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
Two thousand miles of zigzag shores, running south and running north, branch- ing east and branching west,no won- der that the chartless De Fuca, sailing between them day after day, believed himself to be exploring a vast river.Abler navigators than he, coming later still, clung to the idea, and it is not yet a hundred years since the majestic waters received their true name and place in the ocean family tree.No possible accuracy of naming, however, no completeness of definition, can lessen the spell of their fantastic wandering course.No matter if one were to commit their maps to heart and know their charts like a pilot, he would never lose a vague sense of expectation, surprise, and half bewilderment in cruising among their labyrinths.Bays within bays, inlets on inlets, seas linking seas,over twelve thousand square miles of surface, the waters come and go, rise and fall, past a splendid succession of islands, promontories, walls of forest, and towering mountains.Voyaging on them, one drifts back into their primitive past, and finds himself unconsciously living over the experiences of their earliest navi- gators.The old Indian names which still haunt the shores heighten the illu- sion ; and even the shrill screams of the saw-mill cannot wholly dispel it.The wilderness is dominant still.Vast belts of forest and stretches of shore lie yet untracked, untrodden, as they were a century ago, when Vancouver's young Lieutenant Puget took the first reckon- ings and measurements of their eminent domain.But the days of the wilder- ness are numbered.It is being con- quered and taken possession of by an army of invaders more irresistible than warriors,men of the axe, the plow, the steam-engine ; conquerors, indeed, against whom no land can make fight.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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