ND A Temporal Dark Patterns Audit of McDonald's Self-Ordering Kiosk Flow (arxiv.org)
5 points by 50kIters 1 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Academic paper analyzing dark patterns in McDonald's self-ordering kiosk flow.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 12 HN snapshots · 31 evals
+1 0 −1 HN
Audit Trail 51 entries
2026-03-05 05:24 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 05:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 05:18 eval_success PSQ evaluated: g-PSQ=0.447 (3 dims) - -
2026-03-05 05:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive)
2026-03-04 22:56 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-03-04 22:56 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 22:56 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 22:41 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 22:41 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 22:35 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 22:35 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 22:15 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 22:15 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 21:56 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 21:56 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 21:44 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 21:44 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 21:20 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 21:20 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 21:02 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 21:02 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 20:39 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 20:39 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 20:34 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 20:34 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 20:25 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 20:25 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 20:20 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 20:20 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 19:52 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 19:52 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 19:35 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 19:35 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 19:02 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 19:02 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 18:27 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 18:27 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 17:59 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 17:59 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 17:06 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 16:30 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 16:16 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 15:44 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 15:36 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 15:08 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 15:03 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 15:00 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 14:22 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 14:19 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
reasoning
Academic paper on dark patterns
2026-03-04 13:42 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative)
reasoning
Academic paper on dark patterns in McDonald's self-ordering kiosks, no explicit human rights discussion
2026-03-04 13:40 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Academic paper on dark patterns