MétaCan
Menu
Back to cohort
Record W7051733633

Palyanitsa. Crónica de una invasión

2023· dissertation· es· W7051733633 on OpenAlexaboutno aff

Bibliographic record

VenueUVaDOC UVaDOC University of Valladolid Documentary Repository (University of Valladolid) · 2023
Typedissertation
Languagees
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsWork (physics)Capital (architecture)Period (music)Quarter (Canadian coin)
DOInot available

Abstract

fetched live from OpenAlex

El 24 de febrero de 2022 y después de años de tensión y enfrentamientos, Rusia
\ninició una operación militar dentro de las fronteras de Ucrania. Durante los
\nprimeros meses de guerra, Kiev estuvo a punto de ser ocupada por las tropas
\nrusas. Municipios como Irpín, Hostomel o Bucha fueron reducidas a escombros
\ntras los bombardeos y combates entre ambos bandos. Un año después, los
\nvecinos de esas ciudades intentan rehacer sus vidas y convivir con la
\nincertidumbre de un país en guerra. Miles de ucranianos han decidido buscar
\nuna oportunidad en otro lugar y emigran alejándose de su tierra. Cada uno de
\nellos tiene una situación personal distinta y vive el conflicto de una manera
\ndiferente.
\nEste cortometraje documental refleja la vida de los protagonistas de esta guerra,
\na través de diferentes entrevistas realizadas en Ucrania y Polonia. Entre los
\ntestimonios se encuentra desde un militar hasta un voluntario. Cada uno de los
\nentrevistados explica los días en los que las tropas rusas estuvieron a pocos
\nkilómetros de la capital ucraniana para invadirla y la situación en la que están
\ninmersos en este conflicto, uno de los más importantes de las últimas décadas a
\nnivel mundial.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.382
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0040.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0370.001

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 head0.011
GPT teacher head0.230
Teacher spread0.219 · 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; both teacher heads agree on what is shown here.

Study designObservational
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

Explore more

Same venueUVaDOC UVaDOC University of Valladolid Documentary Repository (University of Valladolid)Same topicMagnetic confinement fusion researchFrench-language works237,207