Varun Digumarthi, Tapan Amin, Samuel Kanu, Joshua Mathew, Bryan Edwards, Lisa A Peterson, Matthew E Lundy, Karen E Hegarty
Preoperative prediction model for risk of readmission after total joint replacement surgery: a random forest approach leveraging NLP and unfairness mitigation for improved patient care and cost-effectiveness
Journal of orthopaedic surgery and research
special issue jrp includes selection research papers review articles presented 15th congress international radiation protection association irpa15 chosen scientific committee invited journal contributions suitably expanded beyond initial conference presentations meet criteria full journal article include presentation within comprehensive radiological protection context b additional datainterpretation published contributions address wide spectrum scientific topics concepts develop radiation protection rp system based scientific evidence available experience wide spectrum applications protection system irpa international voice rp profession promotes excellence rp providing benchmarks good practice enhancing professional competence encourages application highest standards professional conduct skills knowledge benefit individuals society within overarching theme conference bridging rp culture sciencewidening public empathy irpa15 provided invaluable opportunity discuss strengthen relations rp culture science share developing scientific knowledge related experience rp among members scientific community representatives key international organizations including icrp iaea nea also public discussions focused rationale available rp programmes priorities opportunity identify develop key scientific issues current rp system well key processes interaction members scientific community society scientific programme irpa15 included eight topics four thematic areas topical areas underpinning science dosimetry measurement system protection standards regulation practical implementationmedical sector well industry research emergency preparedness response existing exposures nonionizing radiation thematic areas addressed ethics communication public understanding rp culture human capital competency