery Quality Deterioration Index | 75% | 4 | 3 |
| Feature Insider Liquidation Authenticity Net Signal | 25% | 4 | 1 |
| Feature Valuation Growth Coherence Exhaustion Ratio | 75% | 4 | 3 |
| Feature Analyst Conviction Reality Gap Premium | 100% | 4 | 4 |
| Feature Insider Liquidation To Analyst Premium Reality Spread | 25% | 4 | 1 |
| Feature Fcf Solvency To Valuation Death Spiral Real Composite | 50% | 4 | 2 |
| Feature Insider Liquidation Vs Analyst Bullish Ratio | 0% | 4 | 0 |
| Feature Insider Liquidation Vs Analyst Conviction Authenticity Ratio | 0% | 4 | 0 |
| Feature Valuation Growth Exhaustion Cliff Months Real | 75% | 4 | 3 |
| Feature Margin Cliff Earnings Credibility Tax | 25% | 4 | 1 |
| Feature Margin Cliff Valuation Coherence Tax | 75% | 4 | 3 |
| Feature Analyst Consensus Bullish Pct Ratio Volatility 20D | 100% | 4 | 4 |
| Feature Analyst Conviction Insider Reality Authenticity Spread | 0% | 4 | 0 |
| Feature Insider Analyst Conviction Authenticity Net Adjusted | 25% | 4 | 1 |
| Feature Analyst Conviction Fade Reality Shock Ratio | 50% | 4 | 2 |
| Feature Analyst Conviction Fade Vs Insider Reality Shock Credibility Decay | 50% | 4 | 2 |
| Feature Analyst Conviction Reality Authenticity Collapse Normalized By Insider Exodus Velocity | 75% | 4 | 3 |
| Feature Analyst Bullish Premium Vs Insider Reality Tax Unwind Ratio | 25% | 4 | 1 |
| Feature Momentum 20D Diff Llm Derived Momentum 10D Diff Momentum 20D | 50% | 4 | 2 |
| Feature Analyst Bullish Premium Vs Insider Reality Net | 25% | 4 | 1 |
| Feature Insider Liquidation To Analyst Conviction Severity | 0% | 4 | 0 |
| Feature Analyst Conviction Fade Earnings Reality Severity | 75% | 4 | 3 |
| Feature Analyst Conviction Insider Reality Collapse Ratio | 25% | 4 | 1 |
| Feature Analyst Conviction Insider Reality Authenticity Spread | 25% | 4 | 1 |
| Feature Analyst Conviction Insider Reality Wedge Premium | 25% | 4 | 1 |
| Feature Analyst Conviction Insider Reality Gap | 0% | 4 | 0 |
| Feature Insider Liquidation To Analyst Bullish Authenticity Compression | 0% | 4 | 0 |
| Feature Analyst Conviction To Insider Liquidation Authenticity Gap | 25% | 4 | 1 |
| Feature Analyst Conviction Vs Insider Liquidation Reality Spread | 25% | 4 | 1 |
| Feature Quality Adjusted Margin Cliff To Revenue Growth Ratio | 50% | 4 | 2 |
| Feature Insider Liquidation Vs Analyst Washout Authenticity Net | 25% | 4 | 1 |
| Feature Analyst Conviction To Insider Reality Shock Credibility Ratio | 50% | 4 | 2 |
| Feature Analyst Credibility Decay Via Insider Shock Multiplier | 50% | 4 | 2 |
| Feature Analyst Conviction To Earnings Quality Reality Mismatch | 75% | 4 | 3 |
| Feature Analyst Reality Collapse Vs Insider Action Shock Index | 50% | 4 | 2 |
| Feature Insider Analyst Convergence Mortality Score | 50% | 4 | 2 |
| Feature Insider Liquidation To Analyst Consensus Death Spiral Composite | 50% | 4 | 2 |
| Feature Insider Liquidation To Valuation Death Spiral Index | 25% | 4 | 1 |
| Feature Insider Liquidation To Valuation Death Spiral Multiplier | 25% | 4 | 1 |
| Feature Insider Liquidation To Analyst Conviction Death Spiral | 50% | 4 | 2 |
| Feature Momentum 10D Product Llm Derived Llm Derived Momentum 10D Diff Momentum 20D Diff Llm Derived Momentum 10D Product Volatility 20D | 50% | 4 | 2 |
| Feature Price Vs Sma20 Product Llm Derived Llm Derived Momentum 10D Diff Momentum 20D Diff Llm Derived Momentum 10D Product Volatility 20D | 25% | 4 | 1 |
| Feature Analyst Conviction To Insider Liquidation Authenticity Score | 0% | 4 | 0 |
| Feature Insider Liquidation Authenticity Signal | 0% | 4 | 0 |
| Feature Accrual Quality To Price Disconnect Severity | 50% | 4 | 2 |
| Feature Volatility 20D Diff Momentum 120D | 25% | 4 | 1 |
| Feature Momentum 20D Ratio Llm Derived Momentum 10D Diff Momentum 5D | 25% | 4 | 1 |
| Feature Momentum 20D Diff Llm Derived Momentum 10D Diff Momentum 5D | 50% | 4 | 2 |
| Feature Momentum 20D Product Volatility 20D | 50% | 4 | 2 |
| Macro Event Volatility | 100% | 3 | 3 |
| Combo Cash Diff Total Assets | 33% | 3 | 1 |
| Combo Eps Product Total Assets | 67% | 3 | 2 |
| Combo Stockholders Equity Diff Total | 33% | 3 | 1 |
| Combo Eps Product Total Liabilities | 67% | 3 | 2 |
| Combo Total Assets Ratio Shares Outs | 67% | 3 | 2 |
| Mined Llm Derived Eps Product Total Liabilities | 67% | 3 | 2 |
| Mined Llm Derived Stockholders Equity Diff Total Assets | 67% | 3 | 2 |
| Mined Llm Derived Eps Diff Revenue | 67% | 3 | 2 |
| Feature Roe Pct Diff Gross Margin Pct | 33% | 3 | 1 |
| Mined Llm Derived Valuation Stress To Earnings Ratio | 33% | 3 | 1 |
| Mined Llm Derived Valuation Growth Quality Reality Compression | 67% | 3 | 2 |
| Mined Llm Derived Total Assets Ratio Shares Outstanding | 0% | 3 | 0 |
| Mined Net Margin Pct | 33% | 3 | 1 |
| Mined Llm Derived Valuation Stress To Earnings Ratio | 33% | 3 | 1 |
| Mined Llm Derived Valuation Growth Quality Reality Compression | 0% | 3 | 0 |
| Feature Revenue Growth Pct Ratio Debt To Equity | 33% | 3 | 1 |
| Feature Revenue Growth Pct Diff Debt To Equity | 0% | 3 | 0 |
| Mined Accruals Ratio | 33% | 3 | 1 |
| Feature Cash Relative To Annual Capex | 0% | 3 | 0 |
| Mined Llm Derived Momentum 5D Diff Price Vs Sma20 | 0% | 3 | 0 |
| Mined Llm Derived Momentum 5D Diff Price Vs Sma20 | 33% | 3 | 1 |
| Mined Llm Derived Momentum 10D Product Volatility 20D | 67% | 3 | 2 |
| Mined Llm Derived Momentum 20D Diff Price Vs Sma20 | 0% | 3 | 0 |
| Feature Sbc Intensity Pct Ratio Llm Derived Eps Diff Total Assets | 33% | 3 | 1 |
| Feature Insider Liquidation Authenticity Vs Analyst Washout Spread | 100% | 3 | 3 |
| Feature Valuation Growth Exhaustion Cliff Months Real | 67% | 3 | 2 |
| Feature Llm Derived Total Assets Diff Net Income Diff Llm Derived Cash Ratio Total Assets | 33% | 3 | 1 |
| Feature Momentum 20D Diff Volatility 20D | 33% | 3 | 1 |
| Feature Revenue Growth Pct Diff Momentum 10D | 67% | 3 | 2 |
| Feature Pe Ratio Product Llm Derived Valuation To Growth Credibility Mismatch | 33% | 3 | 1 |
| Feature Llm Derived Cash Ratio Total Assets Ratio Llm Derived Stockholders Equity Diff Total Assets | 100% | 3 | 3 |
| Feature Llm Derived Total Assets Ratio Shares Outstanding Ratio Ps Ratio | 0% | 3 | 0 |
| Feature Llm Derived Eps Diff Revenue Product Net Margin Pct | 67% | 3 | 2 |
| Feature Momentum 10D Diff Volatility 20D | 0% | 3 | 0 |
| Feature Analyst Sentiment Reality Compression Ratio | 67% | 3 | 2 |
| Feature Volatility 20D Product Llm Derived Momentum 10D Diff Price Vs Sma20 | 67% | 3 | 2 |
| Feature Analyst Conviction Reality Haircut Multiple | 33% | 3 | 1 |
| Feature Pe Ratio Product Fcf Margin Pct | 67% | 3 | 2 |
| Feature Llm Derived Eps Diff Revenue Ratio Llm Derived Eps Product Net Income | 33% | 3 | 1 |
| Feature Llm Derived Eps Diff Revenue Diff Revenue Growth Pct | 33% | 3 | 1 |
| Feature Llm Derived Eps Product Net Income Ratio Llm Derived Total Assets Diff Net Income | 0% | 3 | 0 |
| Feature Llm Derived Eps Diff Stockholders Equity Ratio Llm Derived Eps Diff Total Assets | 33% | 3 | 1 |
| Feature Pe Ratio Product Fcf Margin Pct | 67% | 3 | 2 |
| Feature Momentum 20D Diff Llm Derived Cash Ratio Total Assets | 67% | 3 | 2 |
| Feature Volatility 20D Diff Llm Derived Cash Ratio Total Assets | 67% | 3 | 2 |
| Mined Llm Derived Momentum 10D Diff Llm Derived Momentum 10D Diff Volatility 20D | 67% | 3 | 2 |
| Feature Sbc Intensity Pct Ratio Llm Derived Eps Diff Total Assets | 33% | 3 | 1 |
| Feature Analyst Conviction Reality Coherence Decay Index | 67% | 3 | 2 |
| Feature Llm Derived Eps Diff Stockholders Equity Ratio Llm Derived Eps Diff Total Assets | 67% | 3 | 2 |
| Feature Momentum 20D Diff Volatility 20D | 67% | 3 | 2 |
| Feature Valuation Sentiment Earnings Reality Compression Multiple | 33% | 3 | 1 |
| Mined Llm Derived Pe Ratio Diff Revenue Growth Pct | 100% | 3 | 3 |
| Mined Llm Derived Llm Derived Valuation To Growth Credibility Mismatch Diff Revenue Growth Pct | 100% | 3 | 3 |
| Feature Momentum 10D Diff Volatility 20D | 33% | 3 | 1 |
| Feature Gross Margin Pct Diff Debt To Equity | 33% | 3 | 1 |
| Feature Rd To Gross Profit Leverage | 33% | 3 | 1 |
| Feature Valuation To Capex Crisis Compression Index | 33% | 3 | 1 |
| Feature Pe Ratio Product Llm Derived Valuation To Growth Credibility Mismatch | 67% | 3 | 2 |
| Feature Valuation Burn To Fcf Sustainability Reality Cliff | 33% | 3 | 1 |
| Feature Accrual Quality To Price Premium Fatigue | 100% | 3 | 3 |
| Feature Fcf Solvency To Valuation Death Spiral Compression Ratio | 67% | 3 | 2 |
| Feature Analyst Reality Collapse To Valuation Multiple Compression | 100% | 3 | 3 |
| Feature Earnings Credibility Haircut To Price Premium Absorption | 100% | 3 | 3 |
| Feature Margin Cliff To Valuation Burn Ratio | 67% | 3 | 2 |
| Feature Analyst Credibility Reality Divergence Premium | 100% | 3 | 3 |
| Feature Margin Cliff To Revenue Quality Compression Ratio | 33% | 3 | 1 |
| Feature Momentum 10D Ratio Llm Derived Eps Diff Revenue | 67% | 3 | 2 |
| Feature Analyst Sentiment Fundamental Reality Gap Severity Adjusted | 67% | 3 | 2 |
| Feature Analyst Consensus Bullish Pct Product Volatility 20D | 0% | 3 | 0 |
| Feature Analyst Sentiment Vs Fundamental Credibility Divergence | 100% | 3 | 3 |
| Feature Margin Cliff To Revenue Growth Sustainability Ratio | 67% | 3 | 2 |
| Feature Analyst Conviction Credibility Haircut To Price Multiple | 33% | 3 | 1 |
| Feature Valuation Sentiment Earnings Cliff Mortality Premium | 33% | 3 | 1 |
| Feature Momentum 10D Ratio Llm Derived Cash Ratio Total Assets | 33% | 3 | 1 |
| Feature Pe Ratio Ratio Analyst Consensus Bullish Pct | 67% | 3 | 2 |
| Feature Analyst Sentiment Vs Insider Reality Credibility Tax | 100% | 3 | 3 |
| Feature Analyst Conviction Fade Valuation Multiplier Tax | 33% | 3 | 1 |
| Feature Margin Sustainability Vs Revenue Growth Coherence Score | 33% | 3 | 1 |
| Feature Analyst Conviction Reality Coherence Decay Index | 100% | 3 | 3 |
| Feature Analyst Conviction Vs Reality Authenticity Collapse Normalized | 33% | 3 | 1 |
| Feature Momentum 10D Diff Llm Derived Momentum 10D Diff Volatility 20D | 100% | 3 | 3 |
| Feature Price Vs Sma20 Diff Llm Derived Momentum 10D Diff Volatility 20D | 100% | 3 | 3 |
| Feature Analyst Sentiment Vs Fundamentals Disconnect | 67% | 3 | 2 |
| Feature Analyst Conviction Reality Fade Velocity | 100% | 3 | 3 |
| Feature Analyst Conviction Reality Collapse Severity Index | 100% | 3 | 3 |
| Feature Insider Liquidation Vs Analyst Consensus Reality Spread | 33% | 3 | 1 |
| Feature Insider Liquidation To Valuation Premium Authenticity Spread | 33% | 3 | 1 |
| Feature Insider Liquidation To Analyst Bullish Consensus Death Spread | 67% | 3 | 2 |
| Feature Analyst Conviction Fade Reality Mortality Composite | 33% | 3 | 1 |
| Feature Analyst Consensus Bullish Pct Diff Volatility 20D | 67% | 3 | 2 |
| Feature Valuation Earnings Fcf Authenticity Divergence Severity | 67% | 3 | 2 |
| Feature Sentiment Reality Earnings Cliff Mortality Score | 67% | 3 | 2 |
| Feature Momentum 20D Diff Llm Derived Momentum 10D Diff Price Vs Sma20 | 33% | 3 | 1 |
| Combo Total Liabilities Ratio Shares | 50% | 2 | 1 |
| Combo Eps Product Net Income | 50% | 2 | 1 |
| Combo Eps Diff Revenue | 50% | 2 | 1 |
| Combo Cash Ratio Total Assets | 50% | 2 | 1 |
| Combo Eps Diff Stockholders Equity | 50% | 2 | 1 |
| Combo Stockholders Equity Diff Net I | 50% | 2 | 1 |
| Combo Stockholders Equity Diff Eps E | 50% | 2 | 1 |
| Combo Total Assets Product Momentum | 50% | 2 | 1 |
| Combo Momentum 5D Product Total Liab | 50% | 2 | 1 |
| Combo Eps Diff Momentum 5D | 50% | 2 | 1 |
| Combo Momentum 5D Product Shares Out | 50% | 2 | 1 |
| Combo Cash Product Momentum 5D | 50% | 2 | 1 |
| Combo Eps Product Total Liabilities | 50% | 2 | 1 |
| Combo Total Assets Diff Long Term De | 50% | 2 | 1 |
| Combo Total Assets Diff Shares Outst | 50% | 2 | 1 |
| Combo Total Assets Diff Operating In | 50% | 2 | 1 |
| Combo Cash Diff Total Assets | 50% | 2 | 1 |
| Combo Eps Product Total Assets | 50% | 2 | 1 |
| Combo Total Assets Diff Net Income | 50% | 2 | 1 |
| Combo Eps Diff Total Assets | 50% | 2 | 1 |
| Combo Stockholders Equity Diff Total | 50% | 2 | 1 |
| Combo Eps Product Net Income | 50% | 2 | 1 |
| Combo Eps Diff Revenue | 50% | 2 | 1 |
| Combo Eps Diff Stockholders Equity | 50% | 2 | 1 |
| Combo Stockholders Equity Diff Net I | 50% | 2 | 1 |
| Combo Llm Derived Eps Diff Stockhold | 50% | 2 | 1 |
| Combo Llm Derived Stockholders Equit | 50% | 2 | 1 |
| Combo Llm Derived Eps Diff Revenue D | 50% | 2 | 1 |
| Mined Llm Derived Insider Analyst Credibility Collapse Ratio | 0% | 2 | 0 |
| Mined Llm Derived Analyst Credibility Collapse Index | 0% | 2 | 0 |
| Mined Llm Derived Sentiment To Fundamentals Reality Score | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Reality Earnings Disconnect Severity | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Reality Disconnect | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Reality Credibility Gap | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Earnings Reality Credibility Composite | 0% | 2 | 0 |
| Mined Llm Derived Analyst Sentiment Vs Fundamental Credibility Divergence | 0% | 2 | 0 |
| Mined Llm Derived Analyst Sentiment Reality Credibility Collapse Ratio | 0% | 2 | 0 |
| Mined Llm Derived Analyst Reality Credibility Gap | 0% | 2 | 0 |
| Mined Llm Derived Analyst Reality Credibility Compression Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Reality Collapse Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Credibility Reality Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Credibility Decay Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Sustainability Tax | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Reality Credibility Erosion Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Reality Collapse Signal | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Fade Index | 0% | 2 | 0 |
| Mined Llm Derived Eps Product Total Liabilities | 50% | 2 | 1 |
| Mined Llm Derived Stockholders Equity Diff Total Assets | 100% | 2 | 2 |
| Mined Llm Derived Eps Diff Stockholders Equity | 50% | 2 | 1 |
| Mined Llm Derived Eps Product Net Income | 0% | 2 | 0 |
| Mined Llm Derived Eps Diff Revenue | 50% | 2 | 1 |
| Combo Llm Derived Eps Diff Total Ass | 100% | 2 | 2 |
| Combo Llm Derived Total Assets Diff | 100% | 2 | 2 |
| Combo Llm Derived Stockholders Equit | 0% | 2 | 0 |
| Combo Llm Derived Eps Product Net In | 100% | 2 | 2 |
| Combo Llm Derived Eps Diff Revenue D | 0% | 2 | 0 |
| Combo Llm Derived Eps Diff Stockhold | 0% | 2 | 0 |
| Combo Llm Derived Cash Ratio Total A | 0% | 2 | 0 |
| Combo Llm Derived Eps Diff Revenue R | 0% | 2 | 0 |
| Mined Llm Derived Eps Diff Stockholders Equity | 100% | 2 | 2 |
| Mined Llm Derived Eps Product Net Income | 0% | 2 | 0 |
| Mined Llm Derived Insider Analyst Credibility Collapse Ratio | 0% | 2 | 0 |
| Mined Llm Derived Analyst Credibility Collapse Index | 0% | 2 | 0 |
| Mined Llm Derived Sentiment To Fundamentals Reality Score | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Reality Earnings Disconnect Severity | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Reality Disconnect | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Reality Credibility Gap | 0% | 2 | 0 |
| Mined Llm Derived Sentiment Earnings Reality Credibility Composite | 0% | 2 | 0 |
| Mined Llm Derived Analyst Sentiment Vs Fundamental Credibility Divergence | 0% | 2 | 0 |
| Mined Llm Derived Analyst Sentiment Reality Credibility Collapse Ratio | 0% | 2 | 0 |
| Mined Llm Derived Analyst Reality Credibility Gap | 0% | 2 | 0 |
| Mined Llm Derived Analyst Reality Credibility Compression Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Reality Collapse Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Credibility Reality Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Credibility Decay Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Sustainability Tax | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Reality Credibility Erosion Index | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Reality Collapse Signal | 0% | 2 | 0 |
| Mined Llm Derived Analyst Conviction Fade Index | 0% | 2 | 0 |
| Combo Momentum 10D Diff Momentum 5D | 50% | 2 | 1 |
| Combo Momentum 5D Diff Price Vs Sma2 | 50% | 2 | 1 |
| Combo Momentum 10D Diff Volatility 2 | 50% | 2 | 1 |
| Combo Momentum 20D Diff Volatility 2 | 50% | 2 | 1 |
| Combo Momentum 5D Diff Volatility 20 | 50% | 2 | 1 |
| Mined Llm Derived Total Assets Diff Shares Outstanding | 0% | 2 | 0 |
| Mined Llm Derived Total Assets Diff Long Term Debt | 0% | 2 | 0 |
| Mined Llm Derived Total Assets Diff Shares Outstanding | 0% | 2 | 0 |
| Mined Llm Derived Total Assets Diff Long Term Debt | 0% | 2 | 0 |
| Feature Growth Sustainability Margin Cliff Composite | 0% | 2 | 0 |
| Mined Llm Derived Valuation Sentiment Quality Disconnect Score | 0% | 2 | 0 |
| Mined Llm Derived Valuation Stress To Earnings Growth Multiplier | 50% | 2 | 1 |
| Mined Llm Derived Pe Ratio Product Gross Margin Pct | 50% | 2 | 1 |
| Mined Llm Derived Valuation Sentiment Quality Disconnect Score | 0% | 2 | 0 |
| Mined Llm Derived Valuation Stress To Earnings Growth Multiplier | 0% | 2 | 0 |
| Mined Debt To Equity | 0% | 2 | 0 |
| Mined Llm Derived Roe Pct Diff Revenue Growth Pct | 50% | 2 | 1 |
| Feature Cash Relative To Annual Capex | 0% | 2 | 0 |
| Mined Llm Derived Momentum 10D Diff Price Vs Sma20 | 50% | 2 | 1 |
| Feature Margin Cliff Probability Weighted Fair Value Discount | 0% | 2 | 0 |
| Feature Volatility 20D Diff Momentum 60D | 0% | 2 | 0 |
| Feature Accruals Ratio Ratio Net Margin Pct | 50% | 2 | 1 |
| Feature Margin Cliff Probability Weighted Fair Value Discount | 0% | 2 | 0 |
| Feature Llm Derived Eps Product Net Income Ratio Llm Derived Eps Diff Total Assets | 50% | 2 | 1 |
| Mined Llm Derived Momentum 10D Diff Llm Derived Total Assets Diff Net Income | 50% | 2 | 1 |
| Mined Llm Derived Momentum 20D Diff Llm Derived Total Assets Diff Net Income | 50% | 2 | 1 |
| Mined Llm Derived Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Cash Diff Total Assets | 100% | 2 | 2 |
| Feature Analyst Reality Collapse Vs Forward Eps Credibility Decay Tax | 50% | 2 | 1 |
| Feature Volatility 20D Diff Momentum 60D | 50% | 2 | 1 |
| Feature Accruals Ratio Ratio Net Margin Pct | 50% | 2 | 1 |
| Mined Llm Derived Valuation Growth Exhaustion Safety Buffer Months | 0% | 2 | 0 |
| Feature Margin Cliff Probability Weighted Fair Value | 0% | 2 | 0 |
| Feature Margin Cliff Insider Capitulation Severity Index | 0% | 2 | 0 |
| Feature Revenue Growth To Margin Cliff Safety Buffer | 0% | 2 | 0 |
| Mined Llm Derived Valuation Growth Exhaustion Safety Buffer Months | 50% | 2 | 1 |
| Feature Growth Quality Margin Tension Ratio | 50% | 2 | 1 |
| Feature Accrual Quality To Price Reality Death Spiral Index | 50% | 2 | 1 |
| Feature Analyst Conviction Reality Collapse To Price Premium Inversion | 50% | 2 | 1 |
| Feature Margin Cliff To Revenue Growth Reality Inversion Severity | 50% | 2 | 1 |
| Feature Margin Cliff Earnings Delivery Stress Premium | 0% | 2 | 0 |
| Mined Llm Derived Pe Ratio Diff Revenue Growth Pct | 100% | 2 | 2 |
| Mined Llm Derived Llm Derived Valuation To Growth Credibility Mismatch Diff Revenue Growth Pct | 100% | 2 | 2 |
| Feature Valuation Sentiment Reality Earnings Cliff Composite | 100% | 2 | 2 |
| Feature Margin Cliff Revenue Growth Incoherence Absorption Index | 50% | 2 | 1 |
| Feature Margin Sustainability To Growth Quality Reality Gap | 50% | 2 | 1 |
| Feature Margin Sustainability Gap Vs Revenue Growth Mismatch | 50% | 2 | 1 |
| Feature Margin Cliff To Revenue Incoherence Mortality Premium | 50% | 2 | 1 |
| Feature Earnings Quality Vs Valuation Stress Spread | 100% | 2 | 2 |
| Mined Llm Derived Llm Derived Llm Derived Eps Diff Revenue Diff Llm Derived Eps Diff Total Assets Diff Llm Derived Llm Derived Eps Diff Revenue Product Revenue Growth Pct | 100% | 2 | 2 |
| Feature Valuation Growth Credibility Stress Ratio | 50% | 2 | 1 |
| Mined Llm Derived Momentum 10D Product Llm Derived Eps Diff Revenue | 100% | 2 | 2 |
| Mined Llm Derived Llm Derived Eps Diff Total Assets Diff Llm Derived Cash Ratio Total Assets | 100% | 2 | 2 |
| Mined Llm Derived Momentum 60D Diff Llm Derived Eps Diff Total Assets | 50% | 2 | 1 |
| Mined Llm Derived Llm Derived Eps Diff Revenue Product Net Margin Pct | 0% | 2 | 0 |
| Feature Analyst Conviction Reality Collapse Severity Product | 100% | 2 | 2 |
| Feature Momentum 10D Product Llm Derived Eps Diff Revenue | 0% | 2 | 0 |
| Feature Insider Liquidation To Analyst Washout Severity | 50% | 2 | 1 |
| Feature Insider Liquidation To Analyst Sentiment Death Ratio | 50% | 2 | 1 |
| Feature Insider Liquidation To Analyst Bullish Premium Authenticity Net | 50% | 2 | 1 |
| Feature Insider Liquidation To Analyst Washout Severity Composite | 50% | 2 | 1 |
| Mined Llm Derived Momentum 10D Product Llm Derived Eps Diff Revenue | 50% | 2 | 1 |
| Mined Llm Derived Llm Derived Eps Diff Total Assets Diff Llm Derived Cash Ratio Total Assets | 50% | 2 | 1 |
| Feature Insider Liquidation To Valuation Death Spiral Severity Product | 50% | 2 | 1 |
| Feature Insider Liquidation To Valuation Death Spiral Signal | 50% | 2 | 1 |
| Feature Insider Liquidation To Valuation Death Spiral Severity Ratio | 50% | 2 | 1 |
| Feature Insider Liquidation To Valuation Mortality Severity Index | 50% | 2 | 1 |
| Feature Valuation Credibility Decay Via Insider Shock | 50% | 2 | 1 |
| Feature Insider Analyst Authenticity Compression | 50% | 2 | 1 |
| Feature Volatility 20D Product Llm Derived Momentum 10D Diff Momentum 5D | 0% | 2 | 0 |
| Feature Analyst Premium Haircut Vs Fcf Reality | 100% | 2 | 2 |
| Feature Accrual Quality To Price Divergence Severity Normalized | 100% | 2 | 2 |
| Macro Pce Cool | 100% | 1 | 1 |
| Live Trade Macro Pce | 100% | 1 | 1 |
| Mined Llm Derived Analyst Credibility Anchor | 0% | 1 | 0 |
| Mined Llm Derived Analyst Sentiment Vs Fundamentals Disconnect | 100% | 1 | 1 |
| Combo Price Vs Sma20 Diff Volatility | 0% | 1 | 0 |
| Combo Momentum 5D Ratio Price Vs Sma | 100% | 1 | 1 |
| Mined Momentum 5D | 0% | 1 | 0 |
| Mined Llm Derived Eps Diff Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Total Assets Diff Net Income | 0% | 1 | 0 |
| Mined Llm Derived Total Assets Diff Operating Income | 0% | 1 | 0 |
| Mined Llm Derived Cash Diff Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Total Assets Diff Operating Income | 0% | 1 | 0 |
| Mined Llm Derived Eps Diff Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Total Assets Diff Net Income | 0% | 1 | 0 |
| Mined Llm Derived Cash Diff Total Assets | 0% | 1 | 0 |
| Combo Momentum 10D Diff Momentum 5D | 0% | 1 | 0 |
| Combo Momentum 5D Diff Price Vs Sma2 | 100% | 1 | 1 |
| Combo Momentum 10D Diff Volatility 2 | 0% | 1 | 0 |
| Combo Momentum 20D Diff Volatility 2 | 0% | 1 | 0 |
| Combo Momentum 5D Diff Volatility 20 | 0% | 1 | 0 |
| Combo Momentum 20D Ratio Price Vs Sm | 0% | 1 | 0 |
| Mined Llm Derived Analyst Sentiment Vs Fundamentals Disconnect | 100% | 1 | 1 |
| Combo Price Vs Sma20 Diff Volatility | 100% | 1 | 1 |
| Combo Momentum 5D Ratio Price Vs Sma | 0% | 1 | 0 |
| Combo Momentum 20D Ratio Price Vs Sm | 100% | 1 | 1 |
| Macro Inflation Cool | 100% | 1 | 1 |
| Mined Llm Derived Analyst Credibility Anchor | 100% | 1 | 1 |
| Macro Inflation Cool | 100% | 1 | 1 |
| Feature Volatility 20D Product Momentum 5D | 100% | 1 | 1 |
| Mined Derived Yield | 100% | 1 | 1 |
| Mined Roe Pct | 100% | 1 | 1 |
| Mined Llm Derived Valuation Sustainability Gap | 0% | 1 | 0 |
| Mined Llm Derived Valuation Credibility Decay Composite | 0% | 1 | 0 |
| Mined Llm Derived Pe Ratio Product Gross Margin Pct | 100% | 1 | 1 |
| Mined Llm Derived Roe Pct Diff Revenue Growth Pct | 100% | 1 | 1 |
| Mined Llm Derived Momentum 10D Diff Price Vs Sma20 | 0% | 1 | 0 |
| Mined Llm Derived Momentum 10D Product Volatility 20D | 0% | 1 | 0 |
| Mined Llm Derived Valuation Growth Exhaustion Buffer Real Months | 0% | 1 | 0 |
| Feature Analyst Sentiment Reality Earnings Credibility Decay | 0% | 1 | 0 |
| Feature Sentiment Reality Credibility Gap To Valuation Burn Exhaustion Multiple | 100% | 1 | 1 |
| Mined Llm Derived Llm Derived Valuation Earnings Credibility Stress Diff Revenue Growth Pct | 100% | 1 | 1 |
| Mined Llm Derived Llm Derived Valuation Premium To Earnings Growth Compression Diff Revenue Growth Pct | 100% | 1 | 1 |
| Mined Llm Derived Llm Derived Valuation Earnings Credibility Stress Diff Revenue Growth Pct | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Valuation Premium To Earnings Growth Compression Diff Revenue Growth Pct | 0% | 1 | 0 |
| Mined Llm Derived Momentum 20D Diff Llm Derived Cash Ratio Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Momentum 10D Diff Llm Derived Cash Ratio Total Assets | 0% | 1 | 0 |
| Feature Momentum 20D Product Llm Derived Eps Diff Revenue | 100% | 1 | 1 |
| Mined Llm Derived Momentum 20D Diff Llm Derived Cash Ratio Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Momentum 10D Diff Llm Derived Cash Ratio Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Cash Ratio Total Assets Ratio Llm Derived Stockholders Equity Diff Total Assets | 100% | 1 | 1 |
| Feature Analyst Consensus Bullish Pct Ratio Llm Derived Eps Diff Revenue | 100% | 1 | 1 |
| Mined Llm Derived Llm Derived Total Assets Diff Net Income Diff Llm Derived Cash Ratio Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Stockholders Equity Diff Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Cash Ratio Total Assets Diff Llm Derived Cash Diff Total Assets | 0% | 1 | 0 |
| Feature Analyst Sentiment Vs Valuation Reality Mismatch | 100% | 1 | 1 |
| Feature Analyst Conviction Reality Gap | 100% | 1 | 1 |
| Mined Llm Derived Momentum 10D Diff Llm Derived Total Assets Diff Net Income | 0% | 1 | 0 |
| Mined Llm Derived Momentum 20D Diff Llm Derived Total Assets Diff Net Income | 0% | 1 | 0 |
| Feature Valuation Sentiment Earnings Gap Mortality Composite | 100% | 1 | 1 |
| Feature Margin Cliff To Valuation Stress Multiplier | 100% | 1 | 1 |
| Feature Valuation Vs Earnings Growth Stress Multiplier | 100% | 1 | 1 |
| Feature Valuation Growth Coherence Exhaustion Runway Months Actual | 100% | 1 | 1 |
| Mined Llm Derived Momentum 20D Product Llm Derived Eps Diff Revenue | 100% | 1 | 1 |
| Feature Valuation Growth Exhaustion Buffer Real Months | 0% | 1 | 0 |
| Feature Valuation Growth Exhaustion Runway Months Real | 100% | 1 | 1 |
| Feature Valuation Growth Exhaustion Safety Buffer Months | 100% | 1 | 1 |
| Mined Llm Derived Valuation Growth Exhaustion Buffer Real Months | 100% | 1 | 1 |
| Feature Accrual Quality To Revenue Growth Credibility Death Cross | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Cash Diff Total Assets | 100% | 1 | 1 |
| Mined Llm Derived Llm Derived Llm Derived Eps Diff Total Assets Diff Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Stockholders Equity Diff Total Assets | 100% | 1 | 1 |
| Mined Llm Derived Momentum 20D Product Llm Derived Eps Diff Revenue | 100% | 1 | 1 |
| Mined Llm Derived Llm Derived Llm Derived Eps Diff Total Assets Diff Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Llm Derived Total Assets Diff Net Income Diff Llm Derived Cash Ratio Total Assets | 100% | 1 | 1 |
| Feature Margin Cliff To Revenue Growth Death Cross Normalized | 100% | 1 | 1 |
| Feature Analyst Conviction Reality Haircut Multiple | 100% | 1 | 1 |
| Feature Valuation Sentiment Reality Earnings Cliff Composite | 0% | 1 | 0 |
| Feature Valuation Sustainability Margin Cliff Risk Score | 0% | 1 | 0 |
| Feature Valuation To Capex Crisis Buffer | 0% | 1 | 0 |
| Feature Analyst Sentiment Reality Compression Ratio | 100% | 1 | 1 |
| Feature Volatility 20D Product Llm Derived Momentum 10D Diff Price Vs Sma20 | 100% | 1 | 1 |
| Feature Momentum 10D Product Llm Derived Momentum 20D Diff Price Vs Sma20 | 0% | 1 | 0 |
| Feature Analyst Conviction Fade To Price Reality Shock Index | 100% | 1 | 1 |
| Feature Analyst Conviction Reality Collapse Premium | 100% | 1 | 1 |
| Feature Analyst Conviction Reality Collapse Severity Normalized | 100% | 1 | 1 |
| Feature Momentum 10D Product Llm Derived Momentum 20D Diff Price Vs Sma20 | 100% | 1 | 1 |
| Feature Pe Ratio Diff Llm Derived Valuation To Growth Credibility Mismatch | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Total Assets Diff Net Income Diff Llm Derived Cash Ratio Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Stockholders Equity Diff Net Income Diff Llm Derived Stockholders Equity Diff Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Llm Derived Cash Ratio Total Assets Diff Llm Derived Cash Diff Total Assets | 0% | 1 | 0 |
| Mined Llm Derived Price Vs Sma20 Diff Llm Derived Total Assets Diff Net Income | 0% | 1 | 0 |
| Mined Llm Derived Volatility 20D Diff Llm Derived Total Assets Diff Net Income | 0% | 1 | 0 |
Retired — anti-predictive
Hit-rate ≤ 48% over a real sample. We do not let these drive predictions; where the signal is reliably wrong, the engine gates or inverts it.
| Signal | Hit rate | Resolved (n) | Correct |
|---|---|---|---|
| Llm Synthesis | 14% | 3445 | 483 |
| Feature Valuation To Growth Credibility Mismatch | 39% | 33 | 13 |
| Online Erosion Fade | 40% | 95 | 38 |
| Momentum Continuation | 41% | 845 | 344 |
| Online Comparison Fade | 43% | 91 | 39 |
| Feature Accrual Quality To Insider Shock Mortality Ratio | 44% | 36 | 16 |
| Insider Analyst Divergence | 45% | 116 | 52 |
| Online Erosion Fade | 45% | 31 | 14 |
| Analyst Consensus Extreme | 45% | 1269 | 576 |
| Pe Sector Reversion Short | 46% | 879 | 406 |
| Feature Analyst Bullish Premium Vs Insider Reality Authenticity Wedge Severity | 47% | 32 | 15 |
| Feature Cash Ratio Total Assets | 48% | 50 | 24 |
Why not a single headline number? A pooled hit-rate blends proven edges with anti-predictive and tiny-sample signals — so the honest KPI is the validated tier, not the pool. Verdicts are market-relative, horizon-pinned, and traceable to reconciled multi-source prices. See methodology.