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Record W4403831041 · doi:10.1681/asn.2024nwc3vgvf

A Long Road to Diagnosis: A Case with Unexpected Twists

2024· article· en· W4403831041 on OpenAlexaff
Klement Yeung, Tushar Malavade

Bibliographic record

VenueJournal of the American Society of Nephrology · 2024
Typearticle
Languageen
FieldMedicine
TopicBiliary and Gastrointestinal Fistulas
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineIntensive care medicine

Abstract

fetched live from OpenAlex

Introduction: It is often thought that cases of obstructive acute kidney injury (AKI) are straightforward to diagnose and manage. The following case report explores how experienced physicians navigated an unusual case and the convoluted path taken to arrive at the eventual diagnosis. Case Description: A 74 year-old previously healthy male presented to the hospital with syncope in the context of six weeks of nausea, vomiting, anorexia and one year of nocturia. Labwork showed potassium of 8.1mmol/L and creatinine (Cr) of 14.97mg/dL (baseline of 1.07mg/dL). EKG showed peaked T-waves. After management of hyperkalemia, significant arrhythmias persisted so dialysis was initiated. A renal ultrasound showed bilateral hydronephrosis and ascites. Presuming prostactomegaly as the case of the obstruction, a foley catheter was placed and drained 445mL of urine, but he became oligoanuric. Urine microscopy showed one heme-granular cast. Urine albumin to creatinine ratio was 101mg/g. A serologic work-up was negative and kidney biopsy was consistent with acute tubular necrosis (ATN). However, a repeat ultrasound showed no improvement in bilateral hydronephrosis and ascites. A paracentesis revealed malignant cells on cytology. Discussions were held regarding pursuing a contrast-enhanced CT for work-up of malignancy. However, in the context of severe AKI, a shared decision was made to delay the CT as it can impede renal recovery. Serum tumor markers revealed elevated Ca19-9, CA125, and CEA. A colonoscopy showed two colonic masses. We obtained a contrast-enhanced CT as we felt the potential information we would gain outweighed the risks, which showed metastatic malignancy with retroperitoneal masses causing bilateral ureteric obstruction and hydronephrosis. Nephrostomy tubes were inserted and the patient experienced significant renal recovery. He was discharged with a Cr of 1.4 mg/dL (eGFR of 53mL/min/1.73m2). Discussion: From this case, we learned it is imperative to re-evaluate initial assumptions when an element of the case is unusual, such as why he became oligoanuric after a foley was placed if the obstruction was relieved and why he had new-onset ascites. Persistent anomalies prompted additional studies, which led to the uncovering of the previously unknown metastatic malignancy, the true cause of the patient's AKI. This case highlighted the dangers of early diagnostic closure and the importance of thorough investigation.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.397
Threshold uncertainty score0.282

Codex and Gemma teacher scores by category

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

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 head0.014
GPT teacher head0.289
Teacher spread0.275 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

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