Clinical AI systems in practice

Retrospective MIMIC-IV analysis of congestive heart failure compares multiple iron-status definitions. It evaluates ferritin and transferrin saturation criteria for 1-year mortality risk stratification. Combined ferritin and TSAT categories improve separation between iron deficiency and hyperferritinemia. The study argues for more precise phenotyping to guide prognostic assessment.

Retrospective cohort study characterizes the clinical presentation and outcomes of patients with brain abscess. It evaluates factors linked to hospitalization course and overall prognosis. Age and abscess size are highlighted as drivers of longer hospital stay. The work underscores the importance of early recognition and coordinated management for CNS infection.

Retrospective MIMIC-IV analysis evaluates HALP and modified HALP scores in heart failure. It compares their ability to predict 90-day mortality using risk modeling. Lower scores are associated with higher mortality and mHALP performs better than HALP. The preprint proposes these indices as accessible tools for early risk stratification.

Comprehensive analysis of notifiable infectious disease trends in Poland from 2014 to 2022. It examines patterns across the period that includes COVID-19 non-pharmaceutical interventions. The study frames how population-level measures coincide with shifts in reported incidence across diseases. It aims to inform surveillance and long-term public health planning.

Retrospective MIMIC-IV preprint investigates iron-status definitions in congestive heart failure. It tests ferritin and transferrin saturation thresholds against mortality outcomes. Combined ferritin-TSAT categories provide clearer risk stratification signals. The work presents early findings ahead of journal publication.