fix: drastically reduce false-positive consumption anomaly banners

Two changes:
1. Skip prediction when expected_qty=0 — model says 'should be finished'
   but user simply restocked or consumed less. Not actionable.
2. Raise 'more than expected' threshold to 400% (was 30%).
   Having more than expected almost always means a restock the model
   doesn't know about yet — only truly extreme cases (>4x) are flagged.
   'Less than expected' stays at 30% (still actionable: unregistered use).

api/index.php

@@ -2166,9 +2166,21 @@ function getConsumptionPredictions(PDO $db): void {
         // Flag if deviation > 30% and absolute diff > meaningful threshold
         $deviation = abs($actualQty - $expectedQty);
         $threshold = max($dailyRate * 3, 0.5); // at least 3 days worth or 0.5 units
+
+        // If expected = 0 and actual > 0, the model simply thinks the product
+        // should have been used up by now. This is NOT an anomaly — the user
+        // either restocked (not yet tracked) or consumed less than usual.
+        // Only flag "less" direction when expected = 0 (actual ran out faster).
+        if ($expectedQty <= 0 && $actualQty >= 0) continue;
+
         $pctDev = $expectedQty > 0 ? ($deviation / $expectedQty) : ($actualQty > 0 ? 1 : 0);
 
-        if ($pctDev > 0.30 && $deviation > $threshold) {
+        // "more than expected" is almost always a restock the model doesn't know about yet.
+        // Only flag it at very high deviation (>400%) to catch truly impossible values.
+        // "less than expected" is more actionable: user may have consumed without registering.
+        $flagThreshold = ($actualQty > $expectedQty) ? 4.0 : 0.30;
+
+        if ($pctDev > $flagThreshold && $deviation > $threshold) {
             $unit = $item['unit'];
             // Format expected/actual in human units
             if ($unit === 'conf' && $item['default_quantity'] > 0 && $item['package_unit']) {

index.html

@@ -11,7 +11,7 @@
     <title>EverShelf</title>
     <link rel="manifest" href="manifest.json">
     <link rel="icon" type="image/png" href="assets/img/logo/logo_icon.png">
-    <link rel="stylesheet" href="assets/css/style.css?v=20260511h">
+    <link rel="stylesheet" href="assets/css/style.css?v=20260511i">
     <!-- QuaggaJS for barcode scanning -->
     <script src="https://cdn.jsdelivr.net/npm/@ericblade/quagga2@1.8.4/dist/quagga.min.js"></script>
     <!-- @xenova/transformers: ES-module bootstrap that exposes a lazy category-classifier as window._categoryPipelinePromise -->
@@ -1469,6 +1469,6 @@
     </div>
 </div>
 
-<script src="assets/js/app.js?v=20260511h"></script>
+<script src="assets/js/app.js?v=20260511i"></script>
 </body>
 </html>