2014 · 16 citations · 10 references
Functional Movement ScreeningPhysical ActivityUpper ExtremityNeurological RehabilitationMotor ControlLongitudinal ValidityMovement AnalysisRehabilitation RoboticsKinesiologyStroke RehabilitationSkilled PerformanceAction Video GameNeurologyNeurorehabilitationHealth SciencesSport RehabilitationMedicineRehabilitationCircus ChallengeRehabilitation ProcessNew AlgorithmPhysical TherapyAction MonitoringUpper Limb FunctionConcussionHuman MovementStroke
We present an evaluation of the cross-sectional and longitudinal validity (sensitivity to change) of a new algorithm to assess upper limb function generated automatically during play of a bespoke, professionally-written action video game (Circus Challenge Assessment Game, CCAG). The subjects were 33 patients with hemiplegia after stroke (aged 33-81 years), who played the CCAG on 8 separate occasions over a 12 week period; 19 in the chronic phase after stroke, with stable function; 14 in the acute phase during recovery of function. A convergent construct validation process was used by correlating the scores of the CCAG with a validated, clinically assessed reference, the Chedoke Arm and Hand Assessment Inventory (CAHAI). Cross- sectional validity was demonstrated using the between-subjects correlation coefficient (r = .998, p-value <; .001); longitudinal validity by the within-subjects correlation coefficient (overall, r = .54, p-value <; .001; chronic, r = .33, p-value <; .001; acute, r = .63, p - value <; .001). There was no difference between the CCAG and CAHAI in the classification of pa- tients to acute and chronic groups (comparing ROC curves, p - value = .50), demonstrating similar sensitivity to change. This is the first time a serious game can achieve automatic in- game assessment to a clinical standard, solely using low cost, commodity hardware and professionally written action video games and demonstrates the potential for remote monitoring of patients during home based rehabilitation programs.
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pROC: an open-source package for R and S+ to analyze and compare ROC curves
Xavier Robin, Natacha Turck, Alexandre Hainard et al. · BMC Bioinformatics · 2011 · 13.3K citations · Full text
Christopher J L Murray, Theo Vos, Rafael Lozano et al. · The Lancet · 2012 · 8.9K citations