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
[Excerpt] Walking north on Wanapum Road, heading toward the Vantage Motel, he met another traveler. A long-haired drifter with thick tresses across his face, lean, tall, sun-burnished, he wore an oversized black leather jacket, its belt hanging limply from worn loops. He hadn't shaved recently, the hair sprouted mostly on his chin and upper lip, and he smoked a hand-rolled cigarette. “Hey, partner,” he called to Ben. “I like those hunting dogs.” “Why don't you take them?” Ben answered. “Can't,” said the drifter. “I'm on the road.” And he showed Ben his thumb, pointing east. “I just spent an hour and a half doing that.” “It's the dogs, probably. Hide them in the bushes.” “Why didn't I think of that myself?” The drifter shrugged. “Who knows?” he said. “Where are you trying to get to?” “West,” said Ben. “Across the mountains.” “Well, why don't you cross the river there? Go over and pick up Highway 26. People slow down at the intersection.” “It's the wrong way,” Ben pointed out. “That's east, and I'm headed west.” “Well, maybe, but it's only a mile east. Put the thing in perspective.” “It's still the wrong way,” Ben argued. “There's no wrong way,” the drifter said. “Whatever gets you there.” … They set out toward the river. The drifter asked Ben about his damaged eye, and Ben told the story of his accident, the young people in the Volkswagen van, the attempt to rent a car. He said he'd come over the mountains to hunt quail, but with his eye swollen the way it was, he couldn't see well enough to shoot, so he may as well go home. “Hey,” said the drifter. “You can still hunt quail. A lot of people shoot one-eyed.” “It's not the best. No depth perception.” “Adjust,” said the drifter. “You can do it.” They set out to cross the highway bridge, the drifter with Ben's duffel over his shoulder, Ben with his rucksack against his back, his dogs checked on tight leashes. The way was narrow, so they went single file, the drifter leading in silence. The Columbia here lay broad and flat. To the east the breaks rose toward the plateau, and it occurred to Ben to hunt chukars. He had never hunted this stretch of country. It was all new terrain, unknown. But what difference could that make to him? Hunting birds in the open air was exactly what he'd come for. They crossed on the north side with traffic coming at them, and as they did, the mallards in the lee of the bridge got up in a great slow easy flush and winged downriver, low, a hundred yards, where they settled again in long skated skids that raised pockets of white water. “Too bad you're not a duck hunter,” said the drifter, calling back over one shoulder. “You'd be knocking ‘em dead right now.” “Nothing against duck hunting. They're just not what I've come for.” “You're hunting other birds,” observed the drifter.
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 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