ArticleNPJ digital medicine2022
Crossing the chasm from model performance to clinical impact: the need to improve implementation and evaluation of AI.
Article in NPJ digital medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 2 of them syntheses 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, 2 syntheses or guidelines pooled it.
- AI-Based Clinical Decision Support Systems in Primary Care: Systematic Review of Clinical Implementation.Journal of medical Internet research · 2026Pooled it
- Artificial intelligence in risk prediction and diagnosis of vertebral fractures.Scientific reports · 2024Pooled it
- Article
- Improving pediatric hip fracture detection using deep learning: multicenter validation and clinical reader study.International journal of surgery (London, England) · 2026Article
- Impact of an AI prognostic tool on clinician performance in colorectal liver metastases.NPJ digital medicine · 2026Article
- Defining operational safety in clinical artificial intelligence systems.NPJ digital medicine · 2026Article
- Melan-Dx: a knowledge-enhanced vision-language framework improves differential diagnosis of melanocytic neoplasm pathology.NPJ digital medicine · 2026Article
- Deep Learning for Early Prediction of Adverse Events in Intensive Care Units Using Electronic Health Records: A Methodological Review.Risk management and healthcare policy · 2026Review
- Building health systems capable of leveraging AI: applying Paul Farmer's 5S framework for equitable global health.BMC global and public health · 2025Review
- Daily Automated Prediction of Delirium Risk in Hospitalized Patients: Model Development and Validation.JMIR medical informatics · 2025Article
- Dimensions of Human-Machine Combination: Prompting the Development of Deployable Intelligent Decision Systems for Situated Clinical Contexts.Computer supported cooperative work : CSCW : an international journal · 2025Article
- The diagnostic and prognostic capability of artificial intelligence in spinal cord injury: A systematic review.Brain & spine · 2025Review
- The Environmental Costs of Artificial Intelligence for Healthcare.Asian bioethics review · 2024Article
- An operational guide to translational clinical machine learning in academic medical centers.NPJ digital medicine · 2024Review
- To warrant clinical adoption AI models require a multi-faceted implementation evaluation.NPJ digital medicine · 2024Review
- New regulatory thinking is needed for AI-based personalised drug and cell therapies in precision oncology.NPJ precision oncology · 2024Review
- Artificial Intelligence and Pain Medicine: an Introduction [Letter].Journal of pain research · 2024Article
- DASS Good: Explainable Data Mining of Spatial Cohort Data.Computer graphics forum : journal of the European Association for Computer Graphics · 2023Article
- The digital transformation of surgery.NPJ digital medicine · 2023Article
- The role of digital technology in surgical home hospital programs.NPJ digital medicine · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
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.