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Record W4396598950 · doi:10.6007/ijarbss/v14-i4/21172

An Investigation on Scientific Writing Difficulties & Writing Process

2024· article· en· W4396598950 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInternational Journal of Academic Research in Business and Social Sciences · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicAcademic Writing and Publishing
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsProcess (computing)Writing processMathematics educationComputer sciencePsychologyProgramming language

Abstract

fetched live from OpenAlex

Scientific writing is the process of conveying scientific information clearly. However, many students struggle with learning scientific writing, making it challenging for them to explain their findings in a clear and logical manner. This issue underscores the need for investigating scientific writing difficulties and the writing process, ensuring that students develop their writing skills. Thus, the purpose of this study is to investigate how learners perceive the application of learning strategies when writing scientific reports. This qualitative study aims to analyze the relationship between writing challenges and the composition process, as well as how learners perceive their writing issues and the composition process. This study employs a qualitative method, using questionnaires to collect data. The subjects were science and engineering students who needed to prepare scientific reports. 145 participants purposively responded to a qualitative survey from the science and engineering disciplines. The findings showed that paragraphing issues and writing uncertainty are the most common writing challenges. These data indicate that a lack of writing experience causes writing difficulties. The findings from this study contribute to the body of knowledge regarding why learners find their writing tasks difficult. Additionally, the results can be used to make improvements at the institutional or personal level.

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.

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)0.009
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.302
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.002
Scholarly communication0.0040.003
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.265
GPT teacher head0.453
Teacher spread0.188 · 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