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Record W7066041893

Forschung an der Pädagogischen Hochschule Freiburg (1). PH-FR 1989/1

2008· other· de· W7066041893 on OpenAlexaboutno aff

Bibliographic record

VenuePublication Server (Pädagogischen Hochschule Freiburg) · 2008
Typeother
Languagede
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsBildungPolish
DOInot available

Abstract

fetched live from OpenAlex

Dietrnar Guderian: Mathematik und Kunst (Seite 2) Günter Brinkrnann: Erziehungsraum Schule (Seite 4) Ferdinand Graf: So ein bißchen Fernsehen ist doch (k)ein Problem (Seite 6) Martin Rauch: Schulbücher für den Sachunterricht (Seite 8) Guido Schmitt: Migration und Integration (Seite 10) Günter Waldmann: Produktiver Umgang mit Literatur (Seite 12) Wolfgang Hug: Zwischen Säkularisation und Selbstbehauptung (Seite 14) Udo Kernpf: Lehrerbildung in Quebec (Kanada) (Seite 16) Bernhard Maurer: Meditation als Beitrag zur humanen Bildung (Seite 18) Erdmuthe Bauer/Roswitha Lehrnann/Bernd Steinhoff/Antonius Wolf: Das Seniorenstudium an der PH Freiburg (Seite 20)

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)0.009
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.114
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.005
Meta-epidemiology (narrow)0.0100.012
Meta-epidemiology (broad)0.0090.004
Bibliometrics0.0090.011
Science and technology studies0.0040.004
Scholarly communication0.0060.013
Open science0.0160.005
Research integrity0.0100.010
Insufficient payload (model declined to judge)0.1100.224

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 head0.296
Teacher spread0.244 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2008
Admission routes1
Has abstractyes

Explore more

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