Recovery of pre-injury functional state following operative treatment of displaced femoral neck fractures; a prospective cohort study
Bibliographic record
Abstract
The incidence of fracture neck of femur (FNF) has been projected to increase significantly. This study sought to determine the recovery of preinjury functional state following operative treatment of displaced FNF. A six-month prospective cohort study was conducted at Kenyatta National Hospital (KNH) and PCEA Kikuyu Mission Hospital (KMH) between November 2008 and May 2009. Sixty patients were enrolled using a pre-tested questionnaire. The Western Ontario and McMaster Universities Osteoarthritis index (WOMAC) scores were used. The functional outcome measures included pain, stiffness and activities of daily living (ADL). Stratification and subgroup analysis were done especially based on age. Student's t-test and χ2 test were used for comparison between variables as appropriate with a p < 0.05 being considered statistically significant. Majority of the patients recruited were males (68%) with a mean age of 51.6 years. Eighty eight percent of the patients had a mean negative early functional outcome score. Hemiarthroplasty (HA) and Total Hip Arthroplasty (THA) had comparable early post-operative functional outcome while Osteosynthesis (OS) had a poorer ADL outcome. Prolonged hospital stay was associated with a poor ADL outcome (p = 0.020). Use of the antero-lateral approach to the hip was associated with a better ADL outcome in patients older than 50 years (p = 0.007). At three months post-operatively, most patients have not fully recovered their pre-injury level of function and independence. Both HA and THA are associated with better early functional outcome compared to OS. Original research.
Stored with the screening record, where it is evidence for the labels above.
How this classification was reachedexpand
The three-model screen
all 5,600 screened works →All three models called this out of scope.
Prospective cohort study of functional recovery after femoral neck fracture surgery.
This is a clinical outcomes study of femoral fracture treatment, not research practice.
Clinical cohort study of hip-fracture functional recovery; object is patient outcomes, not research practice.
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".