MétaCan
Menu
Back to cohort
Record W2614593922

STRATEGIES AND METHODS FOR INCREASING TEACHER-PARENT COLLABORATION

2017· article· en· W2614593922 on OpenAlexaboutno aff
Rahel Young

Bibliographic record

VenueTSpace (University of Toronto) · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicParental Involvement in Education
Canadian institutionsnot available
Fundersnot available
KeywordsMathematics educationComputer sciencePsychology
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this qualitative study was to investigate successful implementation of teacher- parent collaboration in elementary classrooms. The primary research question guiding this study was: What strategies and methods do a small sample of elementary teachers use to foster a collaborative relationship with parents and what benefits have they observed for their students? Data was collected through semi-structured interviews with two elementary teachers currently working in Halton District School Board schools. For the participants of this study, teacher- parent collaboration aided in the overall learning experience for their entire class as well as improved their classroom management strategies. The findings of this study suggests that teacher-parent collaboration is enhanced when teachers use the knowledge they have gleaned from their previous experiences, both personal and professional. The implications of these findings point out that teacher-parent collaboration is significantly impacted by the role teachers, school administrators, school boards and the Ministry of Education play. Considering these implications, there are some significant changes that need to be implemented to see the full benefit for teacher-parent collaboration in Ontario classrooms. One example is a focus for administrators and schools boards to offer professional development workshops on implementing successful teacher-parent collaboration. By gaining a broader understanding of collaboration, teachers would be better equipped to work with parents and overcome challenges they may face. Ultimately, this study has pointed to the essential nature of teacher-parent collaboration as well as the commitment that teachers need to have to be successful.

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)0.037
metaresearch head score (Gemma)0.032
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.037
Threshold uncertainty score0.198

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0370.032
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0070.007
Scholarly communication0.0040.006
Open science0.0030.010
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0090.002

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 head0.077
GPT teacher head0.423
Teacher spread0.346 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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

Citations1
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueTSpace (University of Toronto)Same topicParental Involvement in EducationFrench-language works237,207