Forschung an der Pädagogischen Hochschule Freiburg (1). PH-FR 1989/1
Bibliographic record
Abstract
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)
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.005 |
| Meta-epidemiology (narrow) | 0.010 | 0.012 |
| Meta-epidemiology (broad) | 0.009 | 0.004 |
| Bibliometrics | 0.009 | 0.011 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.006 | 0.013 |
| Open science | 0.016 | 0.005 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.110 | 0.224 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".