Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Privacy-aware community infrastructureResearch graph
References from Artificial intelligence of imaging and clinical neurological data for predictive, preventive and personalized (P3) medicine for Parkinson Disease: The NeuroArtP3 protocol for a multi-center research study. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2022 · External reference
MDS clinical diagnostic criteria for Parkinson’s disease.
10.1002/mds.26424 · 2015 · External reference
Postural instability and falls in Parkinson’s disease.
10.1515/revneuro-2016-0002 · 2016 · External reference
Epidemiology of Parkinson’s Disease-East Versus West. Movement disorders clinical practice.
10.1002/mdc3.12568 · 2017 · External reference
Non-motor symptoms in Parkinson’s disease.
10.1016/j.parkreldis.2015.09.004 · 2016 · External reference
Importance of motor vs. non-motor symptoms for health-related quality of life in early Parkinson’s disease.
10.1016/j.parkreldis.2013.07.010 · 2013 · External reference
Falls in Parkinson’s disease: A complex and evolving picture.
10.1002/mds.27195 · 2017 · External reference
The genetic architecture of Parkinson’s disease.
10.1016/s1474-4422(19)30287-x · 2020 · External reference
10.1001/jamaneurol.2023.0183
10.1001/jamaneurol.2023.0183 · External reference
Clinical criteria for subtyping Parkinson’s disease: biomarkers and longitudinal progression.
10.1093/brain/awx118 · 2017 · External reference
How stable are Parkinson’s disease subtypes in de novo patients: Analysis of the PPMI cohort?
10.1016/j.parkreldis.2016.04.027 · 2016 · External reference
Alteration of Tremor Dominant and Postural Instability Gait Difficulty Subtypes During the Progression of Parkinson’s Disease: Analysis of the PPMI Cohort.
10.3389/fneur.2019.00471 · 2019 · External reference
Parkinson’s Disease Subtypes Identified from Cluster Analysis of Motor and Non-motor Symptoms.
2017 · External reference
Gender Differences in the Prevalence of Parkinson’s Disease.
10.1002/mdc3.13584 · 2022 · External reference
Mortality of Parkinson’s disease in Italy from 1980 to 2015.
10.1007/s10072-021-05854-3 · 2022 · External reference
Burden of Parkinson’s Disease by Severity: Health Care Costs in the U.S. Medicare Population.
10.1002/mds.28265 · 2021 · External reference
Incidence and prevalence of Parkinson’s disease in the Italian region of Umbria: a population-based study using healthcare administrative databases.
10.1007/s10072-019-03872-w · 2019 · External reference
The evolution of personalized healthcare and the pivotal role of European regions in its implementation.
10.2217/pme-2020-0115 · 2021 · External reference
A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory.
10.1016/j.nbt.2012.03.004 · 2012 · External reference
A machine learning approach to predict quality of life changes in patients with Parkinson’s Disease.
10.1002/acn3.51577 · 2023 · External reference
Machine learning can predict mild cognitive impairment in Parkinson’s disease.
2022 · External reference
Voice in Parkinson’s Disease: A Machine Learning Study.
2022 · External reference
Classification of Parkinson’s disease and its stages using machine learning.
10.1038/s41598-022-18015-z · 2022 · External reference
Predicting optimal deep brain stimulation parameters for Parkinson’s disease using functional MRI and machine learning.
10.1038/s41467-021-23311-9 · 2021 · External reference
Precision medicine for Parkinson’s disease: The subtyping challenge.
2022 · External reference
Motor fluctuations and dyskinesias in Parkinson’s disease: clinical manifestations.
10.1002/mds.20458 · 2005 · External reference
Importance of time to ON versus wearing OFF in total daily OFF time experienced by patients with Parkinson’s disease.
2023 · External reference
Clinical milestones in Parkinson’s disease: A 7-year population-based incident cohort study.
2017 · External reference
Universal Health Coverage in Italy: lights and shades of the Italian National Health Service which celebrated its 40th anniversary.
10.1016/j.healthpol.2019.11.002 · 2020 · External reference
Movement Disorder Society Task Force report on the Hoehn and Yahr staging scale: status and recommendations.
10.1002/mds.20213 · 2004 · External reference
Parkinsonism: Onset, Progression and Mortality.
10.1212/wnl.17.5.427 · 1967 · External reference
Atypical parkinsonian syndromes: a general neurologist’s perspective.
2018 · External reference
Milestones in atypical and secondary Parkinsonisms.
10.1002/mds.23713 · 2011 · External reference
Machine Learning for the Diagnosis of Parkinson’s Disease: A Review of Literature.
2021 · External reference
Research Electronic Data Capture (REDCap).
10.5195/jmla.2018.319 · 2018 · External reference
Data Protection by Design in the E-Health Care Sector: Theoretical and Applied Perspectives.
2021 · External reference
Health Sciences Libraries Advancing Collaborative Clinical Research Data Management in Universities.
10.7191/jeslib.2018.1130 · 2018 · External reference
Unresolved reference
2019 · External reference
Tabular data: Deep learning is not all you need.
10.1016/j.inffus.2021.11.011 · 2022 · External reference
Disease-Course Adapting Machine Learning Prognostication Models in Elderly Patients Critically Ill With COVID-19: Multicenter Cohort Study With External Validation.
10.2196/32949 · 2022 · External reference
Machine learning models predict liver steatosis but not liver fibrosis in a prospective cohort study.
10.1016/j.clinre.2023.102181 · 2023 · External reference
Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study.
10.1007/s10877-021-00739-4 · 2022 · External reference
Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation.
2023 · External reference
Guidelines for Conducting Ethical Artificial Intelligence Research in Neurology: A Systematic Approach for Clinicians and Researchers.
10.1212/wnl.0000000000012570 · 2021 · External reference
Will Artificial Intelligence Replace the Movement Disorders Specialist for Diagnosing and Managing Parkinson’s Disease?
10.3233/jpd-212545 · 2021 · External reference
Key challenges for delivering clinical impact with artificial intelligence.
10.1186/s12916-019-1426-2 · 2019 · External reference
