Bibliographic record
Abstract
Summary Neugebauer critized Meyer’s hypothesis that the 365-day calendar resulted from observation of the heliacal risings of Sothis, maintaining that astronomical observation should have resulted in a year of 365.25 days. Instead, Neugebauer traced the 365-day calendar back to a Nile year based on computational equalization of varying successive intervals between minimum or maximum gauge readings. He did not propose the anachronistic calculation of the arithmetic average but alluded instead to a procedure using stroke marks allegedly resulting in years of 365 full days, while neglecting the quarter-day. Neugebauer and his collaborator Feller overlooked the fact that four successive years of 365.25 days equal 1461 full days and that the sums of numerous successive intervals between the same gauge values fractionize into multiples of Nile years of 365 and 366 full days. Thus, a revised analysis of long-term Nile year statistics produces the same results as a short-term observation of the heliacal risings of Sirius.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".