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Record W7014471325

Partnerská soužití v Česku podle vzdělanostní struktury – vývoj v manželstvích a kohabitacích mezi lety 2010 a 2020

2023· article· cs· W7014471325 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueVeřejné služby Informačního systému (Masarykiana Brunensis Universitas) · 2023
Typearticle
Languagecs
FieldSocial Sciences
TopicMarriage and Sexual Relationships
Canadian institutionsnot available
Fundersnot available
KeywordsSocial securityEuropean unionSocial riskLegislatureQuarter (Canadian coin)
DOInot available

Abstract

fetched live from OpenAlex

Vzdělanostní struktura partnerství byla v České republice v posledních dvou dekádách intenzivně zkoumána. Většina výzkumů týkajících se vzdělanostní homogamie v České republice pokrývá období do roku 2016 a vzdělanostní struktura nesezdaných soužití je zatím nedostatečně prozkoumána. V této studii jsou vzdělansotní struktury manželství a kohabitací analyzovány pomocí dat z European Social Survey a z dat o uzavřených sňatcích z let 2010-2020.

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 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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.497
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.009
Science and technology studies0.0050.001
Scholarly communication0.0010.004
Open science0.0030.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0060.015

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 head0.039
GPT teacher head0.286
Teacher spread0.247 · 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