MétaCan
Menu
Back to cohort
Record W1502098076

Cancer cachexia and targeting chronic inflammation: a unified approach to cancer treatment and palliative/supportive care.

2007· article· en· W1502098076 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePubMed · 2007
Typearticle
Languageen
FieldMedicine
TopicInflammatory Biomarkers in Disease Prognosis
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineCachexiaCancerAnorexiaInflammationWeight lossPalliative careInternal medicineOncologyIntensive care medicineObesity
DOInot available

Abstract

fetched live from OpenAlex

Chronic inflammation often acts as a tumor promoter, resulting in aggressive cancerous growth and spread. Many of the same inflammatory factors that promote tumor growth also are responsible for cancer cachexia/anorexia, pain, debilitation, and shortened survival. A compelling case may be made for mounting an attack on inflammation with other anticancer measures at initial diagnosis, with the consequent probability of improving both patient quality of life and survival. High serum levels of the inflammatory marker C-reactive protein or fibrinogen and an elevated white blood cell count correlate with poor prognosis and may be used as a prognostic index to establish the need for nutritional/metabolic intervention. At the author's institution, a concerted effort is being made to screen all newly diagnosed patients with non-small cell lung cancer for the presence of nutritional problems, inflammatory markers, and related symptoms. Interventions include dietary counseling; nutritional and, if warranted, vitamin supplementation; exercise concordant with the patient's physical condition; a prescription for omega 3 fatty acids if inflammation is present, and general symptom management. To establish the value of early nutritional/metabolic intervention, clinical trials are needed that combine measures that combat cachexia and inflammation with first-line chemotherapy in patients who present with weight loss, fatigue, and deteriorating function.

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.

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.402
Threshold uncertainty score0.818

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.028
GPT teacher head0.286
Teacher spread0.258 · 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