| AUC | Area Under the Curve |
| AUROC | Area Under the Receiver Operating Characteristic |
| CCI | Charlson Comorbidity Index |
| CD | Clinical Deterioration |
| CFS | Clinical Frailty Scale |
| CHARMS | Critical Appraisal and Data Extraction for Systematic Reviews of Prediction Modeling Studies |
| ECI | Elixhauser Comorbidity Index |
| ED | Emergency Department |
| EWS | Early Warning Score |
| GP | General Practitioner |
| GRADE | Grading of Recommendations Assessment, Development, and Evaluation |
| ICD | International Classification of Diseases |
| ICU | Intensive Care Unit |
| Med2Vec | Multi-layer Representation Learning Tool for Medical Concepts |
| MIMIC-IV | Medical Information Mart for Intensive Care IV |
| MUST | Malnutrition Universal Screening Tool |
| NEWS2 | National Early Warning Score 2 |
| NHS | National Health Services |
| OPERA | Older Persons' Emergency Risk Assessment |
| PICOS | Population, Intervention, Comparison, Outcomes, and Study |
| PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
| PROBAST | Prediction Model Risk-of-Bias Assessment Tool |
| PROSPERO | International Prospective Register of Systematic Reviews |
| SA | Situation Awareness |
| VSS | Vital-Sign Scoring |