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Record W4385697064 · doi:10.3390/socsci12080448

Teaching Qualitative Research in Psychology: A Look at the Portuguese Reality

2023· article· en· W4385697064 on OpenAlexfundno aff
Ana Antunes, Silvana Martins

Bibliographic record

VenueSocial Sciences · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicParticipatory Visual Research Methods
Canadian institutionsnot available
FundersFundação para a Ciência e a TecnologiaUniversidade do MinhoInternational Council for Canadian Studies
KeywordsPortugueseQualitative researchSyllabusBachelorPedagogyHigher educationPsychologyMathematics educationSocial scienceSociologyPolitical science

Abstract

fetched live from OpenAlex

Qualitative research has been increasingly used in the field of psychology. Consequently, concerns about the development of students’ skills in qualitative research have arisen. The main goal of this paper is to characterize the current state of art of the qualitative research teaching in Portuguese bachelor’s degrees in psychology. A documentary analysis was performed, and the data collection was conducted through an online search: first on the website of the General Directorate of Higher Education, and afterwards on the online sites of each of the Portuguese universities where the first cycle of psychology is taught. A content analysis was made by two coders and a discussion about categories was made until a consensus was reached. The data revealed the existence of 31 undergraduate courses in psychology at 31 Portuguese teaching institutions. There were 12 undergraduate courses at 12 public universities, and 19 undergraduate courses at 19 private universities. Despite the diversity in the study plans in the degree of psychology, most of them included qualitative research methodology teaching. However, the data analysis revealed different designations of the curricular units (CUs) related to qualitative research, as well as a different number of credits (European Credit Transfer and Accumulation System—ECTS). In addition, there were variations in the academic year in which the qualitative research CUs were taught and registered in their syllabi. This study indicates that undergraduate Portuguese psychology students generally have some training in qualitative research but the way it is carried out and the training contents are not uniform for all the existing degrees. It is important to reflect on the importance of qualitative research in psychology and further studies on qualitative methods teaching practices are still needed.

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)0.251
metaresearch head score (Gemma)0.179
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesMetaresearch
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.749
Threshold uncertainty score0.923

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.2510.179
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.010
Science and technology studies0.0150.032
Scholarly communication0.0200.012
Open science0.0030.009
Research integrity0.0060.009
Insufficient payload (model declined to judge)0.0030.001

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 head0.941
GPT teacher head0.827
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designQualitative
DomainMethods
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

Citations1
Published2023
Admission routes1
Has abstractyes

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