Postmortem and Antemortem Forensic Assessment of Pediatric Fracture Healing from Radiographs and Machine Learning Classification.

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Abstract

Conflict of interest statement: The authors declare no conflict of interest. 3. Orthop Rev (Pavia). 2026 Feb 18;18:156461. doi: 10.52965/001c.156461. eCollection 2026. Six Weeks in Orthopedics: Biological Basis, Clinical Practice, and Evidence for a Universal Benchmark. Saad R(1), Ghanem W(1), Ezzeddine H(1), Saadeh J(1), Kiwan E(1), Ali M(1), Dib EY(1), El Hajj A(1), Badra M(1), Moucharafieh R(1). Author information: (1)Department of Orthopedics and Traumatology Faculty of Medicine, University of Balamand, Beirut, Lebanon. The six-week mark is a widely recognized benchmark in orthopedic practice, guiding fracture management, rehabilitation, and postoperative care. Though often viewed as conventional, this timeframe reflects biological healing, clinical observations, and practical considerations. Historically, uncomplicated fractures were noted to achieve sufficient stability by six weeks, enabling cast removal, mobilization, and weight-bearing. Advances in bone biology confirmed that, around this time, soft cartilaginous callus transitions to mineralized woven bone, providing measurable structural integrity. Radiographs often demonstrate bridging callus, correlating with clinical readiness for progressive loading. Clinically, six weeks frequently marks the shift from immobilization to motion and load-bearing. In upper-limb fractures, studies support early mobilization when fixation is stable, with six weeks serving as a common rehabilitation reference. In lower-limb fractures, randomized trials show safe progression to full weight-bearing by this point under radiographic guidance. The same interval is relevant in venous thromboembolism prevention, with guidelines recommending extended prophylaxis for up to 35 days after major orthopedic surgery. Beyond biology and safety, the six-week milestone offers practical benefits: it standardizes follow-up, facilitates complication detection, and streamlines patient communication. Telemedicine has further validated this timeframe for remote monitoring. Nevertheless, variability in healing exists, influenced by age, comorbidities, smoking, and bone quality. Emerging tools-biomarkers, wearables, and artificial intelligence-may enable individualized recovery timelines. In conclusion, the six-week interval represents a convergence of biological healing and clinical pragmatism. While reliable for most patients, its future lies in refinement into a personalized standard of care. DOI: 10.52965/001c.156461 PMCID: PMC12922949