Bibliographic record
Abstract
In oral tradition, as well as in literature, the theme is well known of the young man who takes leave of his betrothed or spouse, with the agreement that she is free to (re)marry if he does not return within a specified period of time. Upon his return after many years, unrecognized, he is told that her wedding will take place that night. He sends the bride a concealed message, they are reunited and he takes possession of his former holdings. The story is central to the Odyssey of Homer, and is likely even older. In its oral versions it is widespread, particularly in Europe from medieval times, and has been given the international tale classification ATU 974 ‘The Homecoming Husband’. Interesting variants of the story have been recorded from Scottish Gaelic storytellers by Lady Evelyn Stewart Murray in Perthshire in 1900, and by the present writer in Cape Breton, Nova Scotia in 1978. The Gaelic variants are described, and situated within their international tale context.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.051 | 0.016 |
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".