diff --git a/apps/web/src/api/client.ts b/apps/web/src/api/client.ts
index 3554193..b4f1260 100644
--- a/apps/web/src/api/client.ts
+++ b/apps/web/src/api/client.ts
@@ -104,7 +104,7 @@ client.interceptors.response.use(
   },
   async (error) => {
     const originalRequest = error.config;
-    if (error.response?.status === 401 && !originalRequest._retry) {
+    if (error.response?.status === 401 && !originalRequest._retry && !originalRequest.url?.includes('/auth/login')) {
       if (isRefreshing) {
         return new Promise((resolve, reject) => {
           failedQueue.push({ resolve, reject });
diff --git a/apps/web/src/pages/Home.tsx b/apps/web/src/pages/Home.tsx
index eae9d1b..ad73694 100644
--- a/apps/web/src/pages/Home.tsx
+++ b/apps/web/src/pages/Home.tsx
@@ -186,7 +186,7 @@ export default function Home() {
       setActivitiesLoading(true);
       try {
         const result = await listAuditLogs({ page: 1, page_size: 5 });
-        if (!cancelled) setRecentActivities(result.data);
+        if (!cancelled) setRecentActivities(result.data.filter(a => a.action !== 'login_failed'));
       } catch {
         // 静默处理
       } finally {
diff --git a/apps/web/src/pages/health/FollowUpTaskList.tsx b/apps/web/src/pages/health/FollowUpTaskList.tsx
index bb17439..ce6e779 100644
--- a/apps/web/src/pages/health/FollowUpTaskList.tsx
+++ b/apps/web/src/pages/health/FollowUpTaskList.tsx
@@ -16,6 +16,7 @@ import type { ColumnsType, TablePaginationConfig } from 'antd/es/table';
 import dayjs from 'dayjs';
 import { followUpApi, type FollowUpTask, type CreateFollowUpTaskReq, type UpdateFollowUpTaskReq } from '../../api/health/followUp';
 import { patientApi } from '../../api/health/patients';
+import { getUser } from '../../api/users';
 import { StatusTag } from './components/StatusTag';
 import { PatientSelect } from './components/PatientSelect';
 import { DoctorSelect } from './components/DoctorSelect';
@@ -120,6 +121,21 @@ export default function FollowUpTaskList() {
       if (Object.keys(newLabels).length > 0) {
         setPatientLabels((prev) => ({ ...prev, ...newLabels }));
       }
+
+      // Batch resolve assignee names
+      const assigneeIds = [...new Set(result.data.map((t: FollowUpTask) => t.assigned_to).filter(Boolean))];
+      const newDoctorLabels: Record<string, string> = {};
+      await Promise.allSettled(
+        assigneeIds.map(async (id: string) => {
+          try {
+            const u = await getUser(id);
+            newDoctorLabels[id] = u.display_name || u.username;
+          } catch { /* skip */ }
+        }),
+      );
+      if (Object.keys(newDoctorLabels).length > 0) {
+        setDoctorLabels((prev) => ({ ...prev, ...newDoctorLabels }));
+      }
     } catch {
       message.error('加载随访任务失败');
     } finally {
diff --git a/apps/web/src/pages/health/StatisticsDashboard.tsx b/apps/web/src/pages/health/StatisticsDashboard.tsx
index 94856af..f75e8d2 100644
--- a/apps/web/src/pages/health/StatisticsDashboard.tsx
+++ b/apps/web/src/pages/health/StatisticsDashboard.tsx
@@ -92,25 +92,33 @@ export default function StatisticsDashboard() {
   const fetchAllStats = useCallback(async () => {
     setLoading(true);
     setError(null);
-    try {
-      const [patients, consultations, followUps, points, healthData] = await Promise.all([
-        pointsApi.getPatientStats(),
-        pointsApi.getConsultationStats(),
-        pointsApi.getFollowUpStats(),
-        pointsApi.getStatistics(),
-        pointsApi.getHealthDataStats(),
-      ]);
-      setPatientStats(patients);
-      setConsultationStats(consultations);
-      setFollowUpStats(followUps);
-      setPointsStats(points);
-      setHealthDataStats(healthData);
-    } catch (err: unknown) {
-      const message = err instanceof Error ? err.message : '加载统计数据失败';
-      setError(message);
-    } finally {
-      setLoading(false);
+
+    let hasAnyError = false;
+    const errors: string[] = [];
+
+    const tryFetch = async <T,>(fn: () => Promise<T>, setter: (v: T) => void, label: string) => {
+      try {
+        const data = await fn();
+        setter(data);
+      } catch {
+        hasAnyError = true;
+        errors.push(label);
+      }
+    };
+
+    await Promise.all([
+      tryFetch(pointsApi.getPatientStats, setPatientStats, '患者'),
+      tryFetch(pointsApi.getConsultationStats, setConsultationStats, '咨询'),
+      tryFetch(pointsApi.getFollowUpStats, setFollowUpStats, '随访'),
+      tryFetch(pointsApi.getStatistics, setPointsStats, '积分'),
+      tryFetch(pointsApi.getHealthDataStats, setHealthDataStats, '健康数据'),
+    ]);
+
+    if (hasAnyError && errors.length === 5) {
+      setError('加载统计数据失败');
     }
+
+    setLoading(false);
   }, []);
 
   useEffect(() => {
diff --git a/apps/web/src/pages/messages/NotificationList.tsx b/apps/web/src/pages/messages/NotificationList.tsx
index cf28687..49681a7 100644
--- a/apps/web/src/pages/messages/NotificationList.tsx
+++ b/apps/web/src/pages/messages/NotificationList.tsx
@@ -7,6 +7,16 @@ import { useThemeMode } from '../../hooks/useThemeMode';
 
 const { Paragraph } = Typography;
 
+function formatDateTime(value: string): string {
+  return new Date(value).toLocaleString('zh-CN', {
+    year: 'numeric',
+    month: '2-digit',
+    day: '2-digit',
+    hour: '2-digit',
+    minute: '2-digit',
+  });
+}
+
 interface Props {
   queryFilter?: MessageQuery;
 }
@@ -84,7 +94,7 @@ export default function NotificationList({ queryFilter }: Props) {
         <div>
           <Paragraph>{record.body}</Paragraph>
           <div style={{ marginTop: 8, color: isDark ? '#475569' : '#94a3b8', fontSize: 12 }}>
-            {record.created_at}
+            {formatDateTime(record.created_at)}
           </div>
         </div>
       ),
@@ -170,7 +180,7 @@ export default function NotificationList({ queryFilter }: Props) {
       key: 'created_at',
       width: 180,
       render: (v: string) => (
-        <span style={{ color: isDark ? '#475569' : '#94a3b8', fontSize: 13 }}>{v}</span>
+        <span style={{ color: isDark ? '#475569' : '#94a3b8', fontSize: 13 }}>{formatDateTime(v)}</span>
       ),
     },
     {
diff --git a/crates/erp-health/src/service/stats_service.rs b/crates/erp-health/src/service/stats_service.rs
index eae3ea6..f6460a8 100644
--- a/crates/erp-health/src/service/stats_service.rs
+++ b/crates/erp-health/src/service/stats_service.rs
@@ -426,6 +426,8 @@ async fn compute_avg_field(
     field: &str,
 ) -> AppResult<Option<f64>> {
     const ALLOWED_FIELDS: &[&str] = &[
+        "ultrafiltration_volume",
+        "dialysis_duration",
         "uf_volume",
         "uf_rate",
         "blood_flow_rate",