Bibliographic record
Abstract
As an epigraph to his short story ‘Father Dancing,’ 1 Nick Papandreou uses a Celtic motto: ‘Never give a sword to a man who can’t dance.’ The motto is not important here, but I will come back to it later. Meanwhile, to our story, in which the author describes coming downstairs at his house in King City, Ontario at the age of fifteen to discover a Greek party in full swing. He hears: A raspy voice singing ‘Cloudy Sunday/Like my heart’. Strangled bouzouki notes raced wildly between phrases… a number of men and one woman were clapping for a man who was dancing: my father… Head down, one hand behind his back, the other holding worry beads, my father moved slowly, with heavy, responsible steps. He swayed like someone drunk. He careened from one side to the other, as if about to fall, lifted himself from a bent position and spun, then crouched and slapped the parquet with both hands, back and forth as if he were sweeping the floor (1996:165).
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 | 0.000 | 0.000 |
| 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) | 0.001 | 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".