Research graph
References from Nursing Assessment–Derived Risk Profiles and VALENF Instrument–Based Classification in Adult Inpatients: A Two-Stage Machine Learning Study. Local targets link to admitted publications; unresolved targets remain external evidence.
Understanding hospital activity and outcomes for people with multimorbidity using electronic health records
10.1038/s41598-025-92940-7 · 2025 · External reference
Approaches to characterising multimorbidity in older people accessing hospital care: a scoping review
10.1007/s41999-025-01166-3 · 2025 · External reference
Patient‐related complexity of nursing care in acute care hospitals – an updated concept
10.1111/scs.12833 · 2021 · External reference
How Are Diagnosis-Related Groups and Staffing Allocation Systems Associated with the Complexity of Nursing Care? An Observational Study. Healthcare [Internet]
10.3390/healthcare12191988 · 2024 · External reference
Complexity of nursing care at 24 h from admission predicts in-hospital mortality in medical units: A cohort study
10.1186/s12913-020-5038-5 · 2020 · External reference
10.1371/journal.pone.0236370
10.1371/journal.pone.0236370 · 2020 · External reference
Unresolved reference
2020 · External reference
A Systematic Review of Length of Stay Linked to Hospital-Acquired Falls, Pressure Ulcers, Central Line–Associated Bloodstream Infections, and Surgical Site Infections. Mayo Clin Proc Innov Qual Outcomes [Internet]
10.1016/j.mayocpiqo.2025.100607 · 2025 · External reference
10.1111/jan.16025
10.1111/jan.16025 · 2024 · External reference
Development and Validation of a Meta-Instrument for Nursing Assessment in Adult Hospitalization Units (VALENF Instrument) (Part I)
10.3390/ijerph192214622 · 2022 · External reference
Development and Validation of a Meta-Instrument for the Assessment of Functional Capacity, the Risk of Falls and Pressure Injuries in Adult Hospitalization Units (VALENF Instrument) (Part II)
10.3390/ijerph20065003 · 2023 · External reference
Phenotype clustering in health care: A narrative review for clinicians
10.3389/frai.2022.842306 · External reference
Profiling Patients by Intensity of Nursing Care: An Operative Approach Using Machine Learning
10.3390/jpm10040279 · 2020 · External reference
Identifying Distinct Subgroups of ICU Patients: A Machine Learning Approach*
10.1097/ccm.0000000000002548 · 2017 · External reference
TRIPOD + AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods
10.1136/bmj-2023-078378 · 2024 · External reference
10.1111/jnu.70096
10.1111/jnu.70096 · 2026 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2026 · External reference
10.1016/0895-4356(94)90129-5
10.1016/0895-4356(94)90129-5 · 1994 · External reference
Psychometric characteristics of the Spanish version of the Barthel Index
10.1007/s40520-017-0809-5 · 2018 · External reference
10.1002/nop2.792
10.1002/nop2.792 · 2021 · External reference
Características de la escala Downton en la valoración del riesgo de caídas en pacientes hospitalizados
10.1016/j.enfcli.2017.02.008 · 2017 · External reference
Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples
10.1002/sim.3697 · 2009 · External reference
10.1214/aos/1176344552
10.1214/aos/1176344552 · 1979 · External reference
Understanding Equivalence and Noninferiority Testing
10.1007/s11606-010-1513-8 · 2011 · External reference
Interactions between patterns of multimorbidity and functional status among hospitalized older patients: a novel approach using cluster analysis and association rule mining
10.1186/s12967-024-05444-9 · 2024 · External reference
Unresolved reference
2024 · External reference
Strategies for detecting and mitigating dataset shift in machine learning for health predictions: A systematic review
10.1016/j.jbi.2025.104902 · 2025 · External reference
The Clinician and Dataset Shift in Artificial Intelligence
10.1056/nejmc2104626 · 2021 · External reference
10.1177/01939459251367529
10.1177/01939459251367529 · 2025 · External reference
Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
10.1038/s41591-022-01772-9 · 2022 · External reference
10.2196/47971
10.2196/47971 · 2023 · External reference
Unresolved reference
2026 · External reference
