MétaCan
Menu
Back to cohort
Record W1884852999

Forskningstræning for alle læger - også uden for universitetssygehusene

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

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

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.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.903
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.006
Science and technology studies0.0050.001
Scholarly communication0.0010.004
Open science0.0030.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.100
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