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Record W4403871225 · doi:10.1111/ans.19290

Effect of insurance type on Management of Vancouver B Periprosthetic Fractures: length of stay, discharge destination and cost implications

2024· article· en· W4403871225 on OpenAlexaboutno aff
Michael Le, Geoffrey Murphy, Annamaria Frangos Young, Nanette Y. Chan, Harry Constantin, Michael Symes, Sam Adie, Maurice Guzman

Bibliographic record

VenueANZ Journal of Surgery · 2024
Typearticle
Languageen
FieldMedicine
TopicOrthopaedic implants and arthroplasty
Canadian institutionsnot available
Fundersnot available
KeywordsMedicinePeriprostheticRehabilitationEmergency medicineRetrospective cohort studyPublic health insurancePrivate insuranceHospital dischargeHealth insuranceSurgeryArthroplastyInternal medicinePhysical therapyHealth care

Abstract

fetched live from OpenAlex

BACKGROUND: To assess the effect of private versus public insurance on hospital length of stay, discharge destination, and costs in managing Vancouver B periprosthetic femoral fractures (PFF). METHODS: A retrospective cohort study of PFF patients operatively managed at five public trauma centers. The primary outcome was hospital length of stay. Secondary outcomes included discharge destination and costs related to implants and hospital beds. RESULTS: The study included 195 PFF cases (133 public, 62 private). Private patients had lower ASA scores (2.8 versus 3.1, P = 0.006) and were more likely to come from independent residences (87% versus 74%, P = 0.045). Private patients spent 8 fewer days in the hospital (12 ± 8 versus 20 ± 19 days, P < 0.001) and were more often discharged to rehabilitation (74% versus 48%, P = 0.003). Public hospital costs were higher for public patients ($37 456 versus $25 324, P = 0.005), largely due to longer stays. Implant costs were similar between private and public patients, but patients that underwent revision surgeries increased costs significantly compared to patients that underwent open reduction and internal fixation alone ($6257 versus $3511, P < 0.001). CONCLUSION: Private insurance was linked to shorter hospital stays and increased discharge to rehabilitation. Public PPF patients incur an average cost of $37 456 for public hospitals, compared to $25 324 for private patients. Delays in public patient rehabilitation access may prolong hospital stays, suggesting a need for alternative care pathways, such as PPF tailored home-based rehabilitation and support programs.

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)0.001
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 score0.505
Threshold uncertainty score0.199

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.018
GPT teacher head0.305
Teacher spread0.287 · 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

Citations2
Published2024
Admission routes1
Has abstractyes

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