Facial Plastic Surgery & Aesthetic Medicine · 2022 · 10 citations · 30 references
Social SciencesPhysical MedicineRehabilitation MedicineNonverbal CommunicationPhysiatryRehabilitationDigital Smile AnalysisFacial ExpressionFacial PerceptionSmile AnalysisFacial Expression AssessmentInternal Consistency ReliabilityKappa CoefficientKappa StatisticPatient-specific Smile AnalysisPositive Predictive ValueRecordingsVideo-based Smile Analysis
Introduction: Restoration of spontaneous smiling is a key goal in facial reanimation. A major obstacle to quantifying recovery of spontaneous smiling is the current lack of a uniform and objective means of smile quantification. Objective: To compare the facial movements during smiling in patients with facial paralysis as measured by an automated application and human observers. Methods: Video recordings of 25 patients with unilateral facial palsy (FP) watching humorous videos were utilized. Application-derived smile timestamping was compared with manual observer interpretation. Internal reliability of measurements was evaluated through a test–retest approach. Results: Application-derived smile identification demonstrated almost perfect agreement with manual interpretation (kappa 0.861, p < 0.001). There was no statistically significant difference in mean number of smiles between detection method ( p = 0.354). Automated smile identification demonstrated a high degree of specificity (95.4%), accuracy (93.1%), positive-predictive value (94.7%), and negative-predictive value (91.8%). This method demonstrated a high degree of reliability (kappa 0.864, p < 0.01). Conclusion: The novel “SmileCheck” mobile phone application performed accurate and reliable smile quantification in FP patients in comparison with manual observation.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
John W. House, Derald E. Brackmann · Otolaryngology · 1985 · 3.9K citations
Yong-Chan Bae, Ronald M. Zuker, Ralph T. Manktelow et al. · Plastic & Reconstructive Surgery · 2006 · 218 citations