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
Table of Contents THAT'S YOUR GRANDFATHER'S WATCH: Robin RuarkHALLOWEEN: David Allan Evans UNTITLED POEM: Beryl Younger SUNDAY AFTERNOON AT THE BASIC SKILLS CENTER FOR THE DEVELOPMENTALLY DISABLED: Meta BrandlSOUNDS FROM BELOW: Lynne Waters UNTITLED POEM: Carrie ChesnikSOMETHING: Leon Tetzlaff FULL SERVICE: James Marten WHEN ALL IS STILL: Leon TetzlaffSISTERS SWEET: Daniel R. PhenFARM KID ON ROLLER SKATES: David Allan Evans UNTITLED POEM: Julie Stroup DIRTY BUCK LOTUS: Emma DimitFREDDIE: Frederick Fiekema Manfred YOU MUDDY: Deb Seaburg and David WigtilSLEDDING: t.r. maves IN FALL: Jomay Steen DADDY LONG LEGS: Wendy HowellAT A QUARTER TO FIVE: Robin Ruark UNTITLED POEM: Linda Faye Hanson A SPINNING WHEEL FAIRY STORY: Robert Bly BEFORE I TEAR THE MEDICINE CABINET OFF THE WALL: Doug CockrellUNTITLED POEM: Sonya D. ChristiansonWALKING INTO ELVEN WORLD: Lynne WatersTUMBLEWEED CROSSING IN CODINGTON COUNTY: Wendy HowellUNTITLED POEM: Linda Faye HansonOVERHEARING WINDOW TO DOOR: Daniel R. PhenSUNSET: Julie Stroup Visuals Verle Vander PloegRobert SuttonBarbara Mader Darlene Snoozy Dorothy MorganKathy KitzmillerJoseph StuartLinda HansonJohn McCarthyKirsten OplandDonald BoydDennis GuastellaTheresa Fischer
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 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.078 | 0.003 |
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