```json { "step1_data": { "trend": "Clear downtrend", "volume_comparison": "much_higher", "near_key_level": true }, "step2_validation": { "pattern_specific_test": "fail", "test_details": "The pattern is identified as a hammer, but it does not occur after at least 3 consecutive red candles. Also, the lower wick doesn't appear to constitute >60% of the total candle range." }, "step3_scores": { "trend_score": 8, "pattern_score": 2, "volume_score": 7, "structure_score": 6 }, "verdict": "BEARISH", "confidence": 0.58, "reasoning": "The trend is clearly bearish and the volume is high, but the hammer pattern is not validated, leading to a bearish bias with low confidence.", "improvement_needed": "Confirmation of the hammer pattern with proper criteria and subsequent bearish price action would increase confidence." } ```