Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ArgumentumOrnithologicum.Iclosemyeyesandseeaflockofbirds.Thevisionlastsasecond,orperhapsless;IamnotsurehowmanybirdsIsaw.Wasthenumberofbirdsdefiniteorindefinite?TheprobleminvolvestheexistenceofGod.IfGodexists,thenumberisdefinite,becauseGodknowshowmany birds I saw. If God does not exist, then the number is indefinite, because no one can have counted. In thiscaseIsawfewerthantenbirds(letussay)andmorethanone,butdidnotseenine,eight,seven,six, five,four,threeortwobirds.Isawanumberbetweentenandone,whichwasnotnine,eight,seven,six, five, etc. That integer—not-nine, not-eight, not-seven, not-six, not-five, etc.—is inconceivable. Ergo, God exists. –Jorge Luis Borges (1960/1999, p. 299) More than 2 decades have passed since Geoffrey Saxe’s first visit to Papua New Guinea, when he began his inquiry into the highly idiosyncratic counting system of Oksapmin’s people. As evidenced by his account, a quarter of a century is a period long enough to make historical shifts visible.Thepointofdepartureforthiscommentaryon“CognitioninFlux”—orCiF,forshort—isthat what is true about the discourse under investigation may also be true about the discourse of the investigator: Over the years, the researcher’s talk might have undergone noticeable transformation as well. Because the recursive exercise of researching the discourse of research may be an experiencenotanylessinstructivethanfollowingchangesinindigenousOksapminarithmetic,Idecided to devote my critical appraisal of Saxe’s 25-year-old project to the analysis of shifts in his uses of thekeyworddevelopment.Indoingthis,IwillbefollowingtheexampleofSaxe’sownstudy,presented in this issue, in which he epitomized the development of Oksapmin numerical thinking in thestoryofasingleword—fu.Inthefollowing,whileconductingthishistoricalinquiry,ItrytoansweraquestionnotunliketheoneSaxeandEsmondehaveaskedwithrespecttoOksapminnumerical discourse: How do changes in the ways of talking result from, and impinge on, what people ask, do, and notice? 1 TheomnipresenceofthewordsdevelopmentanddevelopmentalinSaxe’swritingindicateshis adherence to the well-established line of research, the roots of which go many decades back, and which is strongly associated with the work of both Piaget and Vygotsky. The long tradition has madethekeynotionsofthedevelopmentalresearchseemsoself-evidentthatalmostnouserbothers to define them explicitly. (I challenge the reader to find an operative definition of the term de
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it