MétaCan
Menu
Back to cohort
Record W1884852999

Forskningstræning for alle læger - også uden for universitetssygehusene

2003· article· da· W1884852999 on OpenAlexaff
Anders Håkansson, Katarina Bengtsson, Arvid Frank Jørgensen, H Hollnagel

Bibliographic record

VenueLund University Publications (Lund University) · 2003
Typearticle
Languageda
FieldDecision Sciences
TopicInterdisciplinary Research and Collaboration
Canadian institutionsCentre for Family Medicine
Fundersnot available
KeywordsCourse (navigation)Medical educationPsychologyWork (physics)MedicineEngineering
DOInot available

Abstract

fetched live from OpenAlex

INTRODUCTION: General practitioners are often interested in doing research but are hampered by lack of time and research training. Interpreting the results of others can also be difficult. For this reason a course in basic research methods for GPs was started in Sweden in 1989. It was originally aimed at GPs but was later extended to hospital physicians as well. The course is given regionally and at present is held in six different locations in southern Sweden as well as in Hillerod, Denmark. The aim of this study is to evaluate the course as part of a research project to recommend changes to the courses in accordance with the course evaluations. MATERIALS AND METHODS: The course consists of theory (lectures/seminars six hours a month) and practice (project work) over a period of 18 months. Questionnaires were mailed to the 112 physicians who, starting in 1997 and 1999, completed the course. Eighty-five percent responded to the questionnaire, which asked if the course goals were relevant and if they thought they had achieved them. RESULTS: The most frequent reasons given for attending the course were a desire to learn how to read scientific articles critically and how to carry out one's own research projects. Two thirds of the participants thought that the theoretical lectures and project work had supplemented each other well. Most of the participants thought that the goals were very relevant but fewer--between 57% and 77%--felt those goals had been achieved. DISCUSSION: The course provides important empirical information with regard to future specialist training in Denmark. The plan is for all physicians to have research training--amounting to a total of 60 days--with lectures in research methodology and tutored research projects. The Danish College of General Practitioners has planned research training in accordance with the experience from these courses.

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)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.147
Threshold uncertainty score0.491

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0050.002
Open science0.0010.006
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.1470.051

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 head0.100
GPT teacher head0.346
Teacher spread0.246 · 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 designNot applicable
Domainnot available
GenreCommentary

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
Published2003
Admission routes1
Has abstractyes

Explore more

Same venueLund University Publications (Lund University)Same topicInterdisciplinary Research and CollaborationFrench-language works237,207