Bibliographic record
Abstract
Since Assistant Director Leopold was not needed at the lab until July 1, he took the train with Starker and Luna to Burlington to visit his mother and brothers. (Marie had married and moved to Illinois with her husband.) Together again, the “boys” immediately began plans for a trip—this time to Carhart’s proposed wilderness area in the boundary waters of Minnesota for two weeks of canoeing, camping, and fishing. Prior to trip departure, though, Aldo had to travel to Madison to prepare the way for the family move. Starker and his uncles Carl and Frederic headed straight to Ely, Minnesota, to arrange for the canoes and equipment (Luna stayed with Opa Leopold to await the arrival of the rest of his family). Their missions accomplished, Aldo and the other adventurers met and set off into the wilds of the Superior National Forest and the Canadian Quetico. The Leopold brothers had at last reached their magical North. For two weeks, the voyageurs paddled past granite outcroppings and tall pines, fishing for trout and listening to the mournful wail of loons. Aldo wrote in his journal, “The number of adventures awaiting us in this blessed country seems without end.” Later he added, “How Dad would have loved it! I am reminded of Isaac [sic] Walton’s terse but loving tribute—‘an excellent angler, now with God.’” Leopold and Starker returned to Madison, an “awfully dolled up town.” He had written earlier to Estella: “Nobody has any backyard except in the slums—not even a woodshed or fence or chickens—the backyards are open lawns just as the fronts. We have a little garden room at this place I am thinking of—which is not usually the case, but nobody keeps chickens, so we would do so at our own peril!” The rest of the family arrived shortly, and the Leopolds moved into a rented home “not far from the country.” Within the month, they bought a stucco house about a mile from the lab—at 2222 Van Hise Avenue—and their energies went into transforming it into a real home.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.029 | 0.014 |
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".