Evidence that moves biomedical and digital innovation toward care.
15 published · View all articles →
Multimodal claims depend on alignment quality, the contribution of each information source, and the behavior of the system when one modality is noisy or missing. This structured evidence review evaluates "Multifunctional hydrogel sensors wi...
Read article →Cross-domain use depends on whether predictions remain calibrated when data sources, populations, and decision thresholds change. This structured evidence review evaluates "Personalized prediction of lymph node metastasis in papillary thyro...
Read article →Causal language requires a design that separates the proposed mechanism from selection effects, omitted variables, and other plausible explanations. This structured evidence review evaluates "Multifunctional hydrogel sensors with dynamic co...
Read article →Benchmark performance is useful only when the evaluation setting represents the populations and operating conditions to which the result will be transferred. This structured evidence review evaluates "Personalized prediction of lymph node m...
Read article →Human oversight is meaningful when intervention points, responsibility, escalation paths, and the evidence available to decision makers are explicitly defined. This structured evidence review evaluates "Multifunctional hydrogel sensors with...
Read article →Evaluation is persuasive only when the measured outcome corresponds to the construct claimed by the study and the comparison answers the stated research question. This structured evidence review evaluates "Personalized prediction of lymph n...
Read article →Benchmark performance is useful only when the evaluation setting represents the populations and operating conditions to which the result will be transferred. This structured evidence review evaluates "Chemical element concentrations in cord...
Read article →Evaluation is persuasive only when the measured outcome corresponds to the construct claimed by the study and the comparison answers the stated research question. This structured evidence review evaluates "Concentrations and short-term heal...
Read article →Robustness depends on whether conclusions remain stable when the data distribution, case mix, prevalence, or operating environment differs from the reported setting. This structured evidence review evaluates "Chemical element concentrations...
Read article →Evaluation is persuasive only when the measured outcome corresponds to the construct claimed by the study and the comparison answers the stated research question. This structured evidence review evaluates "The association between low birth...
Read article →This review examines digital biomarkers for neurodegenerative disease monitoring. The organizing question is which sensor-derived measures demonstrate analytical validity, clinical validity, and meaningful longitudinal change. Ten related s...
Read article →This review examines patient-facing generative artificial intelligence in telemedicine. The organizing question is how generated explanations and triage suggestions can be evaluated for comprehension, equity, safety, and escalation. Ten rel...
Read article →This review examines federated learning for multi-centre medical imaging. The organizing question is when distributed training improves transportability while preserving privacy and institutional control. Ten related scholarly sources are s...
Read article →This clinical methods review examines clinical validation of wearable arrhythmia detection. The organizing question is how diagnostic accuracy, confirmatory testing, adherence, and downstream clinical actions should be evaluated together. T...
Read article →This translational review examines remote monitoring after hospital discharge. The organizing question is which patients, signals, thresholds, and response pathways produce clinically meaningful benefit after discharge. Ten related scholarl...
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