ArticleCMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne2021
Evaluation of machine learning solutions in medicine.
Article in CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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
23 citing papers in PubMed.
- Predictive Safety in the Era of Artificial Intelligence: Promises, Limits, and the Case for an Enterprise Lifecycle Evidence Ecosystem.Drug safety · 2026Review
- Deep knowledge-driven multi-modal fusion for diagnosis and prognosis of SI-ARDS.Communications medicine · 2026Article
- Decision Curve Analysis for Evaluating Machine Learning Models for Next-Day Transfer Out of ICU.medRxiv : the preprint server for health sciences · 2026Article
- Evaluating artificial intelligence-enabled medical tests in cardiology: Best practice.International journal of cardiology. Heart & vasculature · 2025Review
- Artificial intelligence-driven diagnosis of acute thoracic aortic dissection: integrating imaging, biomarkers, and clinical workflows-a narrative review.Annals of translational medicine · 2025Review
- Externally validated and clinically useful machine learning algorithms to support patient-related decision-making in oncology: a scoping review.BMC medical research methodology · 2025Article
- Artificial intelligence-powered solutions for automated aortic diameter measurement in computed tomography: a narrative review.Annals of translational medicine · 2024Review
- Clinical data mining: challenges, opportunities, and recommendations for translational applications.Journal of translational medicine · 2024Review
- Exploring machine learning algorithms for predicting fertility preferences among reproductive age women in Nigeria.Frontiers in digital health · 2024Article
- Managing Risk and Quality of AI in Healthcare: Are Hospitals Ready for Implementation?Risk management and healthcare policy · 2024Article
- A "Do No Harm" Novel Safety Checklist and Research Approach to Determine Whether to Launch an Artificial Intelligence-Based Medical Technology: Introducing the Biological-Psychological, Economic, and Social (BPES) Framework.Journal of medical Internet research · 2023Article
- Data Analysis of Impaired Renal and Cardiac Function Using a Combination of Standard Classifiers.Journal of personalized medicine · 2023Article
- Needs Assessment Survey Identifying Research Processes Which may be Improved by Automation or Artificial Intelligence: ICU Community Modeling and Artificial Intelligence to Improve Efficiency (ICU-Comma).Journal of intensive care medicine · 2022Article
- Perceptions of Canadian vascular surgeons toward artificial intelligence and machine learning.Journal of vascular surgery cases and innovative techniques · 2022Article
- A Multiclassifier System to Identify and Subtype Congenital Adrenal Hyperplasia Based on Circulating Steroid Hormones.The Journal of clinical endocrinology and metabolism · 2022Article
- ICU Cockpit: a platform for collecting multimodal waveform data, AI-based computational disease modeling and real-time decision support in the intensive care unit.Journal of the American Medical Informatics Association : JAMIA · 2022Article
- Biased data lead to biased algorithms.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2022Article
- Machine learning in vascular surgery: a systematic review and critical appraisal.NPJ digital medicine · 2022Review
- An integration engineering framework for machine learning in healthcare.Frontiers in digital health · 2022Article
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Authors and funding
2 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.