MétaCan
Menu
Back to cohort
Record W2932688889 · doi:10.14740/gr1147

Iatrogenic Gallstone Pancreatitis Complicated by Cholangitis: Post-Cholecystectomy Clip as a Nidus for Common Bile Duct Stone Formation

2019· article· en· W2932688889 on OpenAlexvenueno aff
Mohd Amer Alsamman, Abdelmoneim Mostafa, Jason Ferreira

Bibliographic record

VenueGastroenterology Research · 2019
Typearticle
Languageen
FieldMedicine
TopicGallbladder and Bile Duct Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsMedicinePancreatitisCholecystectomyLaparoscopic cholecystectomyComplicationBile ductCommon bile ductCommon bile duct stoneGeneral surgerySurgeryGold standard (test)Internal medicine

Abstract

fetched live from OpenAlex

Cholecystectomy is one of the most common surgical procedures in clinical practice. Laparoscopic cholecystectomy has become the gold standard for the management of symptomatic gallstone disease due to its minimally invasive nature and safety with quoted complication rates of under 5%. Surgical clip migration into the bile duct with resultant stone formation is a rare complication of laparoscopic cholecystectomy. Here we present a case of cholangitis in addition to gallstone pancreatitis as a result of surgical clip migration into the bile duct leading to stone formation.

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 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)0.001
metaresearch head score (Gemma)0.000
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 score0.229
Threshold uncertainty score0.925

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.026
GPT teacher head0.348
Teacher spread0.322 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations4
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueGastroenterology ResearchSame topicGallbladder and Bile Duct DisordersFrench-language works237,207