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Record W1967394179 · doi:10.1002/sce.20304

Social barriers to meaningful engagement in biology field trip group work

2008· article· en· W1967394179 on OpenAlexaff
David P. Anderson, Gregory P. Thomas, Samson Madera Nashon

Bibliographic record

VenueScience Education · 2008
Typearticle
Languageen
FieldPsychology
TopicInnovative Teaching and Learning Methods
Canadian institutionsAlberta Advanced EducationUniversity of AlbertaUniversity of British Columbia
Fundersnot available
KeywordsMetacognitionPsychologyCognitionPerceptionTask (project management)Group workCollaborative learningCooperative learningSocial cognitionSocial learningSocial psychologyMathematics educationPedagogyTeaching method

Abstract

fetched live from OpenAlex

Abstract This paper reports on a study that employed metacognition and social cognition theoretical frameworks to explore and interpret students' views of their cognitive roles and the nature of the mechanisms that they considered influenced and mediated their learning within small group contexts. An instrumental interpretive case study methodology was used to capture students' descriptive accounts of their Year 11 Biology learning experiences, as conveyed through their recollections and reflections concerning their interactions and roles, perceptions of the learning task, and their learning strategies that they considered to be manifest during a field trip visit to a nature center. We conclude that, even among apparently highly collegial student groups, deemed by their teacher to be effective learning groups, and constituted in ways consistent with the literature on effective collaborative group work, there existed metasocial metacognitive factors that influenced and shaped cognition in ways counterproductive to the effective learning of science. This study reveals the existence of metacognitive knowledge and processes, common among students and related to their views of what is appropriate thinking and behavior within small groups, which inform collective and individual task actions. We contend that students are highly aware of their social status within groups and of their individual group's social conditions and that this awareness affects cognition and behavior. Moreover, they monitor these conditions and employ strategies that simultaneously service both the task and social relationships and their learning processes to varying extents depending on individual and group factors. © 2008 Wiley Periodicals, Inc. Sci Ed 93: 511–534, 2009

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)0.040
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 score0.006
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.040
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0040.005
Scholarly communication0.0050.001
Open science0.0010.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.087
GPT teacher head0.467
Teacher spread0.380 · 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

Citations46
Published2008
Admission routes1
Has abstractyes

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