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Record W4409017334 · doi:10.5539/hes.v15n2p246

A Study of Analytical Thinking and Integrated Science Process Skills of High Vocational Diploma Students, 1st Year in Microbiology through Research Based Learning

2025· article· en· W4409017334 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueHigher Education Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsnot available
Fundersnot available
KeywordsVocational educationMathematics educationProcess (computing)PsychologyTeaching methodMedical educationPedagogyComputer scienceMedicine

Abstract

fetched live from OpenAlex

This study aims to investigate the effectiveness of a research-based learning management plan microbiology and its impact on vocational education certificate students in the Animal Science department at Mahasarakham College of Agriculture and Technology. The research instruments included five research-based learning plans of microorganisms and their applications, each plan lasting 4 hours, totaling 20 hours. The tools used were a 20-item multiple-choice achievement test on types of microorganisms and their applications, a 15-item multiple-choice test assessing analytical thinking skills, a 15-item multiple-choice test measuring integrated scientific process skills, and a questionnaire measuring student satisfaction with the research-based learning approach. The research findings revealed the following: 1. The research-based learning management plan was effective according to the 80/80 criterion, with a process efficiency (E1) of 85.40 and an outcome efficiency (E2) of 86.00 2. Students’ analytical thinking skills significantly improved after the course at the .05 level of statistical significance. 3. Students’ integrated scientific process skills significantly improved after the course at the .05 level of statistical significance. 4. Students expressed the highest level of satisfaction with the content, teaching methods, and assessment, with an overall satisfaction average of 4.57. The results indicate that the research-based learning management plan is highly effective and contributes positively to the development of students' analytical thinking skills, integrated scientific process skills, and overall satisfaction.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.211
Threshold uncertainty score0.528

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.077
GPT teacher head0.503
Teacher spread0.425 · 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