>kj[kaM ds ,sfrgkfld èkjksgj ds :i esa txUukFk eafnj
Bibliographic record
Abstract
lkjka'k % Hkkjrh; lH;rk ds bfrgkl esa çkphu dky ls gh eafnjksa dk ,d egRoiw.kZ LFkku jgk gSA eafnj u flQZ èkkfeZd cfYd lkaL—frd] lkekftd vkSj vkfFkZd laxBuksa ds raf=dk dsaæ ds :i esa dk;Z fd;k] tks lnkpkj vkSj vuq'kklu ds loZdkfyd ekU; fl)karksa ij vkèkkfjr gSA çkphu le; ls gh Hkkjr esa dbZ eafnjksa dk fuekZ.k le; le; ij djk;k x;k] bUgh eafnjksa esa >kj[kaM ds jktèkkuh jk¡ph esa fLFkr txUukFk eafnj dk Hkh ,d çeq[k LFkku gSA txUukFk eafnj dk fuekZ.k NksVkukxiqj ds çfl) ukxoa'kh jktk Bkdqj ,suhukFk 'kkgnso }kjk 1691 bZ- dks djk;k x;kA eafnj dks ns[kus ij ;k iqjh ds txUukFk eafnj dh çfr—fr fn[kkbZ iM+rh gS] iqjh ds rtZ ij fufeZr eafnj dk LFkkiR; dfyax okLrqdyk ij vkèkkfjr gSA txUukFk eafnj ,d ,sfrgkfld èkjksgj ds :i esa u flQZ èkkfeZd cfYd lkekftd] lkaL—frd] jktuhfrd vkSj vkfFkZd igyqvksa dks Hkh lesVs gq, gSaA
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.012 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.241 | 0.129 |
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; both teacher heads agree on what is shown here.
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".