71% Desk Workers Say Screen-Related Visual Discomfort Is Reducing Productivity

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 Compare

ND	71% Desk Workers Say Screen-Related Visual Discomfort Is Reducing Productivity (www.vspvision.com)
	25 points by platzhirsch 2 days ago \| 24 comments on HN ~lite vlite-2.0

Summary ~lite

Press release about research on screen time and eye health.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 23 HN snapshots · 23 evals

Audit Trail 43 entries

2026-03-09 02:14	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 02:14	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 02:14	eval_success	PSQ evaluated: g-PSQ=0.171 (3 dims)	- -
2026-03-09 02:14	eval	Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-09 02:09	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 02:09	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 02:09	eval_success	PSQ evaluated: g-PSQ=0.171 (3 dims)	- -
2026-03-09 02:09	eval	Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-09 02:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 02:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning PR content, neutral stance, some transparency
2026-03-09 02:03	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-09 02:01	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 02:01	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-09 02:01	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 01:58	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 01:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning PR content, neutral stance, some transparency
2026-03-09 01:58	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-09 01:56	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 01:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-09 01:56	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 00:56	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-09 00:56	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 00:56	eval_success	PSQ evaluated: g-PSQ=0.171 (3 dims)	- -
2026-03-09 00:56	eval	Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-09 00:52	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 00:52	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning PR content, neutral stance, some transparency
2026-03-09 00:52	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-09 00:49	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-09 00:49	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 00:49	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-08 23:47	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-08 23:47	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 23:46	eval_success	PSQ evaluated: g-PSQ=0.171 (3 dims)	- -
2026-03-08 23:46	eval	Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-08 23:42	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning PR content, neutral stance, some transparency
2026-03-08 23:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-08 23:38	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning PR content, neutral stance, some transparency
2026-03-08 22:23	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 22:22	eval	Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) 0.00
2026-03-08 22:18	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning The content discusses screen time and eye health, no explicit human rights discussion.
2026-03-08 22:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning PR content, neutral stance, some transparency
2026-03-08 21:01	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-08 21:01	eval	Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive)

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-08 02:36:46 UTC