e.g. mhealth
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Skip search results from other journals and go to results- 4 JMIR Research Protocols
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Semistructured interviews were conducted to explore participants perspectives on the barriers to adhering to referral recommendations following AI-enabled DRS. The in-depth interview guides were developed in English, informed by existing literature on barriers to DR screening and referral [31-34], and later translated into Hindi and Punjabi (Table S3 in Multimedia Appendix 1). These guides, featuring open-ended questions and probes, explored participants’ perspectives on referral adherence after DRS.
JMIR Form Res 2025;9:e67047
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All eligible physicians were randomized using simple randomization via a random number generator in the CRAN package of statistical analysis software “R” (R Core Team) into 1 of 2 study arms, with a link to a personalized survey that included either their own referral data (Arm A) or their own referral data plus their peers’ (own+peer) referral rates (Arm B). Two email reminders were sent to PCPs who had not responded. All PCP identifiers were kept confidential.
J Med Internet Res 2025;27:e64933
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Preoperative workup may include a referral to a cardiologist, and appropriate indications for such consultations have been described [3,5]. Inappropriate cardiac testing or cardiology referrals are considered low-value care because they rarely change perioperative management, cause surgical delays, and increase costs [5-12]. Low-value preoperative cardiac stress testing is estimated to cost US $102 to US $238 million [9].
JMIR Perioper Med 2024;7:e63076
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Referral diagnoses also varied between the cases (Table 3). A total of 5 out of the 12 VC physicians (4 family physicians and 1 psychiatrist) conducted the encounters resulting in a referral, however, the number of overall encounters per physician varied greatly ranging from 2 to 143. An interpreter was not needed in any of the 17 consultations that resulted in a referral.
Interact J Med Res 2024;13:e44906
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The second objective was to learn which factors influenced the GP’s decision regarding a referral for diagnostic testing. In addition, this research provides insights into the GP’s decision-making process and whether factors are possibly missing from a digital triage tool. As a starting point, we investigated these research questions for sexually transmitted infection (STI) triage as the medical guidelines are straightforward (eg, clear risk factors and answer categories).
JMIR Hum Factors 2024;11:e49221
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Digital innovation to support referral and clinical assessment is earmarked as a key area to increase service capacity within mental health care. One of the main aims of the referral process is to collect information that can be used for clinical assessment to identify symptoms and triage patients into the appropriate treatment pathways. Therefore, the referral process and clinical assessments represent promising targets for automation.
JMIR AI 2023;2:e44358
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A logistic regression was performed using deciles to identify when a significant change in number of notification and referral to study occurred. As the deciles had overlapping notification values, we categorized the notifications into 9 categories (1, 2, 3, 4, 5, 6, 7 to 8, 9 to 13, or greater than 13 notifications). It was found that at 6 notifications there was a significant change in referral response (Multimedia Appendix 1).
J Med Internet Res 2023;25:e41884
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Patients can use Homelab to order diagnostic tests online without going to the GP for a diagnostic test referral. After ordering a test on Homelab, the patient’s GP needs to authorize the ordered test; this way, GPs can monitor what is being ordered. Authorizing the ordered tests ensures that the tests are reimbursed health care. A consultation is scheduled when a diagnostic test result is abnormal or a disease or a condition is present. Both the patient and the GP can view the test result online.
JMIR Form Res 2023;7:e42151
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After reading each clinical vignette, participants will be asked to decide if this is (a) an MSK condition, which does not need referral to a medical doctor (keep); (b) a noncritical medical condition, which needs referral to a medical doctor, while the patient can be treated by a physiotherapist (keep-refer); and (c) a critical medical condition, which needs immediate referral to a medical doctor and treatment by the physiotherapist should be stopped (refer).
JMIR Res Protoc 2023;12:e43028
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Shortening the time interval for referral to an expert center for patients with STS is challenging. To reach most health care providers and raise their awareness, we developed, with the help of Chlorophyll Vision, a mobile app called Sar’Connect in 2021, which aims to increase the rate of early detection of STS and facilitate patient referral to expert centers based on the FSG radiological algorithm and geolocation of health professionals [26].
JMIR Mhealth Uhealth 2022;10(11):e40718
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