feat: add measured detection review loop

frontend/src/styles/premium.css

@@ -1862,3 +1862,139 @@ details.ai-lab-model-surface > summary strong {
     background: var(--accent-soft);
   }
 }
+
+.geo-image-quality-metrics,
+.detection-review-summary {
+  display: grid;
+  grid-template-columns: repeat(6, minmax(0, 1fr));
+  gap: 0.5rem;
+}
+
+.geo-image-quality-metrics {
+  grid-column: 1 / -1;
+  margin-top: 0.35rem;
+  border-top: 1px solid var(--line);
+  padding-top: 0.65rem;
+}
+
+.geo-image-quality-metrics > div,
+.detection-review-summary > div {
+  display: grid;
+  min-width: 0;
+  gap: 0.15rem;
+  border: 1px solid var(--line);
+  border-radius: 6px;
+  padding: 0.55rem;
+  background: var(--panel-soft);
+}
+
+.geo-image-quality-metrics span,
+.detection-review-summary span,
+.detection-review-item-heading span {
+  color: var(--muted);
+  font-size: 0.7rem;
+}
+
+.geo-image-quality-metrics strong,
+.detection-review-summary strong {
+  color: var(--text);
+  font-size: 0.9rem;
+}
+
+.detection-review-panel {
+  display: grid;
+  gap: 0.75rem;
+  margin-top: 0.85rem;
+  border-top: 1px solid var(--line);
+  padding-top: 0.85rem;
+}
+
+.detection-review-summary {
+  grid-template-columns: repeat(5, minmax(0, 1fr));
+}
+
+.detection-review-filters,
+.detection-review-editor,
+.detection-review-pagination {
+  display: grid;
+  grid-template-columns: repeat(2, minmax(0, 1fr)) auto;
+  gap: 0.65rem;
+  align-items: end;
+}
+
+.detection-review-filters label,
+.detection-review-editor label {
+  display: grid;
+  min-width: 0;
+  gap: 0.3rem;
+  color: var(--muted);
+  font-size: 0.72rem;
+}
+
+.detection-review-list {
+  display: grid;
+  max-height: 34rem;
+  gap: 0.5rem;
+  margin: 0;
+  overflow: auto;
+  padding: 0;
+  list-style: none;
+}
+
+.detection-review-item {
+  display: grid;
+  gap: 0.6rem;
+  border: 1px solid var(--line);
+  border-radius: 6px;
+  padding: 0.7rem;
+  background: #ffffff;
+}
+
+.detection-review-item-heading {
+  display: flex;
+  min-width: 0;
+  gap: 0.75rem;
+  align-items: center;
+  justify-content: space-between;
+}
+
+.detection-review-item-heading > div {
+  display: grid;
+  min-width: 0;
+  gap: 0.15rem;
+}
+
+.detection-review-item-heading strong {
+  overflow-wrap: anywhere;
+  font-size: 0.82rem;
+}
+
+.detection-review-pagination {
+  display: flex;
+  align-items: center;
+  justify-content: flex-end;
+}
+
+.detection-review-pagination span {
+  color: var(--muted);
+  font-size: 0.76rem;
+}
+
+@media (max-width: 900px) {
+  .geo-image-quality-metrics,
+  .detection-review-summary {
+    grid-template-columns: repeat(3, minmax(0, 1fr));
+  }
+
+  .detection-review-editor,
+  .detection-review-filters {
+    grid-template-columns: 1fr;
+  }
+}
+
+@media (max-width: 560px) {
+  .geo-image-quality-metrics,
+  .detection-review-summary {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}