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Record W7098901020

(Quebec). Instructional Media Cf fice.

2016· article· en· W7098901020 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnvironmental Science
TopicSpecies Distribution and Climate Change
Canadian institutionsnot available
Fundersnot available
KeywordsAccommodationPreferenceMultiple choiceSelection (genetic algorithm)Table (database)Subject (documents)
DOInot available

Abstract

fetched live from OpenAlex

The hypothesis that students will express no preference between carrels and open table type of accommodation in a language laboratory was tested in a four-week study. Two identical rooms, one containing carrels and the other containing open tables, were connected tc a single control room and lsed by 1,080 university students (enrolled in language courses) who served as subjects. The students were observed in four week-long phases in which their behavior in selecting and using labcratory accommodation was observed; a verbal instrument designed to solicit factors in their selection of laboratory acccmmodation was administered; a questionnaire to determine each subject's normal choice of acccmmcdation; whether he attended sessions alone or with a friend, and the effects cf restricting him to cne or the other cf the rocms was completed by each student. Another observation procedure which identified subject choices by sex and a short questionnaire designed to identify preference; isolation, social, and interference variables were completed. Findings were that while students verbally preferred carrels, they actually used tables, that students at carrels were mcre easily disturbed, and that female students were more decisive in their choice of open tables and were more likely to attend with friends. (A nine-item bibliography is included.) (SP).4"11fff alliglirs141.1,411

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 score0.601
Threshold uncertainty score0.803

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.7420.282

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 head0.018
GPT teacher head0.212
Teacher spread0.194 · 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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