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The deep learning algorithm was designed to automatically delineate the GTV from chest CT images of patients with lung cancer who underwent radiotherapy treatment. The underlying FL infrastructure architecture was designed to securely perform deep learning training and was tested for vulnerabilities from known security threats. This paper predominantly discussed the FL infrastructure architecture and presented a firsthand experience of conducting such studies.
JMIR AI 2025;4:e60847
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JSON: Java Script object notation; RT: radiotherapy.
Motivated by the capabilities of LLMs, we aimed to investigate their potential application in extracting and structuring information from clinical reports. Our overarching objective is to integrate LLM-based tools into our information system, enhancing the richness of our real-world datasets.
JMIR Med Inform 2025;13:e58457
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This high precision allows for more tailored and effective radiotherapy planning. Both retrospective and prospective studies have demonstrated that integrating PSMA-PET data before s RT modifies the treatment strategy in approximately 30% to 50% of cases. [9,10]. This effect is evident even in patients undergoing early s RT with PSA levels below 0.5 ng/m L, as this group’s detection rate is approximately 50% [10,11].
JMIR Cancer 2024;10:e60323
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Stereotactic body radiotherapy has recently been reported to have similar survival outcomes as surgery in patients with early-stage lung cancer [10,11]. Previous studies have shown that radiotherapy is a safe and feasible treatment for MSPLC, but whether it can compare with surgery in terms of survival outcomes remains debated [12,13].
JMIR Cancer 2024;10:e53354
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Holistic Person-Centered Care in Radiotherapy: Protocol for a Scoping Review
Radiotherapy is considered a conservative form of treatment with reduced adverse effects, unlike other treatments such as surgery, which can have mutilating and other long-term adverse effects, thus maintaining a good quality of life [6].
Evidence-based practice shows that more than 50% of patients with cancer will undergo a course of radiotherapy as part of their treatment, and despite this, patients appear to lack knowledge of the importance of radiotherapy treatment and its effects [7,8].
JMIR Res Protoc 2024;13:e51338
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We aimed to develop a prediction model for early identification of patients at risk for depression within the first month of chemo- or radiotherapy treatment. We assessed the relevance of different data modalities for predictive performance in a retrospective cohort study.
This retrospective observational study used data from the integration of 3 health care organizations: an academic medical center (AMC), a primary and specialty care alliance (PSC), and a community medical center (CMC).
JMIR Med Inform 2024;12:e51925
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Treatment for nonmetastatic HNC depends on disease stage and localization and usually requires multimodal approaches comprising surgery, radiotherapy, and concomitant systemic treatments [2-4]. Within the treatment context, radiotherapy is a therapeutic mainstay, both as a primary treatment for patients with HNC and as an adjuvant therapy after surgery in case of locoregionally advanced cancers or increased risk of tumor recurrence [5-7].
J Med Internet Res 2023;25:e46189
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The usual cancer treatment options are surgery, chemotherapy, radiotherapy, or a combination of these treatments [4]. Although having positive effects, these treatments also have side effects, such as fatigue [5,6] and a decrease in functional exercise capacity [7], muscle mass [8], and muscle strength [8,9], which will ultimately affect physical activity and health-related quality of life (HRQo L) [10,11]. Therefore, complementary interventions that could minimize these side effects are needed [7].
JMIR Res Protoc 2023;12:e43547
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Most patients with cancer with bone metastasis (BM) experience pain [1] and most receive radiotherapy to control it [2]. But, it has been shown that due to the subjective and qualitative nature of the pain, clinicians often underestimate pain [3]. As a result, many patients with BM receive radiotherapy after their pain has already become debilitating [4].
JMIR AI 2023;2:e44779
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