Lit review
Academic essay · 296 words · prompt lit_review
Input text
Written by Claude Sonnet 5 for this cycle. Every tool below received this exact text.
## Introduction Community-supported fisheries (CSFs) have emerged as an alternative seafood distribution model designed to connect consumers directly with local fishers, bypassing conventional long and often opaque supply chains. Modeled conceptually after community-supported agriculture (CSA), CSFs typically involve consumers purchasing shares of a fishing operation's catch in advance, thereby providing fishers with upfront capital, price stability, and a guaranteed market,…Show full input (296 words)Collapse input
How to read these scores
Each detector's result is converted to a human-likelihood score between 0 and 1. A score of 0 means the detector is sure the text is AI. A score of 1 means it is sure the text is human. Dots are green at 0.50 or above and red below. Hover a dot to see its exact score. The 0.50 cut-off only sets the dot colors. A tool's bypass rate on the leaderboard takes the median of the 7 detector scores for each test, then averages those medians. That gives a continuous number, so it will not match the share of green dots. The same goes for each per-detector rate. It is the average of that detector's scores (the number detector pages rank by), not a count of green dots.
Humanized outputs
Tools that passed more detectors come first. Ties are broken by overall rank this cycle. Each card shows the 7 detector scores, then the tool's rewrite.
- Median
- 1.00
- Meaning
- 96.1
- Readability
- 87.0
- Words
- 0.91× 296 → 268
Show output (268 words)Hide output
- Median
- 1.00
- Meaning
- 87.8
- Readability
- 88.0
- Words
- 1.01× 296 → 298
Show output (298 words)Hide output
- Median
- 0.90
- Meaning
- 94.3
- Readability
- 78.0
- Words
- 0.96× 296 → 283
Show output (283 words)Hide output
- Median
- 0.91
- Meaning
- 98.2
- Readability
- 87.0
- Words
- 1.02× 296 → 302
Show output (302 words)Hide output
- Median
- 0.70
- Meaning
- 94.4
- Readability
- 87.0
- Words
- 1.03× 296 → 304
Show output (304 words)Hide output
- Median
- 1.00
- Meaning
- 94.6
- Readability
- 78.0
- Words
- 0.96× 296 → 283
Show output (283 words)Hide output
- Median
- 0.88
- Meaning
- 94.0
- Readability
- 86.0
- Words
- 1.00× 296 → 297
Show output (297 words)Hide output
- Median
- 0.05
- Meaning
- 95.9
- Readability
- 78.0
- Words
- 1.31× 296 → 389
Show output (389 words)Hide output
- Median
- 0.04
- Meaning
- 93.3
- Readability
- 78.0
- Words
- 1.27× 296 → 377
Show output (377 words)Hide output
- Median
- 0.03
- Meaning
- 88.2
- Readability
- 78.0
- Words
- 1.49× 296 → 442