ArticleSpine surgery and related research2026
Development and Internal Validation of a Simplified Clinical Risk Score for Systemic Complications After Spine Surgery Using a Nationwide Japanese Registry: JOANR/JSSR-DB.
Article in Spine surgery and related research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
26 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: We developed a simplified scoring system (JSSR-DB RC3S) to predict systemic complications after spine surgery using data from the nationwide Japanese Society for Spine Surgery and Related Research Database (JSSR-DB). Methods: This retrospective cohort study included 8,930 spine surgery cases registered between January and March 2024. The target outcome was systemic complications occurring intraoperatively or within 30 days postoperatively. Candidate preoperative variables were screened using least absolute shrinkage and selection operator logistic regression with 5-fold cross-validation, and the five dominant predictors were used to construct the JSSR-DB RC3S. Integer points were assigned using a zero-start scoring approach, followed by score-based recalibration. Internal validation used out-of-fold predictions from 5-fold cross-validation. Results: The incidence rate of systemic complications was 1.7% (156/8,930). The five selected predictors were age, performance status, emergency surgery, degenerative disease, and spinal trauma. The final score ranged from 0 to 22 points. Observed incidence rates increased from 0.23% in the low-risk group (0-2 points) to 6.67% in the high-risk group (14-22 points). The model performance was acceptable, with an area under the curve of 0.740, observed-to-expected ratio of 0.997, and Brier score of 0.0167. Conclusions: The JSSR-DB RC3S is a transparent, clinically interpretable, simplified score for predicting systemic complications after spine surgery, derived from Japanese nationwide registry data. It may support perioperative risk communication in daily practice, and may serve as an introductory implementation of the broader JSSR-DB risk calculator framework.
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.