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Record W7101665012 · doi:10.5281/zenodo.17463888

Strukturierte Berufseinführung als Scharnier zwischen Aus- und Weiterbildung

2025· article· de· W7101665012 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languagede
FieldSocial Sciences
TopicVocational Education and Training
Canadian institutionsBurnaby Hospital
Fundersnot available
KeywordsContinuing educationEXPOSEWork (physics)Hinge

Abstract

fetched live from OpenAlex

Dieser Beitrag thematisiert die strukturierte Berufseinführung in der Schweiz als Scharnier zwischen Aus- und Weiterbildung und ihre Bedeutung für die Professionalisierung von Lehrpersonen. Eine Bestandsaufnahme kantonaler Modelle zur Berufseinführung in der Schweiz bildet die Grundlage für die Analyse. Es wird aufgezeigt, dass neue Modelle der Berufseinführung entwickelt werden müssen, die bisher nicht berücksichtigte Bedarfe aufnehmen und eine engere Verknüpfung von Aus- und Weiterbildung gewährleisten. Abschliessend werden Empfehlungen formuliert, um Lehrpersonen in dieser zentralen Phase besser zu begleiten und ihre langfristige professionelle Entwicklung zu fördern. English version Structured career induction as a hinge between initial and continuing education This article focuses on structured career induction as a hinge between initial and continuing education and its significance for the professionalisation of teachers. An inventory of cantonal models for career induction in Switzerland forms the basis for the analysis. The results show that existing career induction models need to be adapted in order to take needs into account that have not yet been considered and to ensure a closer link between initial and continuing education.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient 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 score0.947
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0070.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0370.021

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 head0.048
GPT teacher head0.337
Teacher spread0.289 · 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