Hospitals Implement Clinical Signal Infrastructure For Throughput
Steve Biko Onyambu, MD, argues in a guest article that hospitals should deploy Clinical Signal Infrastructure to compute early, bounded patient-trajectory signals before administrative artifacts appear. He outlines deterministic, time-aware signals, frozen-time validation, and shadow-mode deployment to enable earlier coordination, improve staffing utilization, and give AI-driven tools trustworthy upstream inputs (technical framework available via Zenodo DOI: 10.5281/zenodo.18029429).
Scoring Rationale
Practical, actionable infrastructure and validation methods boost impact, but single-author guest article and limited peer review constrain credibility.
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