Bibliographic record
Abstract
u st like clockwork, turkey vultures return to Hinckley, Ohio on precisely March 15 each and every year.And just as reliably, once a year I venture out to my garage, dust off my trusty time machine, and travel back in time at 10-year intervals to sample the Ohio birding scene of days gone by.For established Cardinal readers, the existence of my time machine should by now be a matter of unquestioning certainty and enduring doctrine.Even so, I must admit that an insignificant and presumably envious handful of crabby readers continue to deny its existence, preferring to believe that instead of using a time machine, I actually consult old ornithological journals and history books and web sites to gather my facts.But to these surly readers, and to newcomers to my columns.let me offer reassurance that the existence of my time machine is every bit as dependable and unimpeachable as the regular and punctual return of the buzzards to Hinckley.Right?Right.Good.It is always something of an adventure just to be able to reach the time machine in my garage, as another year's worth of detritus must first be cleared away to allow access.This year, and for unknown reasons, someone had piled (not one, but three!) croquet sets, a set of lawn darts (unused, and in their original box!), a fine assortment of tiki-themed citronella candles, and even one of those metallic, spheroid gazing balls, complete with pedestal , in front of or atop my precious time machine.Not to be denied, however, I overcame these indignities, brushed off the year's thickness of accumulated stray lawn clippings, sawdust, and desiccated fly carcasses, and filled 'er up with a leftover can full of Sohio's Super Cetron gasoline.So, I'm ready if you are-just remember, the first several stops may be a tad rough and uneven, as our balky conveyance gains its composure.Our first stop is ..... .
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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; both teacher heads agree on what is shown here.
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".