Bibliographic record
Abstract
this is the second draft of the first part of a four part composition . why FO(U)R ONE ? because four is one is that : summer autumn winter spring are one year, one cycle is that : a man born-begetting-aging-dying lives one life,moves through-in one instant. and the oneness holds for the i and the you who speak speak because the i has a you ; in another way the i is the you—the i reaching for its psychic counterpart, for its self ; in still another way the you is the organic counterpart of the i . further, there is the you:you god, man, dog, or so . and there is also the you which the i seeks , and seeks to know, understand within the i—reaching, sometime touching, but never arriving . what is this point ? the point which moves in a line into a circle which turns into a sphere is a point/line/circle/sphere of confrontations—flashed,faded in and out,sketched,gestured , in a stroke, a sometime utterance—confrontations only--for what follows in FO(U)R ONE is only the point which moves in cycles, but moves for ONE (you) as you move : move between your in and out sides—for the i speaking its being speaks a language (though a language of words that can not tell the is of being) a language opening/closing (as mouth to anus) closing/opening through-in the point the space of a window—confrontations in (Y)our window (the door is still,as ever, shut) . what moves within,what turns outside : all that and whatever more there is between , is to come in the three parts which will follow a rewritten FO(U)R ONE. otherwise structurally : this arrangement is a double concerto in four movements : the i and the you are the two solo instruments in counterpoint ; the confrontations in shifts are the orchestral-background ones and more . . . and so
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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 | 0.005 | 0.021 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.010 | 0.009 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.399 | 0.303 |
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".