Doimhne an dúchais: éagsúlacht san aistriú teanga i gCeap Breatainn na hAlban Nua
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
Tá oileán Cheap Breatainn suite sa chúinne thoir thuaidh de chúige na hAlban Nua, in oirthear Cheanada. Oileán atá ann, ach tá 3 km de thóchar thar chaolas Canso á cheangal leis an gcuid eile den chúige agus le mór-roinn Mheiriceá Thuaidh. Tá sé tuairim is 175 km ar fad agus 120 km ar leithead, agus tá 10,311 km2 sa dúiche seo ina raibh cónaí ar 156,490 duine i 1996 (Statistics Canada 2001) .i. tá Oileán Cheap Breatainn ar cóimhéid go garbh le contaetha Mhaigh Eo agus na Gaillimhe le chéile ach gan ach leath a ndaonra siúd ann. Is é Sydney príomhbhaile an oileáin, agus tá breis agus leath an phobail ina gcónaí ansin nó sna bailte mórthimpeall ar chósta an Atlantaigh, mar a mbíodh mianaigh agus neart tionsclaíochta go dtí lár an 20ú haois. Tá an chuid eile den daonra scaipthe i mbailte beaga agus i mbailte fearainn sna ceithre chontae atá san Oileán: Cape Breton County, ina bhfuil baile Sydney; Richmond County taobh thiar agus theas de; Inverness County ar chósta an iarthair; agus Victoria County a shíneann ó Bhá San Labhrás ó dheas ar ais go dtí ceantar Sydney. Tagann teorainneacha na gcontaetha le chéile i Lochanna Bras d’Or, loch mór agus sraith de chuislí uisce atá i lár an oileáin agus a chlúdaíonn 932 km2, beagnach dhá uair go leith níos mó ná Loch nEathach.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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