ArticleF1000Research
Collaboration between a human group and artificial intelligence can improve prediction of multiple sclerosis course: a proof-of-principle study.
Article in F1000Research. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review.BMC medical informatics and decision making · 2022Pooled it
- Patient-reported outcomes as predictors of disability evolution in Multiple Sclerosis: An interpretable machine learning approach.Multiple sclerosis (Houndmills, Basingstoke, England) · 2026Article
- Review
- Human-machine cooperation meta-model for clinical diagnosis by adaptation to human expert's diagnostic characteristics.Scientific reports · 2023Article
- Prognostic models for predicting clinical disease progression, worsening and activity in people with multiple sclerosis.The Cochrane database of systematic reviews · 2023Review
- Framework for Classifying Explainable Artificial Intelligence (XAI) Algorithms in Clinical Medicine.Online journal of public health informatics · 2023Article
- Addressing the Challenges and Barriers to the Integration of Machine Learning into Clinical Practice: An Innovative Method to Hybrid Human-Machine Intelligence.Sensors (Basel, Switzerland) · 2022Article
- Multiple sclerosis diagnosis and phenotype identification by multivariate classification of in vivo frontal cortex metabolite profiles.Scientific reports · 2022Article
- A Reproducible Deep-Learning-Based Computer-Aided Diagnosis Tool for Frontotemporal Dementia Using MONAI and Clinica Frameworks.Life (Basel, Switzerland) · 2022Article
- Towards Multimodal Machine Learning Prediction of Individual Cognitive Evolution in Multiple Sclerosis.Journal of personalized medicine · 2021Review
- Hybrid Predictive Ensembles: Synergies Between Human and Computational Forecasts.Journal of social computing · 2021Article
- Comparison of Mobile Application-Based ECG Consultation by Collective Intelligence and ECG Interpretation by Conventional System in a Tertiary-Level Hospital.Korean circulation journal · 2021Article
- Machine Learning Use for Prognostic Purposes in Multiple Sclerosis.Life (Basel, Switzerland) · 2021Review
- Digital Twins for Multiple Sclerosis.Frontiers in immunology · 2021Review
- Artificial Intelligence: reshaping the practice of radiological sciences in the 21st century.The British journal of radiology · 2020Review
- Considering patient clinical history impacts performance of machine learning models in predicting course of multiple sclerosis.PloS one · 2020Article
- A systematic review of the applications of artificial intelligence and machine learning in autoimmune diseases.NPJ digital medicine · 2020Review
- Scientific Discovery Games for Biomedical Research.Annual review of biomedical data science · 2019Article
- What is Evidence-Based Functional Medicine in the 21st Century?Integrative medicine (Encinitas, Calif.) · 2019Article
- Individuals fail to reap the collective benefits of diversity because of over-reliance on personal information.Journal of the Royal Society, Interface · 2018Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.