ND The ideological orientation of academic social science research 1960–2024 (link.springer.com)
13 points by bko 2 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
Academic social science research shows a left-leaning trend from 1960 to 2024.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 3 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-03-20 00:54 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-20 00:54 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-20 00:51 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-20 00:51 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.48
reasoning
Academic article analyzing ideological orientation in social science research
2026-03-20 00:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 00:37 eval_success PSQ evaluated: g-PSQ=0.290 (3 dims) - -
2026-03-20 00:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.29 (Mild positive)
2026-03-20 00:33 eval_success Lite evaluated: Mild negative (-0.14) - -
2026-03-20 00:33 eval Evaluated by llama-3.3-70b-wai: -0.14 (Mild negative)
reasoning
Academic study on social science ideology
2026-03-20 00:33 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-19 23:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 23:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-19 23:32 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 23:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 23:32 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Academic article analyzing ideological orientation in social science research
2026-03-19 22:59 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 22:59 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 22:54 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 22:54 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Academic article analyzing ideological orientation in social science research
2026-03-19 22:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 21:54 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 21:54 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-19 21:41 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-19 21:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.16
reasoning
Academic article analyzing ideological orientation in social science research
2026-03-19 21:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 20:38 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-19 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-19 20:27 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-19 20:27 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
Academic article analyzing ideological orientation in social science research
2026-03-19 20:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -