diff --git a/src/app/App.js b/src/app/App.js
index a64a77bd..67cf57d6 100644
--- a/src/app/App.js
+++ b/src/app/App.js
@@ -72,7 +72,7 @@ const MaintenanceAlert = () => (
       width='300'
     />
     <MainenanceMessage>
-      Animl is currently undergoing evolution. Check back soon!
+      Animl is undergoing evolution. Check back soon!
     </MainenanceMessage>
   </StyledMaintenanceAlert>
 );
diff --git a/src/components/ErrorAlerts.js b/src/components/ErrorAlerts.js
index 17ce4a92..f1f1c1d6 100644
--- a/src/components/ErrorAlerts.js
+++ b/src/components/ErrorAlerts.js
@@ -28,6 +28,8 @@ import {
   dismissCamerasError,
 } from '../features/cameras/camerasSlice';
 import {
+  selectImagesErrors,
+  dismissImagesError,
   selectImageContextErrors,
   dismissImageContextError,
   selectStatsErrors,
@@ -44,6 +46,7 @@ const ErrorAlerts = () => {
   const depsErrors = useSelector(selectDeploymentsErrors);
   const modelsErrors = useSelector(selectModelsErrors);
   const camerasErrors = useSelector(selectCamerasErrors);
+  const imagesErrors = useSelector(selectImagesErrors);
   const imageContextErrors = useSelector(selectImageContextErrors);
   const statsErrors = useSelector(selectStatsErrors);
   
@@ -54,8 +57,9 @@ const ErrorAlerts = () => {
     enrichErrors(depsErrors, 'Deployment Error', 'deployments'),
     enrichErrors(modelsErrors, 'Model Error', 'models'),
     enrichErrors(camerasErrors, 'Camera Error', 'cameras'),
+    enrichErrors(imagesErrors, 'Error Fetching Images', 'images'),
     enrichErrors(imageContextErrors, 'Image Error', 'imageContext'),
-    enrichErrors(statsErrors, 'Stats Error', 'stats'),
+    enrichErrors(statsErrors, 'Error Getting Stats', 'stats'),
   ];
 
   const errors = enrichedErrors.reduce((acc, curr) => (
@@ -108,6 +112,7 @@ const dismissErrorActions = {
   'deployments': (i) => dismissDeploymentsError(i),
   'models': (i) => dismissModelsError(i),
   'cameras': (i) => dismissCamerasError(i),
+  'images': (i) => dismissImagesError(i),
   'imageContext': (i) => dismissImageContextError(i),
   'stats': (i) => dismissStatsError(i)
 };
diff --git a/src/features/images/ImagesStatsModal.js b/src/features/images/ImagesStatsModal.js
index 69ef350d..dcf6c074 100644
--- a/src/features/images/ImagesStatsModal.js
+++ b/src/features/images/ImagesStatsModal.js
@@ -14,6 +14,41 @@ const NoneFoundAlert = styled('div', {
   color: '$gray600',
 });
 
+const StatsDisplay = styled('div', {
+  border: '1px solid $gray400',
+  maxHeight: '50vh',
+  overflowY: 'scroll',
+});
+
+const StyledStatsDisclaimer = styled('div', {
+  paddingTop: 10,
+  fontSize: '$3',
+  color: '$gray600',
+});
+
+const StatsDisclaimer = () => (
+  <StyledStatsDisclaimer>
+    NOTE: this is a WIP. Be mindful of the following:
+    <ul>
+      <li>
+        each reviewer's "reviewedCount" is the total number 
+        of <em>images</em> they have edited in some way (validated/invalidated 
+        a label, added objects, etc.). Because multiple users can edit the same 
+        image, and because images that have been edited can still be 
+        considered "not reviewed" (e.g., if a user invalidated all labels on 
+        all objects, but did't mark it empty), the sum of all reviewers 
+        "reviewedCounts" very likely will not equal the "reviewedCount" 
+        "reviewed" quantity
+      </li>
+      <li>
+        the quantities in the "labelList" are for locked objects 
+        with <em>validated</em> labels only, so they do not include ML 
+        predicted labels that need review
+      </li>
+    </ul>
+  </StyledStatsDisclaimer>
+)
+
 const ImagesStatsModal = ({ filters }) => {
   const dispatch = useDispatch();
 
@@ -39,7 +74,14 @@ const ImagesStatsModal = ({ filters }) => {
           We couldn't find any images that matched this set of filters.
         </NoneFoundAlert>
       }
-      {stats && <pre>{JSON.stringify(stats, null, 2)}</pre>}
+      {stats && 
+        <>
+          <StatsDisplay>
+            <pre>{JSON.stringify(stats, null, 2)}</pre>
+          </StatsDisplay>
+          <StatsDisclaimer />
+        </>
+      }
     </div>
   );
 };
diff --git a/src/features/images/ImagesTable.js b/src/features/images/ImagesTable.js
index a7c6ade0..729f5906 100644
--- a/src/features/images/ImagesTable.js
+++ b/src/features/images/ImagesTable.js
@@ -496,7 +496,10 @@ function makeRows(workingImages, focusIndex) {
     />;
     const hasObjs = image.objects.length > 0;
     const hasUnlockedObjs = image.objects.some((obj) => obj.locked === false);
-    const reviewed = (!hasObjs || hasUnlockedObjs) 
+    const hasAllInvalidatedLabels = !image.objects.some((obj) => (
+      obj.labels.some((lbl) => !lbl.validation || lbl.validation.validated)
+    ));
+    const reviewed = (!hasObjs || hasUnlockedObjs || hasAllInvalidatedLabels) 
       ? <ReviewedIcon reviewed={false} /> 
       : <ReviewedIcon reviewed={true} />;
 
diff --git a/src/features/images/imagesSlice.js b/src/features/images/imagesSlice.js
index a0264214..d75b4539 100644
--- a/src/features/images/imagesSlice.js
+++ b/src/features/images/imagesSlice.js
@@ -90,6 +90,11 @@ export const imagesSlice = createSlice({
       state.images =  state.images.concat(payload.images.images);
     },
 
+    dismissImagesError: (state, { payload }) => {
+      const index = payload;
+      state.loadingStates.image.errors.splice(index, 1);
+    },
+
     preFocusImageStart: (state, { payload }) => {
       state.preFocusImage = payload;
     },
@@ -185,6 +190,7 @@ export const {
   getImagesStart,
   getImagesSuccess,
   getImagesFailure,
+  dismissImagesError,
   preFocusImageStart,
   preFocusImageEnd,
   getImageContextStart,
@@ -327,6 +333,7 @@ export const selectHasNext = state => state.images.pageInfo.hasNext;
 export const selectImages = state => state.images.images;
 export const selectImagesCount = state => state.images.pageInfo.count;
 export const selectImagesLoading = state => state.images.loadingStates.images;
+export const selectImagesErrors = state => state.images.loadingStates.images.errors;
 export const selectVisibleRows = state => state.images.visibleRows;
 export const selectPreFocusImage = state => state.images.preFocusImage;
 export const selectImageContextLoading = state => state.images.loadingStates.imageContext;