MétaCan
Menu
Back to cohort
Record W4402318423 · doi:10.17816/fm16123

Comprehensive forensic medical examination of defects in the provision of orthopedic dental care: A case report

2024· article· en· W4402318423 on OpenAlexaff
Yuri V. Chizhov, Natalya V. Khludneva, Tamara V. Kazantseva, Irinа Ivаnovnа Sаrgsyаn, Fedor V. Alyabyev, Alexandra Yusupova

Bibliographic record

VenueRussian Journal of Forensic Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicHealthcare Systems and Public Health
Canadian institutionsOffice of the Chief Medical Examiner
Fundersnot available
KeywordsOrthopedic surgeryMedicineForensic scienceForensic dentistryDentistryDental careMedical emergencySurgery

Abstract

fetched live from OpenAlex

In recent years, the number of complications associated with orthopedic dental treatment has increased, which can lead to serious pathologies and conflict situations and negatively affect the quality of life of patients, which entails the professional responsibility of medical workers. A crucial piece of evidence when considering and investigating civil cases to hold medical workers accountable for providing improper medical care (services) in the field of orthopedic dentistry is the conclusion of commission (complex) forensic medical examinations. During the forensic medical examination of patients’ claims against dental institutions and dentists, issues regarding their organization and production remains to be determined and studied. Scientifically based objective criteria for evaluating professional errors and defects in dental care have not been developed, and effective methods for analyzing therapeutic and diagnostic processes are not used in forensic medical practice, which makes it challenging to comprehensively analyze a specific clinical situation. This article provides detailed information on the clinical condition of existing teeth and fixed and removable dentures, characteristics of their position in the oral cavity, defects in fixation, and stabilization of dentures. A comprehensive analysis of the possible use of existing removable and nonremovable dental structures for full-fledged chewing function and their aesthetic condition was performed. Significant errors and limitations in the planning, manufacture, and fixation of removable and nonremovable dentures were identified. A comprehensive assessment and recommendations for forensic medical examination in a civil case are provided.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0070.002
Science and technology studies0.0050.003
Scholarly communication0.0020.003
Open science0.0020.004
Research integrity0.0070.006
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 head0.032
GPT teacher head0.357
Teacher spread0.326 · 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 designCase report
Domainnot available
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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueRussian Journal of Forensic MedicineSame topicHealthcare Systems and Public HealthFrench-language works237,207