MétaCan
Menu
← Back to cohort
Record W7132913102

A Study of Classroom Teachers' Experiences in a Collaborative Learning Community: Learning to Improve Support for Students with characteristics of ADHD and their Literacy Learning

2012· dissertation· en· W7132913102 on OpenAlexaff
Shelley Murphy

Bibliographic record

VenueTSpace · 2012
Typedissertation
Languageen
FieldMedicine
TopicAttention Deficit Hyperactivity Disorder
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsLiteracyCollaborative learningQualitative researchSemi-structured interviewParticipant observationControl (management)Cooperative learningData collection
DOInot available

Abstract

fetched live from OpenAlex

This research investigated elementary classroom teachers' experiences in a collaborative learning community (CLC) on the topic of supporting the literacy learning of students with characteristics of ADHD. Five general education classroom teachers participated in biweekly CLC meetings over a 5-month period. Qualitative methods of data gathering were employed in the form of participant observations in the classroom and during 9 CLC meetings. Participants were also interviewed three times. The first interview was conducted before the CLC meetings began, the second interview was conducted immediately after formal CLC meetings had ceased, and the final interview was conducted 6 months after meetings had ended. Three main findings emerged from the research. First, participants' literacy teaching of their students with characteristics of ADHD was positively influenced as a result of their participation in the CLC. This positive influence came through an interaction of factors related to their knowledge, skills, attitudes, and beliefs. It also resulted from a reconceptualization of both their understanding of their students with characteristics of ADHD and of themselves as literacy teachers. Second, certain aspects of the CLC contributed to this positive outcome. These aspects were the opportunity to work with colleagues, participant control over the format and content of CLC, and repeated opportunities to reflect on and refine teaching practice. Third, personal and contextual factors shaped the participants' experiences within the CLC. Participants who had challenges during their own schooling were more driven and committed to understand and respond to their students’ diverse learning needs. Participants with the most number of years of teaching experience had a more fully realized skill set, higher levels of self-efficacy, and lower levels of stress related to teaching and meeting the needs of their students with characteristics of ADHD. Implications for school literacy teaching, preservice education, in-service education, and future avenues for research are discussed in light of the findings.

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)0.006
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.014
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0090.005
Scholarly communication0.0050.004
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.054
GPT teacher head0.437
Teacher spread0.383 · 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 designQualitative
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

Citations0
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueTSpace→Same topicAttention Deficit Hyperactivity Disorder→French-language works237,207→