ArticleCancers2023
A Machine Learning-Based Online Prediction Tool for Predicting Short-Term Postoperative Outcomes Following Spinal Tumor Resections.
Article in Cancers, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 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
16 citing papers in PubMed.
- AI Trustworthiness in the Perioperative Period for Patients with Serious Illness: Scoping Narrative Review.JMIR perioperative medicine · 2026Article
- Prediction of Clinically Significant Improvement after Lumbar Fusion Surgery Based on Machine Learning.Yonsei medical journal · 2026Article
- Development and Validation of an Explainable Machine Learning Model for Identification of Dysphagia in Patients with COPD.International journal of chronic obstructive pulmonary disease · 2026Article
- Prediction of primary admission total charges following lumbar disc arthroplasty utilizing machine learning.Journal of spine surgery (Hong Kong) · 2025Article
- Implementation and Updating of Clinical Prediction Models: A Systematic Review.Mayo Clinic proceedings. Digital health · 2025Review
- The Application of Artificial Intelligence in Spine Surgery: A Scoping Review.Journal of the American Academy of Orthopaedic Surgeons. Global research & reviews · 2025Article
- A Machine Learning Model for Predicting Prognosis in HCC Patients With Diabetes After TACE.Journal of hepatocellular carcinoma · 2025Article
- Application of artificial intelligence in postoperative orthopedic rehabilitation: a scoping review.Frontiers in digital health · 2025Review
- Machine Learning for Individualized Risk Estimation in Anterior Lumbar Interbody Fusion.Neurosurgery practice · 2024Article
- Article
- Machine learning models on a web application to predict short-term postoperative outcomes following anterior cervical discectomy and fusion.BMC musculoskeletal disorders · 2024Article
- The value of machine learning technology and artificial intelligence to enhance patient safety in spine surgery: a review.Patient safety in surgery · 2024Review
- Limitations in Evaluating Machine Learning Models for Imbalanced Binary Outcome Classification in Spine Surgery: A Systematic Review.Brain sciences · 2023Review
- Prognosis Individualized: Survival predictions for WHO grade II and III gliomas with a machine learning-based web application.NPJ digital medicine · 2023Article
- Advancing personalized prognosis in atypical and anaplastic meningiomas through interpretable machine learning models.Journal of neuro-oncology · 2023Article
- Interpretable machine learning models to predict short-term postoperative outcomes following posterior cervical fusion.PloS one · 2023Article
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
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.