9. Advanced Reporting Quality Controls
For complex thrombosis manuscripts, include reporting controls that allow reviewers to trace each endpoint from protocol intent to analytic output. Clearly define primary outcome timing windows, censoring logic, and handling of therapy crossover. If post hoc analyses are performed, label them explicitly and explain why they were needed. Review quality improves when analytic decisions are transparent and chronologically coherent.
When using multivariable models, report variable selection rationale and assumptions in plain language. For machine learning or predictive workflows, include calibration and external validity context, not only discrimination metrics. Clinical readers need interpretability as much as statistical performance.
If subgroup findings drive conclusions, present effect direction consistency and uncertainty limits. Avoid overstatement where confidence intervals are wide or sample sizes are limited. This discipline protects manuscript credibility and reduces major revision risk.
10. Final Submission Governance Routine
Before upload, run a formal internal quality check led by the corresponding author. Confirm author order, declaration alignment, table and figure numbering, and final reference integrity. Ensure supplementary files are cited correctly and that all critical methodology details remain in the main manuscript rather than only appendices.
Establish one internal review checklist record for each submission. This simple governance step improves team accountability and reduces recurrent errors across future manuscripts. Teams that implement this routine often report faster editorial progression and fewer technical correction requests.