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Record W7117406796 · doi:10.12797/9788383684000

Idea Risorgimento w refleksji polsko-włoskiej = L’idea di risorgimento nella riflessione italo-polacca

2025· book· pl· W7117406796 on OpenAlexaff
Małgorzata Kiwior-Filo, Mirela Marta Banach

Bibliographic record

Venuenot available
Typebook
Languagepl
FieldSocial Sciences
TopicDiverse Academic Research Studies
Canadian institutionsNational Capital Commission
Fundersnot available
KeywordsSymbol (formal)BETA (programming language)PolishContext (archaeology)

Abstract

fetched live from OpenAlex

Książka, która oddajemy w ręce Czytelników, to rezultat pracy interdyscyplinarnego zespołu badaczy z Polski i Włoch, podejmujących refleksje nad Risorgimento jako idea narodowego odrodzenia, wolności i solidarności, łącząca doświadczenia obu narodów. Publikacja ukazuje włoskie zmagania o jedność i niepodległość, które stały się dla Polaków inspiracją do własnego „odrodzenia”, od epoki romantyzmu po czasy współczesne. Autorzy przedstawiają Risorgimento jako uniwersalny symbol obywatelskiego przebudzenia, którego znaczenie wykracza poza XIX wiek, współtworząc duchowa mapę Europy. „Naród i wolność. Oto niepodzielny dwumian obu naszych Risorgimentów... w tych latach wielkich niepokojów, wielkich konfliktów, ale i wielkich nadziei” – przypomina Giovanni Spadolini, nadając tej refleksji ponadczasowy wymiar.

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)0.004
metaresearch head score (Gemma)0.004
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 score0.018
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0060.030
Scholarly communication0.0150.010
Open science0.0010.008
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0180.005

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 head0.045
GPT teacher head0.379
Teacher spread0.334 · 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
Published2025
Admission routes1
Has abstractyes

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