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Record W4298030999 · doi:10.5281/zenodo.6983486

VERWENDUNG INTERAKTIVER METHODEN BEI DER VORBEREITUNG VON SCHÜLERN AUF ANALYTISCHES DENKEN WÄHREND DES BILDUNGSPROZESSES.

2022· paratext· de· W4298030999 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) · 2022
Typeparatext
Languagede
FieldHealth Professions
TopicHealth and Medical Studies
Canadian institutionsVictorian Order of Nurses
Fundersnot available
KeywordsPhilosophy

Abstract

fetched live from OpenAlex

<strong><em>Anmerkung:</em></strong><em> in dem artikel wird aufgrund wir brauchen im unterricht aufgaben und übungen, die zu einem schrittweisen aufbau der kommunikativen kompetenz führen. es stellt sich die frage, was übungen und aufgaben voneinander unterscheidet, welche merkmale sie haben und woran wir erkennen, ob sie gut sind. aufgaben und übungen werden von der studentin nicht unterschieden. sie gebraucht die worte synonymisch. ausserdem scheint das erlernen und festigen grammatischer strukturen hier das lernziel des unterrichts zu sein. es wurde argumentiert, dass das durch kulturforschung gewonnene wissen einer systematisierung und didaktik bedarf, die das wirkliche leben des schülers einschliesst.</em>

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)0.006
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Open science, Research integrity, 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: Other · Consensus signal: Other
Teacher disagreement score0.328
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0220.001
Scholarly communication0.0010.001
Open science0.0030.010
Research integrity0.0010.006
Insufficient payload (model declined to judge)0.3570.155

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 head0.164
GPT teacher head0.405
Teacher spread0.240 · 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