in Fulfilment of the RequirE.'rnents of Geography 4C6
Bibliographic record
Abstract
Inland degradational trends of coastal dolomite pavement s (on the Amabe1 formation near Tobe rmory Ontario- Map 1) were examined in three wave energy settings: passive, intermediate, and act ive shores. Six pavement property trends were examined to determine the effect of l ow fetch lengths (7- 10 km- Ford 83) and long shallow wave approach (Map 1) on the break-up of passive coastal pavements (south-west Bear 's Rump Island): vegetation cover, grike dimensions, fracturing, pitting, shattering and flaking, and soil and rubble depths. Detailed analysis of smaU scale surface solut ion features, "karren", was undertaken at five.l m sample gr i ds on the i nte rmediate average fetch 70-90 km- Grosset 85) Cyprus Lake provincial park pavements. Pavement di sint egrati on on t he active northeast coast of Bear 's Rump Island (average fetch of 75- 100 km- Ford 83- and a steep bathi metric profile) was i ndexed by dimensiona l changes in solution corroded joints or "gri kes".
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.758 | 0.718 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".