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Record W7099180556

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2016· article· en· W7099180556 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldArts and Humanities
TopicLiteracy, Media, and Education
Canadian institutionsnot available
Fundersnot available
KeywordsSubject (documents)CertificationPlan (archaeology)Sample (material)Section (typography)Data collection
DOInot available

Abstract

fetched live from OpenAlex

Using data collected from 4;042 lessons taught by 19 student teachers, this report examines the extent and purpose of media utilization by student teachers who were completing-field experience requirements for teacher certification in 15 Saskatchewan schools during the fall semester of 1981. Following 'a description of the problem and methodology, a literature review section discusses theoretical backgroudd, prescriptive and descriptive research viewpoints, previous aPproaches_to research, findings of previous studieg, ethnography, teacher planning practices, and an area_of concern generated from the literature. Procedures for the study, which used an ecological approach, are next described; they included participant obServatioh, student teacher interviews, and lesson plan log book entries. Data, the subject of the fourth section, were analyzed to determine what media were used, how media were used, and factors affecting media utilization. A six-page reference list is provided. Appendices include a list'of the Canadian School. Library Association recommended media standards for library demonstration schools, which was used as a survey instrument; a sample of the structured log book record; and interview questiods. Forty-three figures ' are included; (LMM) * Reproductions supplied by EDRS are the best that can be made *-* from the original document.- *

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.061
Threshold uncertainty score0.087

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.9390.855

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 head0.026
GPT teacher head0.225
Teacher spread0.199 · 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; the direct Gemma label and the distilled Codex classifier 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
Published2016
Admission routes1
Has abstractyes

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