diff --git a/application/api/controller/Article.php b/application/api/controller/Article.php
index e2875d01..b217e4c1 100644
--- a/application/api/controller/Article.php
+++ b/application/api/controller/Article.php
@@ -6640,6 +6640,10 @@ class Article extends Base
             return jsonError($e->getMessage());
         }
     }
+    public function checkOne(){
+        $svc = new ReferenceCheckService();
+        $svc->checkOne();
+    }
     public function referenceCheckEnqueueArticleMain(){
         $amId = 127448;
         $svc = new ReferenceCheckService();
diff --git a/application/api/job/ReferenceCheck.php b/application/api/job/ReferenceCheck.php
index 5058bdc1..0c15c4f5 100644
--- a/application/api/job/ReferenceCheck.php
+++ b/application/api/job/ReferenceCheck.php
@@ -82,10 +82,15 @@ class ReferenceCheck
 
                 $llm = new LLMService();
                 $llmResult = $llm->checkReference($contentA, $contentB);
+                $isMatch = !empty($llmResult['is_match']);
+                $confidence = $llm->enforceReferenceCheckConfidence(
+                    isset($llmResult['confidence']) ? $llmResult['confidence'] : 0,
+                    $isMatch
+                );
 
                 Db::name('article_reference_check_result')->where('id', $checkId)->update([
-                    'is_match'    => !empty($llmResult['is_match']) ? 1 : 0,
-                    'confidence'  => $llmResult['confidence'],
+                    'is_match'    => $isMatch ? 1 : 0,
+                    'confidence'  => $confidence,
                     'reason'      => $llmResult['reason'],
                     'status'      => 1,
                     'error_msg'   => '',
diff --git a/application/common/ReferenceCheckService.php b/application/common/ReferenceCheckService.php
index d56c0af0..f1903ca4 100644
--- a/application/common/ReferenceCheckService.php
+++ b/application/common/ReferenceCheckService.php
@@ -131,6 +131,9 @@ class ReferenceCheckService
 
         $this->setAmRefCheckStatus($amId, self::AM_STATUS_RUNNING);
     }
+    public function checkOne(){
+        $this->pushJob(intval(722), 0);
+    }
     public function enqueueByArticle($articleId){
         if ($articleId <= 0) {
             throw new \InvalidArgumentException('article_id is required');