ND Universal vaccine against respiratory infections and allergens (med.stanford.edu)
360 points by phony-account 4 days ago | 138 comments on HN ~lite vlite-2.0
Summary ~lite
Stanford Medicine researchers develop a universal vaccine protecting mice against respiratory viruses, bacteria, and allergens.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 897 HN snapshots · 73 evals
+1 0 −1 HN
Audit Trail 93 entries
2026-03-12 23:12 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 23:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 22:55 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 22:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 22:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 20:47 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 20:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 20:35 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 20:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 20:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 20:30 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 20:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 20:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 19:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 19:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 18:47 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 18:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 18:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 17:53 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-12 17:39 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 17:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 17:19 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 17:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 17:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 16:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 16:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 15:58 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 15:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 15:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 14:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 14:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 14:31 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 14:31 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-12 00:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 23:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 23:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 23:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 23:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 22:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 22:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 21:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 21:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 20:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 19:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 19:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 18:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 17:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 17:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 16:36 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 15:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 15:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 14:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 14:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 13:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 12:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 11:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 11:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 10:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 10:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 10:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 09:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 08:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 08:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 08:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 08:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 07:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 07:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 07:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 06:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 06:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 06:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 05:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 05:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 05:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 05:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 04:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 03:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 03:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 02:36 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 01:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:52 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 01:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development
2026-03-11 00:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-11 00:03 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Medical news, neutral stance, transparent indicators
2026-03-10 23:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 23:18 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Medical research article, neutral editorial stance, transparent about vaccine development