The system should be validated in clinical settings

The gap

Evidence profile

Sourced from the future work and limitations of the source papers, classified as application gap, spanning 3 journals. Those papers have been cited 2 times in total.

Supporting evidence — 3 representative gaps

• Performance Analysis of a Hybrid Deep Learning Framework Integrating CNN, RNN, LSTM, and ResNet50 for Lung Disease Recurrence Prediction Using Chest X-Ray Images and Post-Recovery Clinical Data (2026) · Engineering, Technology & Applied Science Research · cited 1× · doi

  The proposed medical Decision Support System (DSS) for continuous post-recovery patient monitoring is conceptual; implementation requirements including real-time inference latency constraints, integration with Electronic Health Record systems, clinical workflow adaptation, and user interface design for the hybrid deep learning framework must be experimentally validated in actual clinical environments.

  application gapfuture workevidence 5/5
  Keywords: Decision Support System clinical workflow integration real-time inference electronic health records lung disease monitoring
• Deep Learning Framework for Myocardial Infarction Diagnosis from Cardiac MRI using Vision Transformers (2026) · International Journal of Science, Strategic Management and Technology · doi

  The system should be validated in clinical settings with real patient data and integration with existing clinical workflows to confirm its utility as a decision-support tool.

  application gapfuture workevidence 4/5
  Keywords: clinical system validated settings real patient integration existing workflows confirm utility decision support tool
• Deep learning characterizes depression and suicidal ideation in young adults from eye movements (2026) · npj Digital Medicine · cited 1× · doi

  Algorithmic methods should function as supportive tools and not as autonomous decision-making systems, suggesting a need for further work on clinical integration and responsible deployment.

  application gaplimitationsevidence 4/5
  Keywords: algorithmic function supportive tools autonomous decision making systems suggesting need further clinical integration responsible deployment

Questions about this gap