Internet of Things: A Review Article

Neeraj, Kumar; Farha, Khan

doi:10.26634/jcc.5.1.14276

Cited by 2 publications

(1 citation statement)

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“…Orbital fractures are a consequence of middle third facial trauma and occur as a result of the application of forces that overcome the resistance of bone structures forming the orbital cavity. These fractures are very frequently associated with damage to the surrounding soft tissue and they sometimes damage the orbital cavity contents or communicate the orbit with adjacent structures (cranial cavity, paranasal sinuses, or nasal cavity) 15 …”

Section: Orbital Wall Fracturementioning

confidence: 99%

The Most Common Relationship of a Midface Fracture in Maxillofacial Trauma Study

Ahmad

Noor

Shaari

et al. 2021

Journal of Craniofacial Surgery

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Oral and maxillofacial fractures are the most common injuries among multiple trauma. About 5% to 10% of trauma patients having facial fractures. The objectives of this case study are to focus the most common mid-face fractures types' and to determine the relationship of the midface fracture in maxillofacial trauma among the patient who attended the outpatient clinic in a Hospital Universiti Sains Malaysia. In this research paper, an advanced statistical tool was chosen through the multilayer perceptron neural network methodology (MLPNN). Multilayer perceptron neural network methodology was applied to determine the most associated predictor important toward maxillary bone injury. Through the predictor important classification analysis, the relationship of each bone will be determined, and sorting according to their contribution. After sorting the most associated predictor important toward maxillary bone injury, the validation process will be applied through the value of training, testing, and validation. The input variables of MLPNN were zygomatic complex fracture, orbital wall fracture, nasal bone fracture, frontal bone fracture, and zygomatic arch fracture. The performance of MLPNN having high accuracy with 82.2%. As a conclusion, the zygomatic complex fracture is the most common fracture trauma among the patient, having the most important association toward maxillary bone fracture. This finding has the highest potential for further statistical modeling for education purposes and the decision-maker among the surgeon.

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Section: Orbital Wall Fracturementioning

confidence: 99%