Game Theory

GenreEducational / gaming
Network / platformYouTube
Production years2011–present
Episodes analyzed4

Aggregate metrics

Based on 4 episode(s). FFC: 0.289

MetricMeanMedianStd dev
Formal-Feature Composite (FFC)0.2890.2820.022
Cuts per minute12.312.33.4
Color saturation0.2790.2630.076
Color contrast0.2220.2230.022
Motion0.08060.08320.0060
Flashing events / min12.912.61.6
Audio RMS0.06150.06210.0082

Unlike black-box tools, CMAT measures its own error rate against human coding. That validation is currently a small, single-coder pilot, so treat the figures as indicative, not settled. Detection accuracy (preliminary): transition-BOUNDARY detection across all coded transition types — i.e. whether a transition was found there, not whether it was labelled correctly — agreed with human coding at F1 0.85 (±2s match, 2 comparison run(s), single coder; larger sample and inter-rater reliability in progress). This is the figure the pacing RATE depends on; type classification is scored separately and is lower. Accuracy is content-dependent. Dissolve/scene-change detection experimental. Colour, motion and audio are deterministic measurements; FLASHING is unvalidated and is not a safety assessment. See Methodology.

Episodes

EpisodeAir dateFFCCuts/minSaturationMotionFlash/min
Game Theory Five Nights at Freddy's SCARIEST Monster is You!0.26912.50.2760.070411.0
Game Theory FNAF Mysteries SOLVED Pt 2 (FIRST HALF) - The Game Theorists (720p)0.32317.20.2490.085715.4
Game Theory UNDERTALE - Sans's SECRET Identity!0.2727.60.1920.082812.5
Game Theory Why Mario is Mental, Part 1 - The Game Theorists (720p, h264, youtube)0.29312.10.3990.083712.6