Bibliographic record
Abstract
The Fox River assessment covers an area ofapproximately 1,720 mile (1,092,874 acres)?? spanning eleven counties in north-eastern Illinois, including parts ofLake, McHenry, Kane, Cook, Kendall, DeKalb, and LaSalle counties, and small parts ofLee, DuPage, Will, and Grundy counties. The boundaries ofthe assessment area coincide with the boundaries ofthe Illinois portion ofthe Fox River Basin. This area encompasses 22 subbasins ofthe Fox River watershed (identified by the Illinois Environmental Protection Board), from the Illinois-Wisconsin border to the confluence ofthe Fox and Illinois Rivers at Ottawa, Illinois. This is a distance of 115 miles along the river. The northernmost eight subbasins, totaling 285,844 acres, have been designated as a "Resource Rich Area" because they contain significant natural community diversity. The Fox River Ecosystem Partnership was subsequently formed around this core area ofhigh quality ecological resources. \nThis assessment is comprised offive volumes. In Volume 1, Geology discusses the geology, soils, and minerals in the assessment area. Volume 2, Water Resources, discusses the surface and groundwater resources and Volume 3, Living Resources, describes the natural vegetation communities and the fauna ofthe region. Volume 4 contains three parts: Part I, Socio-Economic Profile, discusses the demographics, infrastructure, and economy ofthe area, focusing on the six counties with the greatest amount of land in the area --DeKalb, Kane, Kendall, Lake, LaSalle, and McHenry counties; Part II, Environmental Quality, discusses air and water quality, and hazardous and toxic waste generation and management in the area; and Part III, Archaeological Resources, identifies and assesses the archaeological sites, ranging from the Paleo-Indian \n(B.C. 10,000) to the Postwar Industrial (A.D. 1946), known in the assessment watershed. Volume 5, EarlyAccounts oftheEcology ofthe FoxRiverArea, describes the ecology of the area as recorded by historical writings ofexplorers, pioneers, early visitors and early historians.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.044 | 0.009 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".