W10518394 PS8260087 Dishwasher Heating Element by Techecook - Fit for Whirlpool Kenmore Amana Maytag Dishwasher - Replaces W10134009 W10441445 AP5690151 8194250 8563007 W10518394VP
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Review Analysis Results
Analysis Summary
The review set shows mixed authenticity with several concerning patterns but also legitimate variation. Key findings: 1) Rating distribution is polarized (60% 5-star, 30% 1-star, 10% mixed) which is common for replacement parts but raises some concern. 2) Multiple reviews mention specific installation challenges and compatibility issues that appear genuine and detailed. 3) Several 5-star reviews are overly brief and generic ('Perfect fit', 'Works great') which could indicate incentivized reviews. 4) The 1-star reviews contain highly specific technical details about melting plastic tubs and deformation issues that seem authentic. 5) No obvious bot patterns or duplicate phrasing detected. Overall, while some 5-star reviews may be incentivized, the technical specificity and problem descriptions in negative reviews suggest a mostly genuine review set with some potential review manipulation.
Review Statistics
Price Analysis
Price analysis pending
Price insights will be available shortly.
Understanding This Analysis
What does Grade C mean?
This product has moderate review authenticity concerns. A notable portion of reviews show suspicious patterns. Consider reading reviews carefully before purchasing.
Adjusted Rating Explained
The adjusted rating (3.00 stars) represents what we estimate this product's rating would be if fake reviews were removed. This product's adjusted rating is lower than Amazon's displayed rating (3.50 stars), suggesting positive fake reviews may be inflating the score.
How We Detect Fake Reviews
Our AI analyzes multiple factors: language patterns (generic vs. specific), reviewer behavior (history, timing), temporal anomalies (review clusters), verification status, sentiment authenticity, and statistical outliers. No single factor determines a review is fake - we look at the combination of signals.
Important Limitations
No automated system is perfect. Sophisticated fake reviews can evade detection, and some genuine reviews may be incorrectly flagged. Use this analysis as one data point in your purchasing decision, not the only factor. Reading actual review content yourself is always valuable.
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