Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
U.S. Route 3 runs north-south between the shore of the east end of Lake Ontario and Interstate 81 in New York State. Route 3 is a two-lane rural highway, which passes through many old downtowns and small villages. The route is part of the Seaway Trail, a national scenic byway, and is also part of a state bicycle route. This particular project consisted of reconstruction and improvements along a 1.1-km section in the village of Port Ontario, town of Richland, Oswego County. Port Ontario has a population of only several hundred but increases in the summer with seasonal residents. The project included the replacement of two bridges over the mouth of the Salmon River, intersection improvements, accommodation of bicycles and pedestrians and general improvements in geometric standards. The location where Route 3 crosses the Salmon River in Port Ontario is approximately 1 mile upstream of Lake Ontario and is approximately 1,500 ft. The purpose of the project was to improve safety and accessibility by replacing two bridges over the mouth of the Salmon River along with intersection improvements, accommodation of pedestrians and bicyclists, and general improvements to geometric standards. Context-sensitive design factors included a wide range of issues. Business-owners were concerned most with the construction phase of the project and ensuring continued ease of traffic flow particularly during the tourist season. They were concerned that timely access to their business driveways be maintained during construction. Both business and citizen community members wanted the old bridge to stay in place until the new bridge was ready. The community also raised a traffic safety issue regarding intersection sight distance that was not known to the New York Department of Transportation at the start of the project. Landowners who were going to have land purchased were particularly concerned about how much land they would lose and their compensation. The main environmental concerns were raised by the agencies involved, not the public, and many related to the fish habitat.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it