Arnat atugarissaarnerlu Savalimmiuni, Kalaallit Nunaanni, Islandimilu
Bibliographic record
Abstract
Nunani avannarlerni killerni agguaqatigiisillugit arnat annertussusaat angutinit appasinneruvoq, nunani avannarlerni nunanut allanut sanilliullugit. Paasissutissat assigiinngitsut tikkuarsimavaat, pingaartumik arnat inuusuttut avinngarusimasuneersut qimagullutik aallartartut, "uteqqinnissaq" artornartutut misigisaraat. Qulaani taaneqartoq aallaavigalugu, Naligiissitaaneq pillugu Avannaani Atorfillit suleqatigiissitaata, Nunani Avannarlerni Killerni arnat pillugit aammalu atugartuussuseq pillugu naalakkersuinikkut apeqqutit pillugit ilisimatusarneq aallartisarpaat. Misissuinerup siunertaraa Savalimmiuni, Kalaallit Nunaanni Islandimilu atugartuussutsikkut aaqqiisimanerit qulajaavigissallugit, aammalu taakku aaqqiinerit, arnat inuusuttut isumaat naapertorlugit, namminneq inuunerminnut qanoq sunniuteqarnersut. Misissuinerup suussusilerpai atugartuussuseq pillugu naalakkersuinikkut apeqqutit, nunani pingasuusuni taaneqartuni arnanut inuusuttunut pingaaruteqartutut nalilerneqartut, aammalu nunani avannarlerni killerni arnat inissisimanerannut, kiisalu arnat angutillu naligiissitaanerannut nukittorsaataasinnaasutut isigineqartut. Misissuinerup itisilerlugit misissoqqissaarpai, nunani pineqartuni pisortatigut paasissutissiinerit pillugit inuit sumiiffinnut agguataarsimaneri, atugartuussutsikkut aaqqiisimanerit, suliffeqarfeqarfik pillugu il. il. Ilanngullugu ataatsimoortut assigiimmik tunuliaqutallit assigiinngitsunut katitigaasut apersorneqarneri nunani taaneqartuni ingerlanneqarput. Nalunaarusiaq pingasunik immikkoortoqarpoq; Savalimmiuni arnat atugartuussuserlu, Kalaallit Nunaanni arnat atugartuussuserlu aammalu Islandimi arnat atugartuussuserlu. Allaaserinnittut inuiaqatigiilerituujupput Savalimmiuni, Kalaallit Nunaanni Islandimilu atugartuussuseq pillugu ilisimatusarnerni akuusarsimasut. Allaaserinnittut tassaapput, aaqqissuisup Guðbjörg Linda Rafnsdóttir-ip saniatigut, Karin Johanna L. Knudsen, KarieKathrine Poppel aammalu Ingibjörg Lilja Ómarsdóttir. Nalunarusiaq isigineqassaaq Avannaani Nunat Killerni atugartuussutsikkut pissutsit arnat inuusuttut isaannit isigaluni qulaajaanertut, saniatiglu aamma nalunaarut isigineqassaaq ilaatigut Avannaani Nunani Killerni qinikkat ilinniarsimasullu atugartuussuseq pillugu apeqqutinik suliaqartunut, aammalu naligiissitaaneq pillugu suliaqartunut sakkussaqqissuuvoq.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.076 | 0.017 |
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".