diff --git a/apps/resm/management/__init__.py b/apps/resm/management/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/apps/resm/management/commands/__init__.py b/apps/resm/management/commands/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/apps/resm/management/commands/fix_preview_pdf.py b/apps/resm/management/commands/fix_preview_pdf.py
new file mode 100644
index 0000000..2056814
--- /dev/null
+++ b/apps/resm/management/commands/fix_preview_pdf.py
@@ -0,0 +1,106 @@
+"""一次性修复: 把误标为全文 PDF 的 Elsevier "摘要预览页"(1 页)纠正回未下载状态。
+
+背景:
+  Elsevier Article API 对未授权 / in-press 文章, application/pdf 端点会返回仅含
+  摘要的 1 页预览 PDF(魔数仍是 %PDF、体积也不小), 而全文 XML 却能正常拿到。旧抓取
+  逻辑只校验魔数 + 体积, 误将预览页落库并置 has_fulltext_pdf=True。
+
+本命令重新核对本地 PDF 的页数, 对 <= 1 页者:
+  - has_fulltext_pdf 置回 False
+  - 若该论文有 XML 全文(has_fulltext_xml=True), 保留 has_fulltext=True;
+    否则(此前只有这张假预览页冒充全文)一并把 has_fulltext 回退为 False,
+    让它能重新进入下载链路去找真正的全文。
+  - 追加 fail_reason 'elsevier_pdf_preview_only' (供 Elsevier 补抓队列排除, 避免无限重试)
+  - 可选: 删除本地预览 PDF 文件 (--delete-file)
+
+文件读取依赖本地存在 PDF (在跑抓取的服务器上执行)。建议先 --dry-run 看统计。
+
+用法:
+  python manage.py fix_preview_pdf --dry-run
+  python manage.py fix_preview_pdf --delete-file
+"""
+import os
+
+from django.core.management.base import BaseCommand
+
+from apps.resm.models import Paper
+from apps.resm.tasks import _pdf_page_count
+
+
+class Command(BaseCommand):
+    help = "纠正被误标为全文的 Elsevier 摘要预览 PDF(1 页)"
+
+    def add_arguments(self, parser):
+        parser.add_argument("--dry-run", action="store_true",
+                            help="只统计, 不写库 / 不删文件")
+        parser.add_argument("--limit", type=int, default=0,
+                            help="最多处理多少条 (0=不限)")
+        parser.add_argument("--delete-file", action="store_true",
+                            help="同时删除本地预览 PDF 文件")
+
+    def handle(self, *args, **opts):
+        dry = opts["dry_run"]
+        limit = opts["limit"]
+        del_file = opts["delete_file"]
+
+        qs = Paper.objects.filter(
+            has_fulltext_pdf=True, doi__startswith="10.1016"
+        ).order_by("id")
+        total = qs.count()
+        self.stdout.write(
+            f"候选(has_fulltext_pdf=True 且 DOI 以 10.1016 开头): {total}")
+
+        checked = fixed = only_pdf = missing = unreadable = 0
+        for paper in qs.iterator():
+            if limit and checked >= limit:
+                break
+            checked += 1
+
+            path = paper.init_paper_path("pdf")
+            if not os.path.exists(path):
+                missing += 1
+                continue
+            try:
+                with open(path, "rb") as f:
+                    content = f.read()
+            except OSError:
+                unreadable += 1
+                continue
+
+            pages = _pdf_page_count(content)
+            if pages is None:
+                unreadable += 1
+                continue
+            if pages > 1:
+                continue  # 真全文, 跳过
+
+            fixed += 1
+            only_pdf_case = not paper.has_fulltext_xml
+            if only_pdf_case:
+                only_pdf += 1
+            self.stdout.write(
+                f"[preview {pages}p]{' (only-pdf)' if only_pdf_case else ''} "
+                f"{paper.doi}  {path}")
+            if dry:
+                continue
+
+            paper.has_fulltext_pdf = False
+            update_fields = ["has_fulltext_pdf", "update_time"]
+            # 没有 XML 全文时, 之前的 has_fulltext 只是被这张假预览页置上的, 一并回退
+            if not paper.has_fulltext_xml:
+                paper.has_fulltext = False
+                update_fields.insert(0, "has_fulltext")
+            paper.save(update_fields=update_fields)
+            if "elsevier_pdf_preview_only" not in (paper.fail_reason or ""):
+                paper.save_fail_reason("elsevier_pdf_preview_only")
+            if del_file:
+                try:
+                    os.remove(path)
+                except OSError:
+                    pass
+
+        self.stdout.write(self.style.SUCCESS(
+            f"检查={checked} 预览页修复={fixed} (其中无XML全文/一并回退has_fulltext={only_pdf}) "
+            f"文件缺失={missing} 无法解析={unreadable}"
+            + ("  (dry-run, 未写库)" if dry else "")
+        ))
diff --git a/apps/resm/tasks.py b/apps/resm/tasks.py
index e1e1dc1..3da4c96 100644
--- a/apps/resm/tasks.py
+++ b/apps/resm/tasks.py
@@ -11,6 +11,7 @@ from lxml import etree
 from celery import current_app
 from datetime import datetime, timedelta
 import random
+import re
 from .d_oaurl import download_from_url_playwright
 import asyncio
 import sys
@@ -599,6 +600,41 @@ def _elsevier_fetch_xml(req, paper):
     return True, has_fulltext, None
 
 
+def _pdf_page_count(content: bytes):
+    """返回 PDF 页数; 无法确定时返回 None。
+
+    优先用 pypdf 精确解析; 未安装或解析异常时退化为字节扫描
+    (对未压缩对象树有效, Elsevier 的摘要预览页正属此类)。"""
+    try:
+        from io import BytesIO
+        from pypdf import PdfReader
+        return len(PdfReader(BytesIO(content), strict=False).pages)
+    except ImportError:
+        pass
+    except Exception:
+        return None
+    try:
+        counts = [int(m) for m in re.findall(rb"/Count\s+(\d+)", content)]
+        if counts:
+            return max(counts)
+        n = len(re.findall(rb"/Type\s*/Page(?![sR])", content))
+        if n:
+            return n
+    except Exception:
+        pass
+    return None
+
+
+def _is_elsevier_preview_pdf(content: bytes) -> bool:
+    """判断 Elsevier 返回的 PDF 是否为"摘要预览页"。
+
+    Elsevier Article API 对未授权 / in-press 文章, application/pdf 端点会返回
+    仅含摘要的 1 页预览 PDF(魔数仍是 %PDF、体积也不小), 全文 XML 却可能正常。
+    判据: 能确定页数且 <= 1 页。无法确定页数时返回 False(从宽, 不误杀真全文)。"""
+    pages = _pdf_page_count(content)
+    return pages is not None and pages <= 1
+
+
 def _elsevier_fetch_pdf(req, paper):
     """同一 DOI 取 PDF, 成功落库返回 True。"""
     try:
@@ -617,6 +653,10 @@ def _elsevier_fetch_pdf(req, paper):
             res.headers.get("content-type", "").startswith("application/pdf")
         )
         if is_pdf and len(res.content) > 1024:  # 至少1KB
+            # 排除"摘要预览页"(1 页): 否则会被误标 has_fulltext_pdf=True
+            if _is_elsevier_preview_pdf(res.content):
+                paper.save_fail_reason("elsevier_pdf_preview_only")
+                return False
             paper.save_file_pdf(res.content, save_obj=True)
             return True
     return False
@@ -645,7 +685,9 @@ def get_abstract_from_elsevier(number_of_task:int = 20, exclude_failed:bool=True
     # 存量补 PDF: 已有全文标记但还没下到 PDF
     qs_pdf = Paper.objects.filter(
         has_fulltext=True, has_fulltext_pdf=False, has_abstract=True
-    ).exclude(fetch_status="downloading").filter(doi__startswith="10.1016")
+    ).exclude(fetch_status="downloading"
+    ).exclude(fail_reason__contains="elsevier_pdf_preview_only"
+    ).filter(doi__startswith="10.1016")
 
     if not qs.exists() and not qs_pdf.exists():
         return "done"  # 不自重发, 交给 beat 轮询拉起
@@ -880,6 +922,9 @@ def save_pdf_from_elsevier(paper:Paper):
     except requests.RequestException as e:
         return f"elsevier_request_error: {str(e)}"
     if res.status_code == 200:
+        if _is_elsevier_preview_pdf(res.content):
+            paper.save_fail_reason("elsevier_pdf_preview_only")
+            return "elsevier_pdf_preview_only"
         paper.save_file_pdf(res.content, save_obj=True)
         return "success"
     else:
diff --git a/requirements.txt b/requirements.txt
index d26eb45..5dcb395 100755
--- a/requirements.txt
+++ b/requirements.txt
@@ -26,3 +26,4 @@ pillow>=10.0.0
 opencv-python>=4.8.0
 DrissionPage>=4.1.0
 curl-cffi>=0.7.0
+pypdf>=4.0.0