Net score
+11
Sum of -3..+3 criteria.
A browser puzzle game about steering autonomous crowds through factory automation, belts, machines, crates, spatial pushing rules, hazards, and readable level constraints.
Net score
+11
Sum of -3..+3 criteria.
Strongest control
[C2] Matched-prose no-expand control
Game `@expand` study
Treatment
[T] Expanded WeaveMark treatment
Focused expansion evidence where source concepts are already concrete.
Semantic trace
workers -> belts/machines -> crate pushing -> hazards -> readable levels
Propagation path inspected.
Columns are grouped into authoring size, final output size, and semantic-information proxies.
| Variant | Role | Source | Variables | Output | Leverage | Fact units | Density | Yield |
|---|---|---|---|---|---|---|---|---|
| [C1] Compact no-expand control [C1] Compact no-expand control | Compact source that names the puzzle inspirations without expansion. | 90 | 0 | 1,171 | 13.01x | 70 | 59.8 | 777.8 |
| [C2] Matched-prose no-expand control [C2] Matched-prose no-expand control | Manual prose expansion without using `@expand`. | 182 | 0 | 1,314 | 7.22x | 89.25 | 67.9 | 490.4 |
| [T] Expanded WeaveMark treatment [T] Expanded WeaveMark treatment | Uses `@expand mode: intention` to unpack concept labels into mechanics. | 191 | 0 | 3,334 | 17.46x | 244.75 | 73.4 | 1,281.4 |
Words in the local study source for a variant; this is the local authoring burden.
Words in a variant's explicit input payload, when a template or refinement uses one.
Words in the saved compiled final artifact.
Output words divided by local source words; larger means more final artifact per local word, not quality by itself.
Novelty-weighted semantic fact units extracted from the output by deterministic rules.
Discounted fact units per 1,000 output words; higher means a more information-dense output.
Discounted fact units per 1,000 local source words; higher means more semantic material per local authoring word.
| Metric | [C2] Matched-prose no-expand control | [T] Expanded WeaveMark treatment | Direction |
|---|---|---|---|
| Source-only leverage | 7.22 | 17.46 | win |
| Discounted fact units | 89.25 | 244.75 | win |
| Information density | 67.9 | 73.4 | win |
| Information yield | 490.4 | 1,281.4 | win |
Scores compare [T] Expanded WeaveMark treatment against [C2] Matched-prose no-expand control on the -3..+3 scale.
Primary scores are blind* using hybrid-derived-metrics-and-masked-review: anonymous absolute 1..7 scores were frozen before reveal, then converted to the -3..+3 treatment-control scale. Hybrid blind* scoring uses derived metrics for mechanical criteria and masked source/output review for criteria that require actual reading. The masked review is less blind because domain content, source syntax, or style can leak, but this is necessary to avoid replacing readability and integration judgments with weak length/density proxies.
| Criterion | Blind* score | Evidence |
|---|---|---|
| Authoring leverage | +3 | derived-evidence method. Blind* absolute scores: 7 for [T] versus 1 for the strongest control. |
| Information yield | +3 | derived-evidence method. Blind* absolute scores: 7 for [T] versus 1 for the strongest control. |
| Grounded expressiveness | +2 | masked-source-output review method. Blind* absolute scores: 7 for [T] versus 3 for the strongest control. |
| Input readability | -1 | masked-source review method. Blind* absolute scores: 5 for [T] versus 6 for the strongest control. |
| Output readability | +1 | masked-output review method. Blind* absolute scores: 6 for [T] versus 5 for the strongest control. |
| Constraint integration | +2 | masked-source-output review method. Blind* absolute scores: 6 for [T] versus 3 for the strongest control. |
| Reusable abstraction quality | +1 | masked-source review method. Blind* absolute scores: 6 for [T] versus 4 for the strongest control. |
| Total | +11 | Net contrastive gain/loss. |
A -3..+3 judgment comparing [T] against the strongest listed control for each criterion.
The sum of the seven contrastive criterion scores for one study.
Green means [T] is better, red means worse, amber means similar; intensity follows magnitude.
A positive `@expand` result: useful for clarity and framing, and currently ahead of matched prose on deterministic proxy metrics.