Bibliographic record
Abstract
“YOU won't speak to me in my own house — that I have almost grown used to; but if you are going to pass me over in public I think you might give me warning first.” This was only her archness, and he knew what to make of that now; she was dressed in yellow and looked very plump and gay. He wondered at the unerring instinct by which she had discovered his exposed quarter. The outer room was completely empty; she had come in at the further door and found the field free for her operations. He offered to find her a place where she could see and hear Miss Tarrant, to get her a chair to stand on, even, if she wished to look over the heads of the gentlemen in the doorway; a proposal which she greeted with the inquiry — “Do you suppose I came here for the sake of that chatterbox? haven't I told you what I think of her?” “Well, you certainly did not come here for my sake,” said Ransom, anticipating this insinuation; “for you couldn't possibly have known I was coming.” “I guessed it — a presentiment told me!” Mrs. Luna declared; and she looked up at him with searching, accusing eyes. “I know what you have come for,” she cried in a moment. “You never mentioned to me that you knew Mrs. Burrage!” “I don't — I never had heard of her till she asked me.” “Then why in the world did she ask you?” Ransom had spoken a trifle rashly; it came over him, quickly, that there were reasons why he had better not have said that. But almost as quickly he covered up his mistake. “I suppose your sister was so good as to ask for a card for me.” “My sister? My grandmother! I know how Olive loves you. Mr. Ransom, you are very deep.” She had drawn him well into the room, out of earshot of the group in the doorway, and he felt that if she should be able to compass her wish she would organise a little entertainment for herself, in the outer drawing-room, in opposition to Miss Tarrant's address. “Please come and sit down here a moment; we shall be quite undisturbed.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.505 | 0.369 |
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".