Kursbuch, Reiseführer 2025: Dampfbahn-Route Sachsen
Bibliographic record
Abstract
Unsere neue Broschüre verbindet den bisherigen Reiseführer mit den Kursbuchseiten für Sachsens Bahnerlebnisangebote. Auf 224 Seiten finden Sie nach Regionen sortiert historische Bahnen zwischen Leipzig und Zittauer Gebirge vorgestellt. Veranstaltungstermine, konkrete Angebote und dem Kursbuchcharakter entsprechende Fahrplantabellen für das Jahr 2025 bieten passgenaue Infos zur Reiseplanung. Gleichermaßen als Reiseführer liefert die Broschüre Vorschläge zum Übernachten, Genießen und Entdecken links und rechts dieser Strecken. Übernachtungsmöglichkeiten mit Ambiente, genussvolle Gastronomie und touristische Ziele für die ganze Familie werden ebenso vorgestellt. In den Adressfeldern der etwa 200 Partner der DAMPFBAHN-ROUTE Sachsen finden Sie Entfernungsangaben zur nächsten ÖPNV-Haltestelle oder zum nächsten Bahnhof der jeweiligen Dampfeisenbahn. Laufzeit: Jahr 2025, geplante Neuauflage: Februar 2026
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.438 | 0.183 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".