MétaCan
Menu
Back to cohort
Record W2416692204 · doi:10.1089/109264103322381807

Laparoscopic Inguinal Herniorrhaphy

2003· article· en· W2416692204 on OpenAlexaff
Yves-Marie Dion, Jean Morin

Bibliographic record

VenuePediatric Endosurgery & Innovative Techniques · 2003
Typearticle
Languageen
FieldMedicine
TopicHernia repair and management
Canadian institutionsHôpital Saint-François d'Assise
Fundersnot available
KeywordsMedicineInguinal herniaGeneral surgeryInguinal canalSurgeryHernia

Abstract

fetched live from OpenAlex

Between Mar. 13 and Sept. 16, 1991, the authors performed 10 inguinal herniorrhaphies laparoscopically. Two patients with a type II hernia (indirect with dilated internal ring but intact posterior inguinal wall) had laparoscopic preperitoneal closure of the internal ring with interrupted 0-Prolene. Seven patients had a type IIIA hernia (direct), and one patient had a large type IIIB hernia (indirect with dilated internal ring and medial encroachment or destruction of transversalis fascia of Hesselbach triangle). They all underwent laparoscopic preperitoneal placement of Prolene mesh, which was fixed in place with interrupted 0-Prolene sutures. All patients recovered promptly, with less pain and minimal limping, resulting in high patient acceptance of the procedure. There were no complications. Although no recurrence was noted and the technique appears sound, it is too early to predict its long-term success. At present, the preperitoneal approach is difficult to perform because of lack of appropriate instrumentation. The surgeon who plans to perform such a procedure must be familiar with the anatomy. We suggest that every potential candidate for laparoscopic inguinal hernia repair should be apprised of the advantages and disadvantages of this approach. A research consent form should be read and signed by every 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.

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)0.000
metaresearch head score (Gemma)0.001
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.018
GPT teacher head0.286
Teacher spread0.268 · 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
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

Citations134
Published2003
Admission routes1
Has abstractyes

Explore more

Same venuePediatric Endosurgery & Innovative TechniquesSame topicHernia repair and managementFrench-language works237,207