Artificial intelligence-assisted volume isotropic simultaneous interleaved bright- and black-blood examination for brain metastases.

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Tác giả: Kazunori Fukasawa, Akio Hiwatashi, Kousei Ishigami, Kazufumi Kikuchi, Yoshitomo Kikuchi, Daichi Momosaka, Shunsuke Nishimura, Makoto Obara, Osamu Togao, Hiroyuki Toyoda, Koji Yamashita

Ngôn ngữ: eng

Ký hiệu phân loại: 006.3 Artificial intelligence

Thông tin xuất bản: Germany : Neuroradiology , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 688026

 PURPOSE: To verify the effectiveness of artificial intelligence-assisted volume isotropic simultaneous interleaved bright-/black-blood examination (AI-VISIBLE) for detecting brain metastases. METHODS: This retrospective study was approved by our institutional review board and the requirement for written informed consent was waived. Forty patients were included: 20 patients with and without brain metastases each. Seven independent observers (three radiology residents and four neuroradiologists) participated in two reading sessions: in the first, brain metastases were detected using VISIBLE only
  in the second, the results of the first session were comprehensively evaluated by adding AI-VISIBLE information. Sensitivity, diagnostic performance, and false positives/case were evaluated. Diagnostic performance was assessed using a figure-of-merit (FOM). Sensitivity and false positives/case were evaluated using McNemar and paired t-tests, respectively. RESULTS: The McNemar test revealed a significant difference between VISIBLE with/without AI information (P <
  0.0001). Significantly higher sensitivity (94.9 ± 1.7% vs. 88.3 ± 5.1%, P = 0.0028) and FOM (0.983 ± 0.009 vs. 0.972 ± 0.013, P = 0.0063) were achieved using VISIBLE with AI information vs. without. No significant difference was observed in false positives/case with and without AI information (0.23 ± 0.19 vs. 0.18 ± 0.15, P = 0.250). AI-assisted results of radiology residents became comparable to results of neuroradiologists (sensitivity, FOM: 85.9 ± 3.4% vs. 90.0 ± 5.9%, 0.969 ± 0.016 vs. 0.974 ± 0.012 without AI information
  94.8 ± 1.3% vs. 95.0 ± 2.1%, 0.977 ± 0.010 vs. 0.988 ± 0.005 with AI information, respectively). CONCLUSION: AI-VISIBLE improved the sensitivity and performance for diagnosing brain metastases.
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