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Record W7125917105 · doi:10.37903/vsgma.2025.2.37

ЭТИЧЕСКИЕ АСПЕКТЫ КЛИНИЧЕСКОГО РАЗБОРА В МЕДИЦИНСКОМ ОБРАЗОВАНИИ

2025· article· ru· W7125917105 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

VenueВестник Смоленской государственной медицинской академии · 2025
Typearticle
Languageru
FieldSocial Sciences
TopicForeign Language Teaching Methods
Canadian institutionsnot available
Fundersnot available
KeywordsFunction (biology)Communication skillsMedical ethicsSkills managementSubject (documents)

Abstract

fetched live from OpenAlex

Образовательная функция клинических разборов подразумевает формирование у будущих врачей клинического мышления. При этом основной акцент обычно делается на теоретические знания, аналитические и практические умения студентов, игнорируя навыки позитивного клинического общения. Этико-деонтологические стандарты проведения клинического разбора, утвержденные руководством медицинского вуза, позволят выработать у будущих врачей коммуникативные навыки взаимодействия с пациентом, единые для медицинских работников на всех этапах обучения. Примером успешных корпоративных стандартов профессионального поведения в ситуации врачебного приёма может служить Калгари-Кембриджская модель медицинской консультации. The educational function of clinical analyses implies the formation of clinical thinking in future doctors. At the same time, the main emphasis is usually placed on theoretical knowledge, analytical and practical skills of students, ignoring the skills of positive clinical communication. Ethical and deontological standards for conducting clinical analysis, approved by the management of the medical university, will allow future doctors to develop communication skills for interacting with the patient, which are uniform for medical workers at all stages of training. An example of successful corporate standards of professional behavior in a medical appointment is the Calgary-Cambridge model of interaction with the patient.

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)0.014
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.690
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.007
Meta-epidemiology (narrow)0.0040.004
Meta-epidemiology (broad)0.0050.003
Bibliometrics0.0030.009
Science and technology studies0.0050.005
Scholarly communication0.0020.002
Open science0.0080.003
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0160.007

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 head0.020
GPT teacher head0.408
Teacher spread0.388 · 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