Bibliographic record
Abstract
A 65-year-old woman was admitted to hospital with osteomyelitis of her left fourth toe requiring intravenous antibiotic therapy. Her medical history included type 2 diabetes mellitus, chronic renal failure requiring hemodialysis and mitral stenosis. During the second week in hospital the patient was evaluated for a 1-day history of mild, generalized non-colicky abdominal discomfort. She had nausea but no vomiting and remained afebrile. The patient was obese, and the examination was notable only for diffuse distension. Liver enzyme levels and serum amylase and lipase levels were all within normal limits. Radiography of the abdomen revealed an ileus as well as a large calcified spherical mass in the right upper quadrant (Fig. 1A). A non-contrast CT scan was obtained, which revealed the mass to be a large calcified gallbladder (Fig. 1B). Figure F1A. Photo by: Courtesy Lucie Opatrny Figure F1B. Photo by: Courtesy Lucie Opatrny After completion of the antibiotic therapy, prophylactic cholecystectomy was performed because of the reported association between porcelain gallbladder and cancer of the gallbladder. Pathology results revealed cholelithiasis and cholecystitis in addition to calcification of the gallbladder wall. There was no evidence of malignant disease. The patient was discharged after an uneventful postoperative course. The term “porcelain gallbladder” was coined in 1929 to describe the bluish discoloration and brittle consistency of a gallbladder with an extensively calcified wall.1 Intramural gallbladder calcification is rare, with a reported incidence of 0.06%–0.8% of cholecystectomy specimens.2,3 The cause remains unknown, but the vast majority of specimens have concurrent cholelithiasis, leading some authors to suggest that porcelain gallbladder is an unusual manifestation of chronic cholecystitis.2 It is most commonly found in the sixth decade of life, with a female:male ratio of 5:1. The incidence of cancer arising in porcelain gallbladders is widely quoted as varying from 12% to 62%.4,5 These rates were based on retrospective studies and case series published in the 1950s and 1960s. However, recent reviews suggest that the association between porcelain gallbladder and cancer is less than previously suggested. A review of 10 741 records of cholecystectomies revealed 88 reports of cancerous gallbladders (none of which showed calcification) and 15 of calcified gallbladders (none of which was associated with cancer).3 Similarly, a review of about 25 900 cholecystectomy records identified 150 cases of gallbladder cancer and 44 of calcified gallbladder, with about 7% of the calcified specimens showing signs of cancer.6 Given the poor prognosis of gallbladder cancer, current guidelines continue to recommend prophylactic cholecystectomy in cases of porcelain gallbladder.7 Lucie Opatrny Resident in Internal Medicine Royal Victoria Hospital Montreal, Que.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".