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Record W3003333355 · doi:10.1057/s41599-020-0395-6

Practical considerations for establishing writing groups in interdisciplinary programs

2020· article· en· W3003333355 on OpenAlexaff
Nicole Bergen, Alzahra Hudani, Selim M. Khan, Natalie Dimitra Montgomery, Tracey O’Sullivan

Bibliographic record

VenuePalgrave Communications · 2020
Typearticle
Languageen
FieldDecision Sciences
TopicInterdisciplinary Research and Collaboration
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsTransformative learningSituatedDisciplineCornerstoneAcademic writingApprehensionPedagogySocializationSociologyEngineering ethicsPsychologyComputer scienceEngineeringSocial science

Abstract

fetched live from OpenAlex

Abstract Academic writing capabilities are a cornerstone of success in doctoral programs, yet prove to be a point of anxiety and apprehension for many students. Providing support for academic writing within interdisciplinary programs poses special considerations, as students in these programs are called upon to transcend single disciplinary perspectives to address a central area of research, and to integrate multiple different disciplinary perspectives that may be conflicting or overlapping. When treated as a social practice, writing can serve as a common interest that draws doctoral students to convene and develop in their learning. This article describes the development of a student writing group in an interdisciplinary doctoral program, considering how the characteristics and activities of the group create an environment that enables and encourages enhanced interdisciplinary learning. The article argues that, when delivered successfully, student writing groups have the potential to strengthen student writing skills and outputs, as well as deepen interdisciplinary learning. Drawing from Lattuca’s four aspects of interdisciplinary learning (relational, mediated, transformative and situated), the article illustrates ways that the writing group helped to promote each aspect of learning and benefit the overall student experience in the program. Reflecting on these experiences, the authors propose six practical considerations for establishing writing groups in interdisciplinary programs: vision and purpose; dedicated time and space; institutional support; readings or educational material; socialization opportunities; and shared responsibility. Administrators, students, faculty members and support staff involved in the delivery of interdisciplinary doctoral programs are called upon to consider the introduction and/or strengthening of writing groups for the purpose of enhanced interdisciplinary learning.

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)0.155
metaresearch head score (Gemma)0.179
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.845
Threshold uncertainty score0.821

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1550.179
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.001
Science and technology studies0.0290.012
Scholarly communication0.0140.018
Open science0.0090.025
Research integrity0.0110.011
Insufficient payload (model declined to judge)0.0180.005

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 head0.392
GPT teacher head0.506
Teacher spread0.114 · 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.

Study designTheoretical or conceptual
DomainMethods
GenreMethods

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

Citations22
Published2020
Admission routes1
Has abstractyes

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