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Record W3110591212 · doi:10.15584/ejcem.2020.3.8

Behaviors, attitudes and opinions of medical students in the field of smoking and anti-smoking counseling in two countries of Central and Eastern Europe

2020· article· en· W3110591212 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueEuropean Journal of Clinical and Experimental Medicine · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Issues in Poland
Canadian institutionsnot available
Fundersnot available
KeywordsCzechAbstinenceSmoking cessationMedicineFamily medicineQuarter (Canadian coin)PsychiatryGeography

Abstract

fetched live from OpenAlex

Introduction. Europe is the region with the greatest proportion of deaths (16%) attributable to tobacco smoking worldwide. Medical students and physicians should set an example of tobacco-smoking abstinence for their patients. Aim. The aim of the study was to compare opinions on behaviors and attitudes of Czech and Polish medical students about tobacco smoking and the position of a physician in anti-smoking counseling. Material and methods. The Global Health Professions Student Survey (GHPSS) was conducted among 707 medical students in Czech Republic in 2011 and among 1164 medical students in Poland. Results. Twety percent of polish and 25,7% of Czech medical students declared current tobacco smoking. Eighty-one percent in Poland and 60% in Czech Republic felt that physicians should be trained in smoking cessation techniques but only 27% of the medical students in Poland and 2,8% in Czech Republic , declared that such a course had been realized during the course of their education. Conclusion. Over a fifth of Polish students and a quarter of Czech students declared themselves as active smokers. It is worrying that about half of Polish students were exposed to environmental tobacco smoke, while only one-fifth of Czech students declared such exposure. Polish and Czech students agreed that the doctor will play an important role in the patient’s smoking cessation process and that physicians should give advice on quitting smoking.

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)0.004
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 score0.023
Threshold uncertainty score0.466

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.073
GPT teacher head0.487
Teacher spread0.414 · 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