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医生看片,AI看Excel:Radiomics有多可怕?

  • 2026-11-11 06:28:14
医生看片,AI看Excel:Radiomics有多可怕?
Radiomics 将医学影像转化为高维定量特征，并结合 Cox 回归、logistic回归、机器学习、深度学习等模型，实现疾病风险预测和个体化决策支持。影像学正从定性经验医学，迈向数据驱动医学与智能医学的新范式。
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  2. 运行时间 : 0.098831s [ 吞吐率：10.12req/s ] 内存消耗：4,328.97kb 文件加载：140
  3. 缓存信息 : 0 reads,0 writes
  4. 会话信息 : SESSION_ID=64231806232cda5d47a281a500e01ae6
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  1. CONNECT:[ UseTime:0.000687s ] mysql:host=172.18.0.4;port=3306;dbname=h_sjds;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000934s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000465s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000329s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000520s ]
  6. SELECT * FROM `set` [ RunTime:0.000275s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000560s ]
  8. SELECT * FROM `article` WHERE `id` = 472369 LIMIT 1 [ RunTime:0.000338s ]
  9. UPDATE `article` SET `lasttime` = 1794645300 WHERE `id` = 472369 [ RunTime:0.001173s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 65 LIMIT 1 [ RunTime:0.000316s ]
  11. SELECT * FROM `article` WHERE `id` < 472369 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000425s ]
  12. SELECT * FROM `article` WHERE `id` > 472369 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000388s ]
  13. SELECT * FROM `article` WHERE `id` < 472369 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000535s ]
  14. SELECT * FROM `article` WHERE `id` < 472369 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000579s ]
  15. SELECT * FROM `article` WHERE `id` < 472369 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.000638s ]
0.117262s