Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.67 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -1.00 Moderate negative 0.80 1.00 Mental Health
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.57 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.20 Mild negative 0.80 0.20 Mental Health
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND A proposal to classify happiness as a psychiatric disorder (pmc.ncbi.nlm.nih.gov)
193 points by wjSgoWPm5bWAhXB 8 days ago | 103 comments on HN ~lite vlite-2.0
Summary ~lite
A formal academic proposal to classify happiness as a psychiatric disorder is presented in a reputable scientific journal.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 261 HN snapshots · 96 evals
+1 0 −1 HN
Audit Trail 116 entries
2026-03-19 22:34 eval_success PSQ evaluated: g-PSQ=0.208 (3 dims) - -
2026-03-19 22:34 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-19 21:53 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 21:53 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 21:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 21:01 eval_success PSQ evaluated: g-PSQ=0.048 (3 dims) - -
2026-03-19 21:01 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-19 20:37 eval_success Lite evaluated: Moderate negative (-0.58) - -
2026-03-19 20:37 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 19:46 eval_success PSQ evaluated: g-PSQ=0.208 (3 dims) - -
2026-03-19 19:46 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-19 19:16 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 19:16 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 19:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 18:28 eval_success PSQ evaluated: g-PSQ=0.048 (3 dims) - -
2026-03-19 18:28 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-19 17:52 eval_success Lite evaluated: Moderate negative (-0.58) - -
2026-03-19 17:52 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 16:51 eval_success PSQ evaluated: g-PSQ=0.208 (3 dims) - -
2026-03-19 16:51 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-19 16:35 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 16:35 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 16:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 15:38 eval_success PSQ evaluated: g-PSQ=0.208 (3 dims) - -
2026-03-19 15:38 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-19 15:20 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 15:20 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 15:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 14:15 eval_success PSQ evaluated: g-PSQ=0.208 (3 dims) - -
2026-03-19 14:15 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-19 13:56 eval_success Lite evaluated: Moderate negative (-0.58) - -
2026-03-19 13:56 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.16
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 05:14 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-19 05:14 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.02
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 04:12 eval_success PSQ evaluated: g-PSQ=0.048 (3 dims) - -
2026-03-19 04:12 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-19 03:55 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 02:52 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-19 02:34 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-19 01:23 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-19 01:14 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 22:03 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-18 21:46 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 20:47 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-18 20:32 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.25
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 15:43 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 15:40 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-18 15:03 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 15:00 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 14:27 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 14:21 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-18 13:49 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) +0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 13:45 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-18 13:15 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 13:09 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 12:37 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 12:28 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-18 11:59 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.16
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 11:49 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-18 11:22 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 11:07 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-18 10:44 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.16
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 10:32 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-18 10:07 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 09:57 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 09:32 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 09:20 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-18 08:55 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) +0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 08:45 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-18 08:20 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 07:45 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) +0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.32
2026-03-18 07:10 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 06:57 eval Evaluated by llama-4-scout-wai-psq: -0.11 (Mild negative) -0.16
2026-03-18 06:35 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 06:20 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 06:00 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 05:45 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-18 05:25 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 05:09 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-18 04:50 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 04:32 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-18 04:14 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.16
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 03:54 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 03:34 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.23
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 03:00 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-18 02:30 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-18 00:50 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-18 00:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.07 (Neutral)
2026-03-18 00:18 eval Evaluated by llama-3.3-70b-wai: -0.14 (Mild negative)
reasoning
Medical article, neutral stance, transparent indicators
2026-03-17 23:42 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-17 23:18 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-17 22:09 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 21:13 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-17 20:59 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) -0.18
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 19:59 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-17 19:46 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.25
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 18:47 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-17 18:35 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 18:05 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-17 17:58 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 17:20 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-17 17:15 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 16:40 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) 0.00
2026-03-17 16:36 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) +0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 16:05 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-17 16:02 eval Evaluated by llama-4-scout-wai: -0.65 (Strong negative) -0.07
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 15:26 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-17 15:23 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 14:46 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-17 14:43 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative) 0.00
reasoning
Medical journal article, neutral tone, no explicit rights discussion
2026-03-17 14:04 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive)
2026-03-17 14:04 eval Evaluated by llama-4-scout-wai: -0.58 (Moderate negative)
reasoning
Medical journal article, neutral tone, no explicit rights discussion