preprint

Key Points

• This work aims to present a novel framework, The Ali, for the analysis of clinical outcomes.
• The framework utilizes advanced machine learning algorithms for data analysis of clinical outcomes.
• Various biomarkers are incorporated to enhance predictive accuracy.
• Performance is evaluated using comparative analysis against existing models.
• The Ali framework demonstrates improved accuracy over traditional methods, with a statistically significant increase in predictive power (p<0.05).
• Key biomarkers identified by The Ali provide new insights into clinical outcomes, improving patient stratification.