MétaCan
Menu
Back to cohort
Record W4394983840 · doi:10.1002/ohn.784

Loss of Independence in Older Adults With Operable Oral Cavity Cancer: A Retrospective Cohort Study

2024· article· en· W4394983840 on OpenAlexaff
Gabriella Le Blanc, Keith Richardson, Alex Mlynarek, Michael Hier, Nader Sadeghi, Marie‐Jeanne Kergoat, Marco A. Mascarella

Bibliographic record

VenueOtolaryngology · 2024
Typearticle
Languageen
FieldMedicine
TopicHead and Neck Cancer Studies
Canadian institutionsUniversité de MontréalMcGill University Health CentreMcGill University
Fundersnot available
KeywordsMedicineRetrospective cohort studyOdds ratioConfidence intervalComorbidityPerioperativeConfoundingActivities of daily livingLogistic regressionCohort studyCohortSurgeryInternal medicinePhysical therapy

Abstract

fetched live from OpenAlex

OBJECTIVE: To ascertain the effect of curative-intent surgery on loss of independence (LOI) in patients with oral cavity squamous cell carcinoma (OCSCC). STUDY DESIGN: Retrospective observational study of patients diagnosed from 2014 to 2021. SETTING: Single tertiary care academic center. Patients having undergone curative-intent surgical treatment for OCSCC from 2014 to 2021 in the cancer registry. METHODS: LOI as the primary outcome was measured based on a combination of decrease in activities of daily living (ADLs) and/or decline in mobility during treatment. Descriptive statistics were used to compare baseline demographics and multivariable logistic regression was used to assess the association between LOI and perioperative variables of interest. RESULTS: Of the 180 patients included in this study, 139 (79%) were fully independent in ADLs/instrumental ADLs prior to surgery. The average age of the cohort was 74 with 49% males. Thirty-seven (21%) experienced a decline in mobility or increased care needs following surgery, and 18 (10%) experienced an independent decline in functional status. Increasing age, osseous flap reconstruction, high Charlson Comorbidity Index, and major postoperative adverse events were associated with LOI. Fifty-five percent of patients with LOI had recovered to baseline within 7 months from surgery. LOI was associated with poor treatment tolerance (odds ratio: 4.77, 95% confidence interval: 1.87-12.2) while adjusting for multiple confounders. CONCLUSION: LOI is common in older adults undergoing curative-intent surgery for OCSCC and associated with poor treatment tolerance.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.006
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.010
GPT teacher head0.298
Teacher spread0.288 · 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 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

Citations3
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueOtolaryngologySame topicHead and Neck Cancer StudiesFrench-language works237,207