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A Case of Advanced Hepatocellular Carcinoma Without Cirrhosis History

2024· article· en· W4405490531 on OpenAlexaff
Nathaniel Tsai, An Phuc D Ta, Alexis Leo, Satori Iwamoto

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicLiver Disease Diagnosis and Treatment
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsHepatocellular carcinomaCirrhosisComputer scienceMedicineInternal medicine

Abstract

fetched live from OpenAlex

Hepatocellular carcinoma (HCC) is one of the most common sequelae of liver disease, and it is the fourth leading cause of cancer worldwide. This disease often arises from cirrhosis and chronic liver disease such as fatty liver disease or autoimmune hepatitis. HCC has particular prevalence in developed countries where metabolic issues such as diabetes and obesity are common. Males and elderly patients are predominantly affected compared to females and young people, respectively. Lastly, patient presentations of HCC can vary depending on staging, cirrhosis state, and current symptoms. Diagnosis of HCC is uniquely defined with ultrasound, CT, and MRI. HCC demonstrates a distinctive arterial phase hyperenhancement and portal venous washout on contrast CT, which differentiates it from other liver masses and allows for accurate diagnosis without invasive biopsy. Additionally, an AFP level above $400 \mathrm{ng} / \mathrm{mL}$ can assist with HCC screening and diagnosis. The management of HCC involves many avenues of care involving tumor characterization, liver function and compensation, and patient symptoms and preferences. Depending on patient status and disease progression, treatments may include surgical resection, liver transplantation, and systemic therapies. In this case report, we have a 77-year-old female without a history of cirrhosis developing advanced HCC. After presenting to the ED with jaundice and altered consciousness, she was diagnosed with HCC via contrastenhanced CT. This is a case with an atypical presentation of HCC in a previously non-cirrhotic liver. Therefore, the role of CT in diagnosing HCC is pivotal for timely management, averting the need to wait for biopsy results. This patient presented with a profile of HCC that precluded traditional therapeutic interventions such as surgical resection, liver transplant, or chemotherapy, suggesting the consideration for palliative care. Furthermore, this case highlights age as a significant risk factor and highlights the importance of comprehensive screening in at-risk populations to improve early detection and patient outcomes.

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)0.004
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 score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.004
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0030.001
Scholarly communication0.0020.003
Open science0.0020.002
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0060.002

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.

Opus teacher head0.024
GPT teacher head0.259
Teacher spread0.234 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

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