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Record W4389686818 · doi:10.62006/sf.v1i1-2.3077

Rreth veprës për një shqipe “të gjithakushme edhe të gjithakundme” & të tjera vepërza, përkujdesja e botimit dhe studimi krahasues nga Dhori Qiriazi

2023· article· sq· W4389686818 on OpenAlexaff
Anila Omari

Bibliographic record

VenueStudime Filologjike · 2023
Typearticle
Languagesq
FieldComputer Science
TopicLinguistic Studies and Language Acquisition
Canadian institutionsMitel (Canada)
Fundersnot available
KeywordsPhilosophyPhysicsHumanitiesTheology

Abstract

fetched live from OpenAlex

Vepra e vëllimshme e përgatitur nga Dhori Qirjazi u kushtohet disa kontributeve minore të Kamardës, që kanë mbetur në hijen e veprave të tij madhore “Saggio di grammatologia comparata sulla lingua albanese” (Livorno, 1864) dhe “Appendice al saggio di grammatologia comparata sulla lingua albanese” (Prato, 1866), por që kanë rëndësi për t’i vendosur në një kontekst më të plotë idetë e tij për gjuhën letrare shqipe dhe alfabetin e përgjithshëm të saj.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.035
Threshold uncertainty score0.116

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.004
Scholarly communication0.0040.003
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0350.005

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.

Opus teacher head0.060
GPT teacher head0.323
Teacher spread0.263 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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