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Record W4387196799 · doi:10.31268/ps.2023.199

Profesorowie uniwersyteccy w parlamencie II Rzeczypospolitej – portret zbiorowy

2023· article· en· W4387196799 on OpenAlexaff
Małgorzata Przeniosło, Marek Przeniosło

Bibliographic record

VenuePrzegląd Sejmowy · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicPolish Historical and Cultural Studies
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsParliamentPoliticsRepresentation (politics)Political scienceChamber of DeputiesInterwar periodPeriod (music)Work (physics)LawPublic administrationSociologyWorld War IIArtEngineering

Abstract

fetched live from OpenAlex

In the interwar period, a total of 841 professors headed chairs at the six then universities, 45 of whom were parliament representatives (5.3% of all professors), out of which 28 were deputies to the Sejm (lower chamber), and 21 to the Senate (higher chamber). Of them all, four professors held positions in both the Sejm and the Senate. Compared to other professors who headed chairs, the interwar parliamentary professors were quite a specific group. They were distinguished primarily by their strong political commitment, contrary to the vast majority of the academic staff who, though remained interested in politics, did not actively participate in it. Political parties saw great intellectual potential in the academic staff and appreciated the experience that allowed them to perform parliamentary duties efficiently. Among the deputies and senators, there was a good representation of lawyers and economists (23 persons), whose skills certainly facilitated participation in a large part of parliamentary work.

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 categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.440
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.053
GPT teacher head0.337
Teacher spread0.284 · 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 teacher head, not a consensus.

Study designNot applicable
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

Citations1
Published2023
Admission routes1
Has abstractyes

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