Bibliographic record
Abstract
It was a time of the day, a time I feared the most.In my bed, in the darkness, in the land of the ghosts.I'd say all my prayers, bid my Mom and Dad 'night, Then they'd close the door and would turn out my light.Well, it wouldn't be long after Mom and Dad parted, That the room would get scary, and the haunting had started.Bad little creatures that would screech, fly, and swing, Drop onto my bed, and do scarier things.They would climb up my curtains, and jump from the lights, And leave me half frozen with a bad case of frights.No night was special, they came and went as they pleased, They taunted, they name called, they laughed and they teased.I'd call to my parents, they'd turn the lights on, And just like a miracle, these creatures were gone.They'd try to convince me these creatures weren't real, To cut out this foolishness, it was no big deal.But the moment they left me, and went back to sleep, These creatures, by hundreds, from the walls they would seep.They would start out again, having fun in the dark, And my room became one big amusement park.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".