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Skip search results from other journals and go to results- 1493 Journal of Medical Internet Research
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The outcome of this fine-tuning process is a model that provides a high level of sensitivity and specificity in classifying and differentiating various types of randomized trial publications.
In our study, we initially established a baseline model for classifying publications using traditional machine learning and word embedding techniques to demonstrate the effectiveness of employing a transformer-based model in identifying publications based on nested designs.
JMIR Med Inform 2025;13:e63267
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(computer, smartphone, internet, and text message) outside of the traditional F2 F therapy setting; and (4) the article was written in English as a peer-reviewed journal article.
JMIR Ment Health 2025;12:e67670
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Note-taking during learning has long been a mainstay of educational practice and data over the last 60 years, demonstrating its contribution to improved learning and test scores [1,2]. In 1995, a study on effective note-taking among students reported that free note-taking by learners was a particularly effective process [3]. A 2002 report noted that the most effective way for medical students to perform well was to take written notes on materials prepared in advance by the teachers [4].
JMIR Form Res 2025;9:e55087
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This led to the creation of 2 different scenarios for postpartum hemorrhage, a scenario for eclampsia, a scenario involving fetal distress with a ventouse delivery, and a breech delivery scenario. Both medical-technical and teamwork skills were included in the training, with the difficulty level increasing throughout the day. Every SHO participated in at least 2 scenarios during the 1-day training, while having an observer role in the nonparticipating scenarios.
JMIR Med Educ 2025;11:e54911
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A pilot study with a quasi-experimental pre- and postintervention design will be implemented. As we will try to explore the participants’ characteristics, we want to conduct a pilot study to see the feasibility of this project among these participants. We plan to conduct quasi-experimental pre- and postintervention design, as we found in this setting randomization; case-control is rather difficult.
JMIR Res Protoc 2025;14:e71849
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Before choosing a photograph, the user is prompted to complete a brief guided tutorial and then prompted to imagine that they are a health care worker encountering the scene they see in the image and directed to type a message into a textbox consisting of an evaluation of the image from their health care worker perspective. Following this, the participant is presented with the same 6 photographs (the first photograph they chose has a reduced opacity to indicate that it can no longer be selected).
JMIR Hum Factors 2025;12:e67685
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Due to students’ digital proficiency and their inclination toward autonomous problem-solving, offering CBT-I via the internet (i CBT-I) appears to be a convenient and low-threshold alternative to traditional in-person CBT [31]. Overall, while CBT-I has demonstrated large effects on insomnia severity compared to a waitlist control (SMD=−1.27), both guided (SMD=−0.71) and unguided (SMD=−0.78) i CBT-I yielded medium effects compared to a waitlist-control condition [32].
J Med Internet Res 2025;27:e58024
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Sociocentric study designs collect information about a “complete” network among members of a population or cohort of interest, whereas egocentric studies focus on the network of contacts that immediately surround a focal individual (ego) and often collect information from subgroups sampled from a larger population [1,9].
JMIR Public Health Surveill 2025;11:e64497
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Next, we launched a nationwide Google Ad campaign. Advertisement-derived interest surveys identified potential participants who were then contacted by phone. Interest surveys reported the mode of recruitment through a single-choice answer of “a website,” “Facebook,” “Instagram,” “Google,” “referral,” or “other.” More detailed responses for choices like “other” were obtained through free response options. Referrals are defined as participants referred to the study by family, friends, or a physician.
J Med Internet Res 2025;27:e63712
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Because if you say, “Well, I’m a woman, a teenager, a girl,” it would give you more tailored options, right?
Participants emphasized the importance of being heard, suggesting the platform should offer options for discussing MH with professionals via videoconference, call, or chat while also highlighting the need for both crisis support and follow-up care (annotations: 33/504, CF=6.5%).
JMIR Hum Factors 2025;12:e66558
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