Bibliographic record
Abstract
Many years ago, a young man and his father were carrying gallons of palm oil, from Eweland, to Dodowa for sale. In their journey, they eventually reached the Senchi Ferry, and were put on the ferry-boat. The young man, together with his friends, on board, went to the edge of the boat, and were looking at the smooth gliding of the water, when all of a sudden, he tumbled into the River. He became so frightened that his high screams from the surface of water kept ringing in the ears of the people outside, for several minutes, as he struggled to swim ashore. But it was a desperate attempt; he sank into the deep River. In fact, he never expected to live any more; never hoped to see any better thing with his eyes again; never believed, that he could ever come out of this deep water and see human life. His only thought was that sooner or later, he would be swallowed by a big hippopotamus, or be wedged between the sawteeth of a cruel crocodile. But it was rather astonishing to him, that none of these mishaps overtook him in the water. Breathing slowly through his nostrils, with his mouth tightly closed, he was just gradually and straightly descending, as if by means of a parachute, until at last to his utter amazement, he landed on a smooth and sparkling flat ground—a vast limitless floor. Here at once, he began to see a big market of all sorts of pleasurable and delightful things; all sorts of valuable merchandise for human interest, including high-scented perfumes and aloes, precious stones, silver, and gold. The whole ground was overspread with florins, florins, nothing but florins, so beaming that his eyes could not rest on them for a minute. But something awe-struck him about the whole place. The area looked desolate and remained quiet. There were no signs of human beings or animals living there. Not a shrill of birds, not a buzz of a bee, nor the tone of a human voice, could be heard by him. There were no halls, no rooms, in short, no shelter of any description. Also no vegetation what-ever could be found there. According to him, the thunders of rain which seasonally pour over us here, did not reach there at all.
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 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 | 0.000 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.120 | 0.023 |
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".