MétaCan
Menu
Back to cohort
Record W4411656970 · doi:10.51847/37hxyylz8q

10.51847/37HxyYlz8q

2000· article· en· W4411656970 on OpenAlexvenueno aff

Bibliographic record

VenueTime to knit · 2000
Typearticle
Languageen
FieldSocial Sciences
TopicTeacher Professional Development and Motivation
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyMathematics educationPedagogy

Abstract

fetched live from OpenAlex

Children's education is important for all countries.Teachers are in an important position in the preparation of children for the future.For this reason, teachers must be well trained.The purpose of the research is to determine the positive and negative characteristics of the teacher, the personal and professional characteristics of the teacher and the recommendations.For this purpose, he asked prospective teachers about the personal and professional positive and negative characteristics of his education life.The study group consists of 99 students from Dzce and Uak Universities.66 students studying at Dzce and Uak universities and 25 students who completed the form were taken in writing and interviewed with 8 class teachers.The research used qualitative research methods, document analysis and interview methods.Two different data types were collected and evaluated in the study.The data obtained in written form and obtained from the interviews were analyzed by content analysis.As a result of this research, the characteristics of qualified teachers; field knowledge, counseling, motivation, entertaining teaching and teaching were found.In addition, teachers who threaten students with notes, perform monotonous courses, and distinguish students were found to be inadequate.Teacher candidates should be informed about the characteristics of an effective teacher and it should be emphasized that this is important.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.945
Threshold uncertainty score0.198

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.9920.958

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 head0.017
GPT teacher head0.250
Teacher spread0.233 · 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; both teacher heads 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
Published2000
Admission routes1
Has abstractyes

Explore more

Same venueTime to knitSame topicTeacher Professional Development and MotivationFrench-language works237,207