```json { "step1_data": { "trend": "Clear uptrend", "volume_comparison": "lower", "near_key_level": false }, "step2_validation": { "pattern_specific_test": "fail", "test_details": "The lower wick does not constitute >60% of the total candle range, and there are not at least 3 consecutive red candles before the hammer." }, "step3_scores": { "trend_score": 8, "pattern_score": 2, "volume_score": 3, "structure_score": 5 }, "verdict": "NEUTRAL", "confidence": 0.45, "reasoning": "The hammer pattern is not valid based on the criteria, and the uptrend is the only supporting factor.", "improvement_needed": "Confirmation of bearish price action after the hammer, such as a strong bearish candle or a break of a nearby support level, would increase confidence." } ```