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
It seems as if we have been all over the map these last few weeks, traveling from Indiana, to Tennessee, and to West Virginia!The Buckeye Charter drivers know us well, and thanks to our good looks and dazzling personalities, we have made new friends with Judy, Phyllis, and Dave.We have found that there!s no better way to our bus drivers!hearts than through homemade cookies (as it is to our own CUWS team).But, like I said, the drivers!like us not for the cookies, but rather for the great girls that we really are.Dave took us to Youngstown State on Tuesday, as we played our first-ever Division I game.Although Coach Bri (or is it Coach Brooks) Barnes gave us an extremely inspiring remake of the "Miracle" speech, telling us that "If we played "em ten times, they might win nine.But not this game.Not tonight."Unfortunately, it turned out that it was not the one time that we might win.Although it was a disappointing 3-1 loss, it was a great game!Youngstown came at us aggressive, just as we expected.Their speed, however, was a little more than we were used to!We thought we had played against some speedy girls, but it turned out that the entire Youngstown team was full of speedy girls!On the bright side to our loss, Jacoby (Twitter is the way to my heart) Ziegler was able to place a penalty kick in the lower left corner, just out of the goalie!s reach, in order to eliminate Youngstown!s shut out against us!If you have ever seen a church dessert potluck before, we were able to top it after our game at Youngstown!One would think that we were having a massive celebration, rather than mourning over another loss.We were greeted after the game by deluxe marshmallow brownies, butterscotch cookies, and three different types of chocolate chip cookies!The CUWS would like to express our thanks to the parents!I guess you could say we were in grievingcookies are our comfort foods!After the game at Youngstown, we left in search of somewhere to eat.Unfortunately, considering it was after 10:00 p.m. on a Tuesday night, there was not much open for us.It seemed as if everywhere we went was a dead end!As a last resort, we headed to Walmart, where we were each able to spend $7.00 for dinner of our choice.It was interesting to see what various girls had when they were leaving the store!Carly (it!s my birthday!!) Gregory and Sara (I!ve always wanted to be in the blog) Rogers were spotted with an entire loaf of bread, brick of cheese, and some sort of meat in order to make some massive subs.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it