```json { "step1_data": { "trend": "Clear uptrend", "volume_comparison": "lower", "near_key_level": false }, "step2_validation": { "pattern_specific_test": "fail", "test_details": "The pattern is a hammer, but it is not occurring after at least 3 consecutive red candles." }, "step3_scores": { "trend_score": 8, "pattern_score": 2, "volume_score": 4, "structure_score": 5 }, "verdict": "NEUTRAL", "confidence": 0.475, "reasoning": "The hammer pattern is not valid because it doesn't occur after 3 consecutive red candles, and the volume is lower than the previous candles, making the signal unreliable despite the uptrend.", "improvement_needed": "Confirmation with other bearish signals or a break below a key support level would increase confidence." } ```