Evidence map›Paper›PMID 39377669›Full record

ArticleRadiology. Artificial intelligence2024

Boosting Deep Learning for Interpretable Brain MRI Lesion Detection through the Integration of Radiology Report Information.

Lisong Dai, Jiayu Lei, Fenglong Ma, Zheng Sun, Haiyan Du, Houwang Zhang, Jingxuan Jiang, Jianyong Wei, Dan Wang, Guang Tan and 8 more

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Article in Radiology. Artificial intelligence, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

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3 · Its place in the literature

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5 citing papers in PubMed.

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5 · Who and what money

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18 authors.

Lisong DaiFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-3608-9732
Jiayu LeiFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-3057-1210
Fenglong MaFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0002-4999-0303
Zheng SunFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-0028-9441
Haiyan DuFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0001-5781-7941
Houwang ZhangFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0002-2358-0613
Jingxuan JiangFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0009-0002-1693-1005
Jianyong WeiFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-3654-5769
Dan WangFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0002-0641-3485
Guang TanFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-2667-6415
Xinyu SongFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0002-3539-2492
Jinyu ZhuFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-4032-0116
Qianqian ZhaoFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).
Songtao AiFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-0555-1410
Ai ShangFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0009-0003-0117-2066
Zhaohui LiFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0009-0006-6669-9354
Ya ZhangFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0002-5390-9053
Yuehua LiFrom the Institute of Diagnostic and Interventional Radiology (L.D., Z.S., H.D., J.J., D.W., G.T., X.S., J.Z., Q.Z., Y.L.) and Clinical Research Center (J.W.), Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, 600 Yishan Road, Shanghai 200000, China; Shanghai AI Laboratory, Shanghai, China (J.L., Y.Z.); School of Computer Science and Technology, University of Science and Technology of China, Anhui, China (J.L.); The Pennsylvania State University College of Information Sciences and Technology, University Park, Pa (F.M.); Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China (H.Z.); Department of Radiology, Affiliated Hospital of Nantong University, Nantong, China (J.J.); Department of Radiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China (S.A.); Department of Radiology, Shanghai Public Health Clinical Center, Shanghai, China (A.S.); Department of Radiology, Wuhan Hankou Hospital, Wuhan, China (Z.L.); and Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, China (Y.Z.).ORCID 0000-0003-2417-0867

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose To guide the attention of a deep learning (DL) model toward MRI characteristics of brain lesions by incorporating radiology report-derived textual features to achieve interpretable lesion detection. Materials and Methods In this retrospective study, 35 282 brain MRI scans (January 2018 to June 2023) and corresponding radiology reports from center 1 were used for training, validation, and internal testing. A total of 2655 brain MRI scans (January 2022 to December 2022) from centers 2-5 were reserved for external testing. Textual features were extracted from radiology reports to guide a DL model (ReportGuidedNet) focusing on lesion characteristics. Another DL model (PlainNet) without textual features was developed for comparative analysis. Both models identified 15 conditions, including 14 diseases and normal brains. Performance of each model was assessed by calculating macro-averaged area under the receiver operating characteristic curve (ma-AUC) and micro-averaged AUC (mi-AUC). Attention maps, which visualized model attention, were assessed with a five-point Likert scale. Results ReportGuidedNet outperformed PlainNet for all diagnoses on both internal (ma-AUC, 0.93 [95% CI: 0.91, 0.95] vs 0.85 [95% CI: 0.81, 0.88]; mi-AUC, 0.93 [95% CI: 0.90, 0.95] vs 0.89 [95% CI: 0.83, 0.92]) and external (ma-AUC, 0.91 [95% CI: 0.88, 0.93] vs 0.75 [95% CI: 0.72, 0.79]; mi-AUC, 0.90 [95% CI: 0.87, 0.92] vs 0.76 [95% CI: 0.72, 0.80]) testing sets. The performance difference between internal and external testing sets was smaller for ReportGuidedNet than for PlainNet (Δma-AUC, 0.03 vs 0.10; Δmi-AUC, 0.02 vs 0.13). The Likert scale score of ReportGuidedNet was higher than that of PlainNet (mean ± SD: 2.50 ± 1.09 vs 1.32 ± 1.20;

Indexed as

Deep LearningMagnetic Resonance ImagingAdultAgedBrainFemaleHumansImage Interpretation, Computer-AssistedMaleMiddle AgedRetrospective StudiesBrain MRIComputer-aided DiagnosisDeep LearningKnowledge-driven ModelRadiology Report

Identifiers

PMID39377669
PMCPMC11605145

What Socratic holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.